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ISBN : 978-1-5090-1708-9

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  • ISBN : 978-1-5090-1708-9

  • 2016 International Seminar on Intelligent Technology and Its Application

    (ISITIA)

    Proceeding

    Lombok, Indonesia28-30 July 2016

    IEEE Catalog Number: ISBN:

    CFP16TIA-USB 978-1-5090-1708-9

  • Proceedings

    2016 International Seminar on Intelligent Technology and Its Application

    (ISITIA)

    Copyright ©2016 by IEEE. All rights reserved.

    Copyright and Reprint Permission

    Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923.

    For copying, reprint or republication permission, email to IEEE Copyrights Manager at [email protected].

    IEEE Catalog Number: ISBN:

    CFP16TIA-USB 978-1-5090-1708-9

    Additional copies of this proceeding may be ordered to: Department of Electrical Engineering Institut Teknologi Sepuluh Nopember Gd. B, C & AJ, Kampus ITS Sukolilo Surabaya, Indonesia 60111

    mailto:[email protected]:[email protected]

  • MESSAGE FROM THE GENERAL CHAIR

    On behalf of the committee, it is our pleasure to welcome you to the International Seminar on Intelligent Technology and Its Applications (ISITIA), which is sponsored by IEEE Indonesia section. Which takes place on 28 to 30 July 2016 in Lombok, Indonesia. This year the sending of paper other than Indonesia from Japan, Pakistan, USA, Saudi Arabia, Austria, P.R.China, Taiwan, Australia, Vietnam with a total of 246 paper submitter with a ratio of 56.9%.

    ISITIA has started 17 years ago, each year continues to increase both in the number of papers submitted and quality, by taking the topic "Recent Trends in Intelligent Computational Technologies for Sustainable Energy". Committee expects this conference to be a means for mutual sharing and build collaboration among researchers with support of the industry in the field of intelligent computing for sustainable energy.

    The Committee believes all the paper that has been presented and has been recorded in this proceeding would be useful as a research development as well as a reference map for the development of science continue to be developed.

    While performing the conference we invite to enjoy the beauty of the Lombok island, with a wide range of destinations on the Lombok island we are sure you will go to the Lombok island again with your family in the future.

    Enjoy the conference with full beauty of the Lombok island.

    Surabaya, July 20, 2016 General Chair,

    Dr. Margo Pujiantara

    2016 International Seminar on Intelligent Technology and Its Application

  • 2016 International Seminar on Intelligent Technology and Its Application

  • MESSAGE FROM THE HEAD OF THE ELECTRICAL ENGINEERING DEPARTMENT

    The habit of researching and delivering the results in scientific publications, and presented in a scientific conference is the actual characteristics of the academic community in the university environment.

    Electrical Engineering Department of Institut Teknologi Sepuluh Nopember continuously make breakthroughs to improve the ability of how to conduct research, write and present their research results at a scientific forum.

    International Seminar on Intelligent Technology and Its Applications ISITIA 2016 is one of the activities organized by the Electrical Engineering Department to build international communication forum for researchers as well as an opportunity to create a collaboration between researchers and industry.

    The Committee also bring in professors as keynote speakers from world-class universities in the United States, Japan, and Indonesia as well as from modern industry to further expand the experiences and access for researchers.

    We extend our greatest appreciation and gratitude for all the support from the university, either from abroad or from Indonesia who had sent his professors, the industry, the sponsors, especially IEEE Indonesia section and of course the committee who have supported the activities of this international seminar.

    Surabaya, July 20, 2016 Head of the Electrical Engineering Department,

    Dr. Ardyono Priyadi

    2016 International Seminar on Intelligent Technology and Its Application

  • 2016 International Seminar on Intelligent Technology and Its Application

  • ISITIA 2016 Organizers

    General Chair

    Margo Pujiantara, ITS, Indonesia

    Technical Program Chair

    Ardyono Priyadi, ITS, Indonesia

    .

    Technical Program Co-Chair

    Rony Seto Wibowo, ITS, Indonesia

    Technical Program Committee

    Suwadi, ITS, Indonesia

    Tri Arief Sardjono, ITS, Indonesia

    I Ketut Eddy Purnama , ITS, Indonesia

    Trihastuti Agustinah , ITS, Indonesia

    I Made Yulistya Negara , ITS, Indonesia

    Wirawan , ITS, Indonesia

    Ronny Mardiyanto, ITS IndonesiaAchmad Arifin , ITS, Indonesia

    Muhammad Rivai , ITS, Indonesia

    Surya Sumpeno , ITS, Indonesia

    Achmad Affandi , ITS, Indonesia

    Titiek Suryani , ITS, Indonesia

    Endroyono , ITS, Indonesia

    Eko Setijadi , ITS, Indonesia

    Deependra Kumar Jha , GD Goenka University, India Eghbal

    Mehdi , University of Queensland, Australia

    Elsaid Esayed El-Araby , Qassim Univesity, Saudi Arabia

    Lukmanul Hakim , Universitas Lampung, Indonesia

    Sudi Maryanto Al Sasongko , Universitas Mataram, Indonesia

    2016 International Seminar on Intelligent Technology and Its Application

  • Advisory Committee

    Kohei Arai ,Saga University, Japan

    Takeshi fukusako , Kumamoto University, Japan

    Tsuyoshi Usagawa , Kumamoto University, Japan

    Ghais El Zein , IETR, France

    Sebastien Pillement , Polytechnic de Nantes, France

    Adel A. Elbaset , Minia University, Egypt

    Soegijardjo Soegijoko , ITB, Indonesia

    Gamantyo Hendrantoro , ITS, Indonesia

    Mochamad Ashari , ITS, Indonesia

    Yoshifumi Zoka , Hiroshima University, Japan

    Mia Uchi , Kumamoto University, Japan

    Toshifumi Ise , Osaka University, Japan

    Adi Soepriyanto , ITS, Indonesia

    Imam Robandi , ITS, Indonesia

    Ontoseno Penangsang , ITS, Indonesia

    Muhammad Nuh , ITS, Indonesia

    Yanuarsah Harun , ITB, Indoensia

    Rudi Setiyabudi , UI, Indonesia

    Sasongko , UGM, Indonesia

    Lamine Mili , Virginia Polytechnic Institute, USA

    A.M.I. Taalab , Menoufia University, Egypt

    Junji Kubokawa , Hiroshima Institute of Technology, Japan

    Yutaka Sasaki , Hiroshima University

    2016 International Seminar on Intelligent Technology and Its Application

  • CONFERENCE PROGRAM

    Date Time Activity Venue Wednesday, July 27,

    2016 10:00 AM – 04:00 PM Pickup Keynote Speaker and Special Guest

    Lombok Airport-Sentosa Hotel Senggigi

    02:00 PM – 06:00 PM Keynote Speaker Hotel Check-in Sentosa Hotel-Lombok

    Thursday, July 28, 2016

    07:00 AM – 08:30 AM Registration Sentosa Hotel-Lombok 08:30 AM – 08:40 AM Opening Ceremony Sentosa Hotel-Lombok 08:40 AM – 08:55 AM Speech-1 General Chair Sentosa Hotel-Lombok

    08:55 AM – 09:05 AM Speech-2 Rector ITS Officially Open the Conference

    Sentosa Hotel-Lombok

    09:05 AM – 09:20 AM Speech-3 IEEE Indonesia Section Sentosa Hotel-Lombok

    09:20 AM – 09:45 AM Welcome Performance Dance “Gendang Belek” Sentosa Hotel-Lombok

    09:45 AM – 10:15 AM Coffee Break Restaurant Sentosa

    10:15 AM – 11:15 AM

    Panel Session -1 Speech-4 Keynote Speaker : Prof. Yorino Speech-5 Keynote Speaker : Prof. T. Ise

    Sentosa Hotel-Lombok

    11:15 AM – 12:15 PM

    Panel Session -2 Speech-6 Keynote Speaker : Prof. Hery Speech-7 Keynote Speaker : Prof. Taufik

    Sentosa Hotel-Lombok

    12:15 PM – 12:35 PM Speech-8 Industry Sentosa Hotel-Lombok 12:35 PM – 02:00 PM Lunch Break/Praying Restaurant Sentosa 02:00 PM – 04:00 PM Parallel Session -1 Sentosa Hotel-Lombok 04:00 PM – 04:15 PM Coffee Break Café Sentosa 04:15 PM – 06:00 PM Parallel Session -2 Sentosa Hotel-Lombok 07:30 PM – 09:00 PM Gala Dinner Restaurant Sentosa

    Friday, July 29, 2016

    08:00 AM – 10:00 AM Parallel Session -3 Sentosa Hotel-Lombok 10:00 AM – 10:15 AM Coffee Break Restaurant Sentosa 10:15 AM – 11:30 AM Parallel Session -4 Sentosa Hotel-Lombok

    11:30 AM – 02:00 PM Lunch Break/Praying Restaurant Sentosa/Mosque

    02:00 PM – 05:00 PM Workshop -1 Workshop -2 Room A Room B

    Saturday, July 30,2016 08:00 AM – 05:00 PM One day Tour Lombok Island

  • Date : 28 - Jul - 16 Location : Bima 1

    GROUP A: SIGNAL PROCESSING & MACHINE INTELLIGENCE

    PAPER ID TOPICS AUTHORS TIME

    1570241075 Real Time Handwriting Recognition for Mathematic Expressions using Hidden Markov Model Yuliana M.P., et all 13.45-14.00

    1570272194 Alcoholism Classification based on EEG Data using Independent Component Analysis (ICA), Wavelet De-noising and Probabilistic Neural Network (PNN)

    Nurindah Rachman, et all 14.00-14.15

    1570274955 Electroencephalography Signal Classification Using Fast Fourier Transform Hindarto 14.15-14.30

    1570276824 Development of FPGA-based Three-Lead Electrocardiography Munawar A Riyadi, et all 14.30-14.45

    1570275159 Experimental study of sound source localization using angular spectrum approach in the presence of artificial wind

    Anindita, et all 14.45-15.00

    1570284620 Classification of Human State Emotion from Physiological Signal Pattern using Pulse Sensor Based on Learning Vector Quantization

    Akhmad Marzuki, et all 15.00-15.15

    1570275616 Combining Conventional and Artificial Intelligence DGA Interpretation Methods Using Optimized Weighting Factor

    Trianto, et all 15.15-15.30

    1570275626 Nipple Detection to Identify Negative Content on Digital Images Hanung, et all 15.30-15.45

    Coffee Break 15.45-16.00

    1570275825 An Adaptive Learning Approach for EEG-Based Computer Aided Diagnosis of Epilepsy Sutrisno Ibrahim, et all 16.00-16.15

    1570279150 A Performance Evaluation of Load Frequency Controller using Discrete Model Predictive Controller Adelhard Beni R., et all 16.15-16.30

    1570276212 Real Time Face Recognition Engine Using Compact Features for Electronics Key I Gede Pasek Suta Wijaya 16.30-16.45

    1570276399 Fundamental Frequency Evaluation of Infant Crying Nadhifa Maulida 16.45-17.00

    1570278330 Gait with a Combination of Swing Arm Feature Extraction for Gender Identification using Kinect Skeleton

    Mochamad Bachtiar 17.00-17.15

    1570275020 Identification of Phonocardiogram Signal Based on STFT and Marquart Lavenberg Backpropagation Irmalia Faradisa, et all 17.15-17.30

    1570279070 Optimization Technique Based Adaptive Overcurrent Protection in Radial System with DG Using Genetic Algorithm

    Dimas Anggriawan, et all 17.30-17.45

    1570279127 Embedded Fuzzy Logic Controller for Functional Electrical Stimulation Aidatunisadina B., et all 17.45-18.00

    Location : Bima 2 GROUP B: INFORMATION TECHNOLOGY

    PAPER ID TOPICS AUTHORS TIME

    1570279909 Performance Analysis of The SAGE Algorithm: Changing The Update Procedure Musayyanah, et all 13.45-14.00

    1570269968 Designing and Implementing Cluedo Card Game Samuel Lukas, et all 14.00-14.15

    1570272986 Gospel Lyrics and Background Images Retrieval System Based on Reflection Topics James Wijaya, et all 14.15-14.30

    Session Program

    Rivaldy SeptyasuryaHighlight

    Rivaldy SeptyasuryaHighlight

    Rivaldy SeptyasuryaHighlight

    Rivaldy SeptyasuryaHighlight

    Rivaldy SeptyasuryaHighlight

  • 1570277277 Modeling Software Effort Estimation Using Hybrid PSO-ANFIS Suharjito 14.30-14.45

    1570275921 Semi-Automatic Border Detection of Cardiac Cavity in Echocardiography Video Eva Rochmawati, et all 14.45-15.00

    1570276406 Smart Mobile Attendance System Using Voice Recognition and Fingerprint on Smartphone Benfano Soewito, et all 15.00-15.15

    1570276462 Implementing Parallel Processing at Graph Coloring to Build Software for Course Timetabling EdmondFebrinicko Armay 15.15-15.30

    1570275361 Clustering Object on Surveillance Radar Display by Combining ADBSCAN Algorithm and Marked Boundary Object

    T. Miftahushudur, et all 15.30-15.45

    Coffee Break 15.45-16.00

    1570276488 Quotations Identification From Indonesian Online News Using Rule-based Method Yusuf Syaifudin, et all 16.00-16.15

    1570276670 Cassandra and SQL Database Comparison for Near Real-Time Twitter Data Warehouse Muhammad Murazza, et all 16.15-16.30

    1570276753 Video Object Extraction Using Feature Matching Based on Nonlocal Matting Meidya Koeshardianto 16.30-16.45

    1570276894 Empirical Relation between Speech Signals and Heart Rate Fergyanto E G., et all 16.45-17.00

    1570276897 Detecting Online Child Grooming Conversation Sevenpri Candra, et all 17.00-17.15

    1570276900 Relation between Emotional State and Speech Signal: the Case of Indonesia Language Sevenpri Candra, et all 17.15-17.30

    1570277016 Implementation of Classification Technique in Web Usage Mining of Banking Company Suharjito 17.30-17.45

    1570284371 Digital Signing Using National Identity as a Mobile ID Emir Mauludi Husni 17.45-18.00

    Location : Nakula GROUP C: COMMUNICATION TECHNOLOGY

    PAPER ID TOPICS AUTHORS TIME

    1570275820 Design and Realization MultiLayer Parasitic for Gain Enhancement of Microstrip Patch Antenna Arief Santiko 13.45-14.00

    1570275356 Combine Non Simultaneous Conjugate Match and Simultaneous Conjugate Match Techniques for X-Band LNA Design

    Yana Taryana, et all 14.00-14.15

    1570275373 Outage Probability Analysis in Bidirectional Wireless Communication using Full Duplex MIMO System Immanuel, et all 14.15-14.30

    1570275706 Performance of Narrowband Hairpin Bandpass Filter Square Resonator with Folded Coupled Line Fajri Darwis, et all 14.30-14.45

    1570276512 Development of Semantic Sensor Web For Monitoring Environment Conditions M. Udin H. Al Rasyid, et all 14.45-15.00

    1570275814 Design of A Dual Band Power Divider using Meander Line Technique Frequency 4928 MHz and 9856 MHz for Radar Application

    Arief Santiko 15.00-15.15

    1570275823 Passenger Authentication and Payment System Using RFID Based On-Board Unit for Surabaya Mass Rapid Transportation

    Dedy Wahyu, et all 15.15-15.30

    1570284536 Planning And Evaluation Of Data Network Performance For Telecommunication Systems Of Mass Rapid Transport (MRT) In Surabaya

    Maxima Saktiono, et all 15.30-15.45

    Coffee Break 15.45-16.00

  • 1570277803 Feeding position for determination of horizontal polarization on the Marine radar antenna Folin Oktafiani, et all 16.00-16.15

    1570278314 Application PTS Technique for PAPR Reduction in MIMO OFDM Using WARP Septriandi W.Y., et all 16.15-16.30

    1570278716 Performance of The Routing Protocols AODV, DSDV and OLSR in Health Monitoring Using NS3 Alamsyah 16.30-16.45

    1570284604 Performance Evaluation Gauss-Markov Mobility Model in Vehicular Ad-Hoc Network with Spearman Correlation Coefficient

    Robbi Manurung, et all 16.45-17.00

    1570280539 13% Bandwidth Tapered Slot Vivaldi Antenna Design for Weather Radar Application only Yahya Syukri A., et all 17.00-17.15

    1570284653 A Preliminary Result on Development of Analog Broadband Tapped Delay Line for L-Band Applications

    PrasetiyonoH. M., et all 17.15-17.30

    1570281593 Implementation and Performance Analysis of Routing BATMAN On VoIP Applications in the campus area

    Mohamad Hariyadi, et all 17.30-17.45

    1570281596 Capability Analysis of Call Services on VoIP Server Based Embedded System Edi Prihartono, et all 17.45-18.00

    Location : Sadewa GROUP D: ELECTRONICS, COMMUNICATION, and IT.

    PAPER ID TOPICS AUTHORS TIME

    1570275635 A New Control Design of Maximum Power Point Tracking for Wind Turbine Connected to Low Voltage Grid

    Feby Agung, et all 13.45-14.00

    1570279077 Vibration Analysis for the Classification of Damage Motor PT Petrokimia Gresik Using Fast Fourier Transform and Neural Network

    R. Wahyudi, et all 14.00-14.15

    1570280386 Implementation 2048 bit RSA and AES with Digital Signature for the Secure Electronic Health Record Application

    Mohamad Sadikin 14.15-14.30

    1570280561 A Sensor Based on Recognition Activities using Smartphone Marthen Beily, et all 14.30-14.45

    1570280655 Correlation of Geomagnetic Signal for Earthquake Studies in Indonesian, Australian and Pacific Regions Bulkis Kanata, et all 14.45-15.00

    1570282471 Non-Dispersive Infrared (NDIR) Sensor Design and Its Application on Alcohol Detection Fajar Budiman, et all 15.00-15.15

    1570284574 Spectrum Sensing for Low SNR Environment Using Maximum-Minimum Eigenvalue (MME) Detection Chaeriah Bin Ali W., et all 15.15-15.30

    1570284559 A Handy and Accurate Device to Measure Smallest Diameter of Log to Reduce Measurement Errors Fajar Budiman, et all 15.30-15.45

    Coffee Break 15.45-16.00

    1570282401 The Impact Analysis and Mitigation of DDoS Attack on Local Government Electronic Procurement Service (LPSE)

    Salman Akbar, et all 16.00-16.15

    1570276891 HILS of Auto TakeOff System for High Speed UAV using Booster Rocket Herma Yudhi Irwanto 16.15-16.30

    1570284376 Applied Internet of Things (IoT): Car monitoring System Using IBM BlueMix Emir Mauludi Husni 16.30-16.45

    1570274349 Four Port Diversity Patch Antennas For MIMO WLAN Application

    Ken Paramayudha, et all

    16.45-17.00

    1570284640 Performance Notification in a Reservation-based Parking System Pujianto Yugopuspito 17.00-17.15

  • 1570280517 A Wearable Device for Fall Detection Elderly People Using Tri Dimensional Accelerometer Arief Kurniawan, et all 17.15-17.30

    1570279061 Web Scraping for Automated Water Quality Monitoring System: A case study of PDAM Surabaya Rizqi Putri Budiarti, et all 17.30-17.45

    1570278986 Design and Development of A Portable Low-Cost COTS-based Water Quality Monitoring System Sritrusta S., et all 17.45-18.00

    Location : Bima 3 GROUP E: POWER SYSTEM

    PAPER ID TOPICS AUTHORS TIME

    1570246434 Stator fault Identification analysis in Induction motor using Multinomial Logistic Regression Wara Pramesti, et all 13.45-14.00

    1570250340 Optimize Of Electrical Energy With Solar Power Plant Design Retno Aita Diantari, et all 14.00-14.15

    1570260351 Analysis And Simulation Of Power System Stability 500 KV Java Bali Using Methods Of Runge Kutta Lower Order And Higher Order

    Isworo Pujotomo 14.15-14.30

    1570262367 Design of Parabolic Solar Concentrator to Improve the Optical Efficiency for Thermal Engine Generator Using Dual Reflector Gregorian Method

    Asepta Surya Wardhana, et all 14.30-14.45

    1570271529 Overview of SMES Units Application on Smart Grid Systems A. M. Shiddiq Yunus 14.45-15.00

    1570272805 Electrical Equivalent Circuit Based Modeling and Analysis of Brushless Direct Current (BLDC) Motor Mohamad Ridwan, et all 15.00-15.15

    1570274159 FPGA-based Smart System Architectural Design for Characterizing and Controlling Wind Turbine in Electrical Power Generation

    Bambang Siswoyo 15.15-15.30

    1570274604 Simultaneously Placement and Sizing of Multiple DGs and Shunt Capacitor Banks in Unbalanced Distribution Systems Considering Harmonics

    Umar Madjid, et all 15.30-15.45

    Coffee Break 15.45-16.00

    1570276156 Converting Solar Energy to Electricity Energy using Diffractive and Selective Crystal Photonics Bernard Tumbelaka 16.00-16.15

    1570276255 A Method for Evaluating Robust Power System Security against Uncertainties Naoto Yorino, et all 16.15-16.30

    1570280443 Implementation of PID Controller For Hold Altitude Control in Underwater Remotely Operated Vehicle Ali Zainal Abidin, et all 16.30-16.45

    1570276474 The Impact of Harmonic Filter Locations on Distortion Suppression Agus Ulinuha 16.45-17.00

    1570276541 PV Farm Placement and Sizing Using GA for Area Development Plan of Distribution Network Riny Sulistyowati 17.00-17.15

    1570279030 Comparative Analysis of Electric Field Distribution on Glass and Ceramic Isolator Using Finite Element Method

    Daniar Fahmi, et all 17.15-17.30

    1570279034 Study On Damping Reactor Installation to Address Ferroresonance On Incoming 20 kV GIS I Gusti Satriyadi, et all 17.30-17.45

    1570279080 A Study on Reducing Inrush Current in Kenjeran 150 KV Substation Power Transformer by Installing VCT-ICL

    I Made Yulistya Negara, et all 17.45-18.00

  • Date : 29 - Jul - 16 Location : Pandawa

    GROUP A: SIGNAL PROCESSING & MACHINE INTELLIGENCE

    PAPER ID TOPICS AUTHORS TIME

    1570280158 Fuzzy Controller based AI for Dynamic Difficulty Adjustment for Defense of the Ancient 2 (DotA2) Nino Prasetyo H. P., et all 08.00-08.15

    1570280416 Adaptive Overcurrent Relays Coordination Based on Multiple Sequence Alignment Algorithm (MSA) Denny Irawan, et all 08.15-08.30

    1570282550 Comparing on Sparse Heart Sound Recovery Algorithms I Dyah Irawati 08.30-08.45

    1570283969 Morphological Characterization of Nailfold Capillaries Vita Nurdinawati, et all 08.45-09.00

    1570279171 System Identification of a Vacuum Distiller using ANFIS with an ARMAX Structure Muhammad Aziz M., et all 09.00-09.15

    1570284563 Javanese Vowels Sound Classification with Convolutional Neural Network Chandra Dewa 09.15-09.30

    1570275795 An Anonymous Authentication System in Wireless Networks Using Verifier-Local Revocation Group Signature Scheme

    Amang Sudarsono, et all 09.30-09.45

    1570284638 Three-Directional of the 1D-Diagonal Fisherface Modeling based Feature Extraction Arif Muntasa, et all 09.45-10.00

    Coffee Break 10.00-10.15

    1570284650 Recognition of Attention State EEG-Based Using Wavelet and Support Vector Machine Esmeralda C. J., et all 10.15-10.30

    1570285005 Classification of EMG during Walking using Principal Component Analysis and Learning Vector Quantization for Biometric study

    Darma Putra, et all 10.30-10.45

    1570264959 Semi-Supervised Learning Approach for Indonesian Named Entity Recognition (NER) Using Co-Training Algorithm

    Bayu Aryoyudanta,et all

    10.45-11.00

    1570269371 Batik Lasem Images Classification Using Voting Feature Intervals 5 and Statistical Features Selection Approach

    Teny Handhayani 11.00-11.15

    1570276932 A Study of Comparison of Feature Extraction Methods for Handwriting Recognition Fergyanto E G., et all 11.15-11.30

    1570280682 Measurement Of Drop Size Distribution Rain in Mataram Utilize Disdrometer Acoustic For Floods Prediction

    Made Sutha Yadnya 11.30-11.45

    Location : Yudistira 3 GROUP B: INFORMATION TECHNOLOGY

    PAPER ID TOPICS AUTHORS TIME

    1570268941 System Design, Implementation and Analysis Video Cache on Internet Service Provider Andrianus Eko, et all 08.00-08.15

    1570279131 Development of Autonomous Mobile Robot for Taking Suspicious Object with Estimation of Object Weight Ability

    Ronny Mardiyanto 08.15-08.30

    1570279280 Implementation of Page Rank Algorithm in Hadoop MapReduce Framework Adhitya Bhawiyuga 08.30-08.45

    1570279091 Design Key Exchange Protocol SOFU-11 Sofu Risqi 08.45-09.00

    1570279174 The Extended Kalman Filter Algorithm for Improving Neural Network Performance in Voice Recognition Classification

    Zaqiatud Darojah, et all 09.00-09.15

    Rivaldy SeptyasuryaHighlight

  • 1570262268 Serial Rectifier Antenna to Increase Its Output Power Rudy Yuwono, et all 09.15-09.30

    1570280377 The Enhancement of LOK-Viewer Based Interfaces: Application for Geomagnetic Data Signal Processing using Differentiation Method

    Giri Wiriasto, et all 09.30-09.45

    1570282372 Application-Specific High-Level Location Service Teduh Dirgahayu 09.45-10.00 Coffee Break 10.00-10.15

    1570282509 Double-Directional Outdoor MIMO Channel Measurement at 2.4 GHz Using SDR MartiandaAnggraeni, et all 10.15-10.30

    1570282368 Optimal Tuning of PSS Parameters for Damping Improvement in SMIB Model Using Random Drift PSO and Network Reduction with Losses Concept

    Okto Fenno, et all 10.30-10.45

    1570276279 Simultaneous Optimization of Tuning PID Cascade Control System Using Duelist Algorithms Totok R. Biyanto, et all 10.45-11.00

    1570277263 Mobile Robot Motion Planning by Point to Point Based on Modified Ant Colony Optimization and Voronoi Diagram

    Nukman Habib, et all 11.00-11.15

    1570277891 Desain of Fresh Fruit and Vegetable Powder Production Process Controll by Maintaining Outlet Air Temperature of Spray Drying Chamber

    Andriani Parastiwi, et all 11.15-11.30

    1570284590 Comparisons of Cuk, SEPIC, and Zeta Converter Performance for Harmonics Mitigation and PFC in BLDC Speed Control

    Heri Suryoatmojo, et all

    11.30-11.45

    1570278413 Development of Robotic Hand Integrated with SimMechanics 3D Animation Rifky Ismail, et all 11.45-12.00

    Location : Yudistira 1 GROUP E: POWER SYSTEM

    PAPER ID TOPICS AUTHORS TIME

    1570284556 Development of Arc Fault Interrupter Laboratory Testing for Low Voltage DC Electricity Cassidy Aarstad, et all 08.00-08.15

    1570279096 Recurrence Perturb and Observe Algorithm for MPPT Optimization under Shaded Condition Quota Alief Sias, et all 08.15-08.30

    1570284643 Maximum Power Point Tracking of Photovoltaic Systems Using Simple Interval Type-2 Fuzzy Logic Controller based on Hill Climbing Algorithm

    Dwi Ana Ratna Wati 08.30-08.45

    1570279172 Improvement of Power Quality Monitoring Based on Modified S-Transform Anissa Pujiantara, et all 08.45-09.00

    1570280521 Wind farm Site Selection Base On Fuzzy Analytic Hierarchy Process Method; Case Study Area Nganjuk Teuku Multazam, et all 09.00-09.15

    1570280611 Modified Firefly Algorithm for Maximum Power Point Tracking of a Small Stand Alone Wind Power System

    Irwan Mahmudi, et all 09.15-09.30

    1570281780 Implementation of Hybrid Bonded Permanent Magnet on Permanent Magnet Generator for Renewable Energy Power Plants

    Novrita Idayanti 09.30-09.45

    1570282457 Life-Cycle Cost Analysis of Laboratory Scale Micro-grid Operation in Power System Simulation Laboratory Using HOMER Simulation

    Jatrifa Gandhi, et all 09.45-10.00

    Coffee Break 10.00-10.15

    1570282483 Operation Optimization Stand-Alone Microgrid using Firefly Algorithm Considering Lifetime Characteristics of Battery

    Aprilely Fitriana, et all 10.15-10.30

  • 1570282525 Unit Commitment with Non-Smooth Generation Cost Function Using Binary Particle Swarm Optimization

    Rony Seto Wibowo 10.30-10.45

    1570284398 Optimal Location, Size and Type of DGs To Reduce Power Losses and Voltage Deviation Considering THD in Radial Unbalanced Distribution Systems

    Umar Madjid, et all 10.45-11.00

    1570277913 Optimum control strategy of grid connected PMSG wind turbine based on energy storage system Ratna Ika Putri, et all 11.00-11.15

    1570284642 Modelling Non-Standard Over Current Relay Characteristic Curves Using Combined Lagrange Polynomial Interpolation and Curve Fitting

    Dimas Anggriawan, et all 11.15-11.30

    1570285260 Economic Dispatch of Multi Microgrid Systems with Renewable Energy Sources Using Particle Swarm Optimization

    Firdaus Firdaus, et all 11.30-11.45

  • Table of Contents

    Title Page

    Copyright

    Message from The General Chair

    Message from The Head of The Electrical Engineering Department

    2016 ISITIA Organizers

    Table of Contents

    Invited Speaker

    Invited Speaker #1

    Robust Micro-EMS for Flexible Microgrid

    Naoto Yorino

    Invited Speaker #2

    Intelligence System in Residential DC Electricity

    Taufik

    Invited Speaker #3

    Renewable Computing

    Mauridhi Hery Purnomo

    Invited Speaker #4

    Superconducting Magnet Energy Storage

    Toshifumi Ise

    Signal Processing and Machine Intelligence

    PAPER ID: 1570241075

    Real Time Handwriting Recognition for Mathematic Expressions using

    Hidden Markov Model

    Yuliana Melita Pranoto, Endang Setyati, Edwin Pramana, Yosi Kristian,

    Renato Budiman

    PAPER ID: 1570264959

    Semi-Supervised Learning Approach for Indonesian Named Entity

    Recognition (NER) Using Co-Training Algorithm

    Bayu Aryoyudanta, Teguh Bharata Adji, Indriana Hidayah

    PAPER ID: 1570269371

    Batik Lasem Images Classification Using Voting Feature Intervals 5 and

    Statistical Features Selection Approach

    Teny Handhayani

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  • PAPER ID: 1570272194

    Alcoholism Classification based on EEG Data using Independent

    Component Analysis (ICA), Wavelet De-noising and Probabilistic Neural

    Network (PNN)

    Nurindah Tiffani Rachman, Handayani Tjandrasa, Chastine Fatichah

    PAPER ID: 1570274955

    ElectrodeEncephaloGraph Signal Classification Using BackPropagation

    Neural Network

    Hindarto, Sumarno

    PAPER ID: 1570275020

    Identification of Phonocardiogram Signal Based on STFT and Marquart

    Lavenberg Backpropagation

    Irmalia Suryani Faradisa, Dimas Okky Anggriawan, Tri Arief Sardjono, Mauridhi Heri Purnomo

    PAPER ID: 1570275159

    Experimental study of sound source localization using angular spectrum

    approach in the presence of artificial wind

    Anindita Adikaputri Vinaya

    PAPER ID: 1570275616

    Combining Conventional and Artificial Intelligence DGA Interpretation

    Methods Using Optimized Weighting Factor

    Trianto, Suwarno, Yuan Li, Guan-Jun Zhang

    PAPER ID: 1570275626

    Nipple Detection to Identify Negative Content on Digital Images

    Hanung Adi Nugroho, Denny Hardiyanto, Teguh Bharata Adji

    PAPER ID: 1570275795

    An Anonymous Authentication System in Wireless Networks Using

    Verifier-Local Revocation Group Signature Scheme

    Amang Sudarsono, M. Udin Harun Al Rasyid

    PAPER ID: 1570275825

    An Adaptive Learning Approach for EEG-Based Computer Aided

    Diagnosis of Epilepsy

    Sutrisno Ibrahim, Khalil AlSharabi, Ridha Djemal, Abdullah

    Alsuwailem

    PAPER ID: 1570276399

    Fundamental Frequency Evaluation of Infant Crying

    Nadhifa Maulida, Wilujeng F. Alfiah, Desty A. Pawestri, Heru Susanto,

    M. Q. Zaman, Dhany Arifianto

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  • PAPER ID: 1570276824

    Development of FPGA-based Three-Lead Electrocardiography

    Munawar A Riyadi, Irvan Aditya Iskandar, Aminuddin Rizal

    PAPER ID: 1570276932

    A Study of Comparison of Feature Extraction Methods for Handwriting

    Recognition

    Fergyanto E. Gunawan, Intan A. Hapsari, Benfano Soewito, Sevenpri

    Candra

    PAPER ID: 1570278330

    Gait with a Combination of Swing Arm Feature Extraction for Gender

    Identification using Kinect Skeleton

    Mochamad Mobed Bachtiar, Fani Firdausi Nuzula, Sigit Wasista

    PAPER ID: 1570279070

    Optimization Technique Based Adaptive Overcurrent Protection in Radial

    System with DG Using Genetic Algorithm

    Margo Pujiantara, Isa Hafidz, Arif Setiawan, Ardyono Priyadi,

    Mauridhi Hery purnomo, Dimas Okky Anggriawan, Anang Tjahjono

    PAPER ID: 1570279127

    Embedded Fuzzy Logic Controller for Functional Electrical Stimulation

    System

    A. L. Basith, A. Arifin, F. Arrofiqi, T. Watanabe, M. Nuh

    PAPER ID: 1570280158

    Fuzzy Controller based AI for Dynamic Difficulty Adjustment for Defense

    of the Ancient 2 (DotA2)

    Nino Prasetyo Hamal Pratama, Eko Mulyanto Yuniarno, Supeno Mardi

    Susiki Nugroho

    PAPER ID: 1570280416

    Adaptive Overcurrent Relays Coordination Based on Multiple Sequence

    Alignment Algorithm (MSA)

    Denny Irawan, Anang Tjahjono, Margo Pujiantara, Mauridhi Hery

    Purnomo

    PAPER ID: 1570280682

    Measurement Of Drop Size Distribution Rain in Mataram Utilize

    Disdrometer Acoustic For Floods Prediction

    Yadnya MS, Sudiartha IW

    PAPER ID: 1570282550

    Comparing on Sparse Heart Sound Recovery Algorithms

    Indrarini Dyah Irawati, Ervin Masita Dewi

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  • PAPER ID: 1570283969

    Morphological Characterization of Nailfold Capillaries

    Richard Karel Willem Mengko, Hasballah Zakaria, Vita Nurdinawati

    PAPER ID: 1570284563

    Javanese Vowels Sound Classification with Convolutional Neural Network

    Chandra Kusuma Dewa

    PAPER ID: 1570284620

    Classification of Human State Emotion from Physiological Signal Pattern

    using Pulse Sensor Based on Learning Vector Quantization

    Akhmad Marzuki, Lantana Dioren Rumpa, Adhi Dharma Wibawa,

    Mauridhi Hery Purnomo

    PAPER ID: 1570284638

    Three-Directional of the 1D-Diagonal Fisherface Modeling based Feature

    Extraction

    Arif Muntasa, Indah Agustien Siradjuddin, Rima Tri Wahyuningrum

    PAPER ID: 1570284650

    EEG-Based Recognition of Attention State Using Wavelet and Support

    Vector Machine

    Esmeralda C. Djamal, Dewi P Pangestu, Dea A. Dewi

    PAPER ID: 1570285005

    Classification of EMG during Walking using Principal Component Analysis

    and Learning Vector Quantization for Biometrics study

    Darma Setiawan Putra, Adhi Dharma Wibawa, Mauridhi Hery Purnomo

    PAPER ID: 1570276212

    Real Time Face Recognition Engine Using Compact Features for

    Electronics Key

    I Gede Pasek Suta Wijaya, Ario Yudo Husodo, and Andy Hidayat Jatmika

    Information Technology

    PAPER ID: 1570268941

    System Design, Implementation and Analysis Video Cache on Internet

    Service Provider

    Andrianus Franky O. E., Doan Perdana, Ridha Muldina Negara, Danu

    Dwi Sanjoyo, Gustommy Bisono

    PAPER ID: 1570272986

    Gospel Lyrics and Background Images Retrieval System Based on

    Reflection Topics

    James Wijaya, Hartarto Junaedi

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  • PAPER ID: 1570275921

    Semi-Automatic Border Detection of Cardiac Cavity in Echocardiography

    Video

    Eva Dwi R., Riyanto Sigit, Setiawardhana

    PAPER ID: 1570276406

    Smart Mobile Attendance System Using Voice Recognition and Fingerprint

    on Smartphone

    Benfano Soewito, Ford Lumban Gaol, Echo Simanjuntak, Fergyanto E.

    Gunawan

    PAPER ID: 1570276462

    Implementing Parallel Processing at Graph Coloring to Build Software for

    Course Timetabling

    Edmond Febrinicko Armay, Ewi Ismaredah, Eki Saputra, Heni

    Rachmawati

    PAPER ID: 1570276488

    Quotations Identification From Indonesian Online News Using Rule-based

    Method

    Yusuf Syaifudin, Arif Nurwidyantoro

    PAPER ID: 1570276670

    Cassandra and SQL Database Comparison for Near Real-Time Twitter

    Data Warehouse

    Muhammad Murazza, Arif Nurwidyantoro

    PAPER ID: 1570276753

    Video Object Extraction Using Feature Matching Based on Nonlocal

    Matting

    Meidya Koeshardianto, Eko Mulyanto Yuniarno, Mochamad Hariadi

    PAPER ID: 1570276894

    Empirical Relation between Speech Signals and Heart Rate

    Fergyanto E. Gunawan, Mellisa Pratiwi, Sevenpri Candra, Benfano

    Soewito

    PAPER ID: 1570277016

    Implementation of Classification Technique in Web Usage Mining of

    Banking Company

    Suharjito, Diana, Herianto

    PAPER ID: 1570277277

    Modeling Software Effort Estimation Using Hybrid PSO-ANFIS

    Suharjito, Saka Nanda, Benfano Soewito

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  • PAPER ID: 1570279174

    The Extended Kalman Filter Algorithm for Improving Neural Network

    Performance in Voice Recognition Classification

    Zaqiatud Darojah, Endah Suryawati Ningrum

    PAPER ID: 1570279280

    Implementation of Page Rank Algorithm in Hadoop MapReduce

    Framework

    Adhitya Bhawiyuga, Annisa Puspa Kirana

    PAPER ID: 1570279909

    Performance Analysis of The SAGE Algorithm: Changing The Update

    Procedure

    Musayanah, P. Handayani, G. Hendrantoro, P. Hari Mukti

    PAPER ID: 1570280377

    Enhancement of LOK-Viewer Based Interfaces Application for

    Geomagnetic Data Signal Processing using Differentiation Method

    Giri Wahyu Wiriasto, Susilawati Riski, Bulkis Kanata, Teti Zubaidah

    PAPER ID: 1570282372

    Application-Specific High-Level Location Service

    Teduh Dirgahayu

    PAPER ID: 1570282509

    Double-Directional Outdoor MIMO Channel Measurement at 2.4 GHz

    Using SDR

    Martianda Erste Anggraeni, P. Handayani, G. Hendrantoro

    PAPER ID: 1570284371

    Digital Signing Using National Identity as a Mobile ID

    Emir Husni

    PAPER ID: 1570269968

    Designing and Implementing Cluedo Card Game

    Edo Setiawan, Samuel Lukas, Arnold Aribowo

    PAPER ID: 1570275361

    Clustering Object on Surveillance Radar Display by Combining ADBSCAN

    Algorithm and Marked Boundary Object

    Tajul Miftahushudur, Arief Nur Rahman, Arie Setiawan, Vicky Zilvan

    PAPER ID: 1570279091

    Design Key Exchange Protocol SOFU-11

    Sofu Risqi, Susila Windarta

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  • Communication Technology

    PAPER ID: 1570275356

    Combine Non Simultaneous Conjugate Match and Simultaneous Conjugate

    Match Techniques for Xband LNA Design

    Y. Taryana, Y. Sulaeman, D. Permana

    PAPER ID: 1570275373

    Outage Probability Analysis in Bidirectional Wireless Communication

    using Full-Duplex MIMO System

    Immanuel Chandra Hasonangan Doloksaribu, Ajib Setyo Arifin

    PAPER ID: 1570275706

    Performance of Narrowband Hairpin Bandpass Filter Square Resonator

    with Folded Coupled Line

    Fajri Darwis, Arie Setiawan, Pamungkas Daud

    PAPER ID: 1570275814

    Design of A Dual Band Power Divider using Meander Line Technique

    Frequency 4928 MHz and 9856 MHz for Radar Application

    Arief Budi Santiko, Fajri Darwis

    PAPER ID: 1570275820

    Design and Realization Multi Layer Parasitic for Gain Enhancement of

    Microstrip Patch Antenna

    Arief Budi Santiko, Ken Paramayudha, Yuyu Wahyu, Sumartono, Heroe

    Wijanto

    PAPER ID: 1570275823

    Passenger Authentication and Payment System Using RFID Based On-

    Board Unit for Surabaya Mass Rapid Transportation

    Dedy Wahyu Herdiyanto, Endroyono, and Istas Pratomo

    PAPER ID: 1570277803

    Feeding Position for Determination of Horizontal Polarization on the

    Marine Radar Antenna

    F. Oktafiani, Y.P. Saputera, Y. Wahyu

    PAPER ID: 1570278314

    Application PTS Technique for PAPR Reduction in MIMO OFDM Using

    WARP

    Septriandi Wira Yoga, Titiek Suryani, Suwadi

    PAPER ID: 1570278716

    Performance of The Routing Protocols AODV, DSDV and OLSR in Health

    Monitoring Using NS3

    Alamsyah, Mauridhi Hery Purnomo, I Ketut Edy Purnama, Eko Setijadi

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  • PAPER ID: 1570280539

    Enhancement Performance Tapered Slot Vivaldi Antenna for Weather

    Radar Application

    Yahya Syukri Amrullah, Ken Paramayudha, Yuyu Wahyu

    PAPER ID: 1570281593

    Implementation and Performance Analysis of Routing BATMAN On VoIP

    Applications in the Campus Area

    Mohamad Hariyadi, Istas Pratomo, Achmad Affandi

    PAPER ID: 1570281596

    Capability Analysis of Call Services on VoIP Server Based Embedded

    System

    Edi Prihartono, Achmad Affandi, Istas Pratomo

    PAPER ID: 1570284536

    Planning And Evaluation Of Data Network Performance For

    Telecommunication Systems Of Mass Rapid Transport (MRT) In Surabaya

    Maxima Ari Saktiono, Endroyono, Istas Pratomo

    PAPER ID: 1570284604

    Performance Evaluation Gauss-Markov Mobility Model in Vehicular Ad-

    Hoc Network with Spearman Correlation Coefficient

    Robbi C. Manurung, Doan Perdana, RendyMunadi

    PAPER ID: 1570284653

    A Preliminary Result on Development of Analog Broadband Tapped Delay

    Line for L-Band Applications

    P.H. Mukti, H. Schreiber, A. Gruber, M.E. Gadringer, W. Bösch

    Electronics, Communication, and IT

    PAPER ID: 1570274349

    Four Port Diversity Patch Antennas For MIMO WLAN Application

    Ken Paramayudha, Yuyu Wahyu, Yana Taryana, Angga Budiawan

    Adipurnama, Heroe Wijanto

    PAPER ID: 1570275635

    A New Control Design of Maximum Power Point Tracking By Fuzzy Logic

    Controller for Wind Turbine Connected to Low Voltage Grid

    Feby Agung Pamuji, Hajime Miyauchi

    PAPER ID: 1570276891

    HILS of Auto Take Off System for High Speed UAV using Booster Rocket

    Herma Yudhi Irwanto

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  • PAPER ID: 1570279077

    Vibration Analysis for the Classification of Damage Motor PT Petrokimia

    Gresik Using Fast Fourier Transform and Neural Network

    Arif Musthofa, Dimas Anton Asfani, I Made Yulistya Negara, Daniar

    Fahmi, Nirma Priatama

    PAPER ID: 1570280386

    Implementation of RSA 2048-bit and AES 256-bit with Digital Signature

    for Secure Electronic Health Record Application

    Mohamad Ali Sadikin, Rini Wisnu Wardhani

    PAPER ID: 1570280561

    A Sensor Based on Recognition Activities using Smartphone

    Marthen Dangu Elu Beily, Maria D Badjowawo, Daud Obed Bekak,

    Sumartini Dana

    PAPER ID: 1570280655

    Correlation of Geomagnetic Signal for Earthquake Studies in Indonesian,

    Australian and Pacific Regions

    Bulkis Kanata, Teti Zubaidah, Giri Wahyu Wiriasto, Paniran

    PAPER ID: 1570282401

    The Impact Analysis and Mitigation of DDoS Attack on Local Government

    Electronic Procurement Service (LPSE)

    Salman Akbar, Endroyono, Adhi Dharma Wibawa

    PAPER ID: 1570282471

    Non-Dispersive Infrared (NDIR) Sensor Design and Its Application on

    Alcohol Detection

    Fajar Budiman, Muhammad Rivai, Faraha Pambayun J.P

    PAPER ID: 1570284376

    Applied Internet of Things (IoT): Car monitoring System Using IBM

    BlueMix

    Emir Husni, Galuh Boy Hertantyo, Daniel Wahyu Wicaksono, Faisal

    Candrasyah Hasibuan, Andri Ulus Rahayu, Muhamad Agus Triawan

    PAPER ID: 1570284559

    A Handy and Accurate Device to Measure Smallest Diameter of Log to

    Reduce Measurement Errors

    Fajar Budiman, Ronny Mardiyanto, Tasripan, Rifyal Rachmat

    PAPER ID: 1570284640

    Performance Notification in a Reservation-based Parking System

    Pujianto Yugopuspito, Ryant A. Herwansyah, Dion Krisnadi, Sutrisno

    Cahya, Frans Panduwinata

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  • PAPER ID: 1570284574

    Spectrum Sensing for Low SNR Environment Using Maximum-Minimum

    Eigenvalue (MME) Detection

    Chaeriah Bin Ali Wael, Nasrullah Armi, Budiman P.A. Rohman

    Power System

    PAPER ID: 1570246434

    Stator fault Identification analysis in Induction motor using Multinomial

    Logistic Regression

    Wara Pramesti, Ika Damayanti, Dimas Anton Asfani

    PAPER ID: 1570250340

    Calculation Of Electrical Energy With Solar Power Plant Design

    Retno Aita Diantari, Isworo Pujotomo

    PAPER ID: 1570260351

    Analysis and Simulation of Power System Stability 500 KV Java Bali

    Using Methods of Runge Kutta Lower Order and Higher Order Isworo Pujotomo, Iwa G., Ridwan G., Uno B.S.

    PAPER ID: 1570262268

    Serial Rectifier Antenna to Increase Its Output Power

    Rudy Yuwono, M A Hamdany, Dwi FK, Nurotul Auliya, Aisah

    PAPER ID: 1570262367

    Design of Parabolic Solar Concentrator to Improve the Optical Efficiency

    for Thermal Engine Generator Using Dual Reflector Gregorian Method

    Asepta Surya Wardhana, Heri Suryoatmojo, Mochamad Ashari

    PAPER ID: 1570271529

    Overview of SMES Units Application on Smart Grid Systems

    A. M. Shiddiq Yunus, Makmur Sainih

    PAPER ID: 1570272805

    Electrical Equivalent Circuit Based Modeling and Analysis of Brushless

    Direct Current (BLDC) Motor

    Mohamad Ridwan, Muhammad Nur Yuniarto, Soedibyo

    PAPER ID: 1570274159

    FPGA-based Smart System Architectural Design for Characterizing and

    Controlling Wind Turbine in Electrical Power Generation

    Bambang Siswoyo

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  • PAPER ID: 1570274604

    Simultaneously Placement and Sizing of Multiple DGs and Shunt Capacitor

    Banks in Unbalanced Distribution Systems Using Real Coded GA

    Umar, Firdaus, Ontoseno Penangsang

    PAPER ID: 1570276156

    Converting Solar Energy to Electricity Energy using Diffractive and

    Selective Crystalline Photonics

    Bernard Y. Tumbelaka, Darmawan Hidayat, Mohammad Taufik, Dessy

    Novita, Nendi Suhendi

    PAPER ID: 1570276255

    A Method for Evaluating Robust Power System Security against

    Uncertainties

    Naoto Yorino, Muhammad Abdillah, Yutaka Sasaki, Yoshifumi Zoka

    PAPER ID: 1570276474

    The Impact of Harmonic Filter Locations on Distortion Suppression

    Agus Ulinuha

    PAPER ID: 1570276541

    PV Farm Placement and Sizing Using GA for Area Development Plan of

    Distribution Network

    Riny Sulistyowati, Dedet Candra Riawan, Mochamad Ashari

    PAPER ID: 1570279030

    Comparative Analysis of Electric Field Distribution on Glass and Ceramic

    Insulator Using Finite Element Method

    Daniar Fahmi, Lucky Andika Novario, I Made Yulistya Negara, R.

    Wahyudi

    PAPER ID: 1570279034

    Study On Damping Reactor Installation to Address Ferroresonance on

    Incoming 20 kV GIS

    IGN Satriyadi, I Made Yulistya Negara, Daniar Fahmi, Dimas Anton

    Asfani, Satria S. Simamora

    PAPER ID: 1570279080

    A Study on Reducing Inrush Current in Kenjeran 150 KV Substation

    Power Transformer by Installing VCT-ICL

    Made Yulistya Negara, Dimas Anton Asfani, Daniar Fahmi, Arif

    Musthofa, Rudy Prasetyo

    PAPER ID: 1570279096

    Recurrence Perturb and Observe Algorithm for MPPT Optimization under

    Shaded Condition

    Quota Alief Sias, Imam Robandi

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    2016 International Seminar on Intelligent Technology and Its Application

  • PAPER ID: 1570279172

    Improvement of Power Quality Monitoring Based on Modified S-

    Transform

    Anissa Eka Marini Pujiantara, Ardyono Priyadi, Margo Pujiantara,

    Ontoseno Penangsang, Dimas Okky Anggriawan, Anang Tjahjono

    PAPER ID: 1570280521

    Wind farm Site Selection Base On Fuzzy Analytic Hierarchy Process

    Method; Case Study Area Nganjuk

    Teuku Multazam, Ratna Ika Putri, Margo Pujiantara, Ardyono Priyadi,

    Mauridhi Hery P

    PAPER ID: 1570280611

    Modified Firefly Algorithm for Maximum Power Point Tracking of a Small

    Stand Alone Wind Power System

    Irwan Mahmudi, Ratna Ika Putri, Margo Pujiantara, Ardyono Priyadi,

    Mauridhi Hery P

    PAPER ID: 1570281780

    The Implementation of Hybrid Bonded Permanent Magnet on Permanent

    Magnet Generator for Renewable Energy Power Plants

    Novrita Idayanti, Dedi, Tony Kristiantoro, Nanang Sudrajat, Ardita

    Septiani, Dadang Mulyadi, Pudji Irasari

    PAPER ID: 1570282457

    Life-Cycle Cost Analysis of Laboratory Scale Microgrid Operation in

    Power System Simulation Laboratory Using HOMER Simulation

    Jatrifa Jiwa Gandhi, Suyanto, Ni Ketut Aryani, Adi Soeprajitno,

    Ontoseno Penangsang

    PAPER ID: 1570282483

    Operation Optimization Stand-Alone Microgrid using Firefly Algorithm

    Considering Lifetime Characteristics of Battery

    Aprilely Ajeng Fitriana, Endah Suryawati Ningrum, , Adi Soeprajitno,

    Ontoseno Penangsang

    PAPER ID: 1570282525

    Unit Commitment with Non-Smooth Generation Cost Function Using

    Binary Particle Swarm Optimization

    Rony Seto Wibowo, Fahrizal Fitra Utama, Dimas Fajar Uman Putra, Ni

    Ketut Aryani

    PAPER ID: 1570284398

    Optimal Location, Size and Type of DGs To Reduce Power Losses and

    Voltage Deviation Considering THD in Radial Unbalanced Distribution

    Systems

    Umar, Firdaus, M. Ashari, Ontoseno Penangsang

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  • PAPER ID: 1570284556

    Development of Arc Fault Interrupter Laboratory Testing for Low Voltage

    DC Electricity

    Cassidy Aarstad, Taufik Taufik, Andrew Kean, and Maxwell Muscarella

    PAPER ID: 1570284642

    Modelling Non-Standard Over Current Relay Characteristic Curves Using

    Combined Lagrange Polynomial Interpolation and Curve Fitting

    Anang Tjahjono, Indhana Sudiharto, Suryono, Dimas Okky Anggriawan

    PAPER ID: 1570285260

    Economic Dispatch of Multi Microgrid Systems With Renewable Energy

    Sources Using Particle Swarm Optimization

    Firdaus, Umar , Ontoseno Penangsang

    Control Systems

    PAPER ID: 1570276279

    Simultaneous Optimization of Tuning PID Cascade Control System Using

    Duelist Algorithms

    Totok Ruki Biyanto, Abu Hasan, Muhammad Salman Alfarisi, Hendrik

    Setiawan

    PAPER ID: 1570276512

    Development of Semantic Sensor Web For Monitoring Environment

    Conditions

    M. Udin Harun Al Rasyid, Achmad Sayfudin, Arif Basofi, Amang

    Sudarsono

    PAPER ID: 1570277263

    Mobile Robot Motion Planning by Point to Point Based on Modified Ant

    Colony Optimization and Voronoi Diagram

    Nukman Habib, Djoko Purwanto, Adi Soeprijanto

    PAPER ID: 1570277891

    Design of Spray Dryer Process Control by Maintaining Outlet Air

    Temperature of Spray Dryer Chamber

    Andriani Parastiwi, Ekojono

    PAPER ID: 1570277913

    Optimum Control Strategy of Grid Connected PMSG Wind Turbine Based

    on Energy Storage System

    Ratna Ika Putri, Margo Pujiantara, Ardyono Priyadi, Mauridhi Hery P.,

    Taufik

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    2016 International Seminar on Intelligent Technology and Its Application

  • PAPER ID: 1570278413

    Development of Robotic Hand Integrated with SimMechanics 3D

    Animation

    Rifky Ismail, Mochammad Ariyanto, Wahyu Caesarendra, Ahmad

    Nurmiranto

    PAPER ID: 1570278986

    Design and Development of A Portable Low-Cost COTS-based Water

    Quality Monitoring System

    Sritrusta Sukaridhoto, Rahardhita Widyatra Sudibyo, Widi Sarinastiti,

    Rizky Dharmawan, Atit Sasono, Ahmad Andika Saputra, Shiori Sasakiy

    PAPER ID: 1570279061

    Web Scraping for Automated Water Quality Monitoring System: A case

    study of PDAM Surabaya

    Rizqi Putri Nourma Budiarti, Nanang Widyatmokoy, Mochamad

    Hariadiz, Mauridhi Hery Purnomo

    PAPER ID: 1570279131

    Development of Autonomous Mobile Robot for Taking Suspicious Object

    with Estimation of Object Weight Ability

    Ronny Mardiyanto, Heri Suryoatmojo, Rendy Valentino

    PAPER ID: 1570279150

    A Performance Evaluation of Load Frequency Controller using Discrete

    Model Predictive Controller

    Adelhard Beni Rehiara, Yutaka Sasaki, Naoto Yorino, Yoshifumi Zoka

    PAPER ID: 1570279171

    System Identification of a Vacuum Distiller using ANFIS with an ARMAX

    Structure

    Muhammad Aziz Muslim, Goegoes Dwi Nusantoro

    PAPER ID: 1570280443

    Implementation of PID Controller For Hold Altitude Control in

    Underwater Remotely Operated Vehicle

    Ali Zainal Abidin, Ronny Mardiyanto, Djoko Purwanto

    PAPER ID: 1570280517

    A Wearable Device for Fall Detection Elderly People Using Tri Dimensional

    Accelerometer

    Kurniawan A., Hermawan A.R., Purnama I.K.E

    639

    633

    659

    653

    645

    675

    669

    665

    2016 International Seminar on Intelligent Technology and Its Application

  • PAPER ID: 1570282368

    Optimal Tuning of PSS Parameters for Damping Improvement in SMIB

    Model Using Random Drift PSO and Network Reduction with Losses

    Concept

    Adi Soeprijanto, Dimas Fajar Uman Putra, Okto Fenno, Dheny Ashari

    HS, Suyanto, Rusilawati

    PAPER ID: 1570284590

    Comparisons of Cuk, SEPIC and Zeta Converter Performance for

    Harmonics Mitigation and PFC in BLDC Speed Control

    H. Suryoatmojo, N. R. Arsya, H. P. Putra, A. P. Nandiwardhana, S.

    Anam, R. Mardiyanto, M. Ashari

    PAPER ID: 1570284643

    Maximum Power Point Tracking of Photovoltaic Systems Using Simple

    Interval Type-2 Fuzzy Logic Controller based on Hill Climbing Algorithm

    Dwi Ana Ratna Wati

    685

    679

    691

    2016 International Seminar on Intelligent Technology and Its Application

  • 2016 International Seminar on Intelligent Technology and Its Application

  • Keynote Speaker 1

    Prof. Naoto Yorino Hiroshima University, Japan

    Keynote Title: Robust Micro-EMS for Flexible Microgrid

    Biography Educational Background: BS degree in Electrical Engineering from Waseda University in April 1977 MS degree in Electrical Engineering from Waseda University in April 1981 Doctor of Engineering degree in Electrical Engineering from Waseda University

    in April 1984

    Major Professional Backgrounds: 1983/04/01, 1984/03/31, Fuji Electric Co., Power System R&D section, Engineer 1985/04/01, 1987/03/31, Waseda University, Research Assistant 1987/04/01, 1990/05/31, Hiroshima University, Research Associate 1990/06/01, 2005/03/31, Hiroshima University, Associate Professor 1991/04/01, 1992/09/30, McGill University, Canada., Visitting Researcher 2005/04/01, Hiroshima University, Professor

    Research Fields: Engineering, Electrical and electronic engineering, Power engineering / Power conversion / Electric machinery

    2016 International Seminar on Intelligent Technology and Its Application

  • 2016 International Seminar on Intelligent Technology and Its Application

  • Keynote Speaker 2

    Prof. Taufik California Polytechnic State University, USA

    Keynote Title: Intelligence System in Residential DC Electricity

    Biography Educational Background: BS degree in Electrical Engineering with minor in Computer Science from

    Northern Arizona University, May 1993 MS degree in Electrical Engineering and Computer Science from University of

    Illinois at Chicago, May 1995 Doctor of Engineering degree in Electrical Engineering from Cleveland State

    University, May 1999

    Professional Affiliations: Senior Member, Institute of Electrical and Electronics Engineers (IEEE) Member, American Society of Engineering Education (ASEE)

    Academic Experience: June 2009 – present, Professor of Electrical Engineering, Cal Poly State University,

    California, USA September 2011 – present, Director of Electric Power Institute, Cal Poly State

    University, California, USA August 2004 – June 2009, Associate Professor of Electrical Engineering, Cal Poly

    State University, California, USA August 1999 – July 2004, Assistant Professor of Electrical Engineering, Cal Poly

    State University, California, USA

    Research Fields: Power Electronics, Power Systems and Protection, Smart Grid, Renewable Energy, Power Quality

    2016 International Seminar on Intelligent Technology and Its Application

  • 2016 International Seminar on Intelligent Technology and Its Application

  • Keynote Speaker 3

    Prof. Mauridhi Hery Purnomo Institut Teknologi Sepuluh Nopember, Indonesia

    Keynote Title: Renewable Computing

    Biography Educational Background: 1978 – 1984, Ir, Teknik Elektro ITS 1988 – 1989, JICA Training, NNCT, Japan 1993 – 1995, M.Eng OCU Japan 1995 – 1998, PhD OCU Japan

    Academic Experience: 2008 - , Head of Power System Identifications, Measurements, and Instrumentation

    Laboratory (LIPIST), Electrical Engineering, ITS, Indonesia 2007 – 2011, Director Asisstant I of PPS, ITS, Indonesia 2004 – 2008, Head of PPS, Electrical Engineering, ITS, Indonesia 2003 – present, Profesor of FTI, ITS, Indonesia 1999 – 2003, Secretary of PPS, Electrical Engineering, ITS, Indonesia

    Research Fields: Data Mining, Artificial Intelligent, Soft Computing, Pattern Recognition, Machine Learning, Power System Control, Computational Intelligence

    2016 International Seminar on Intelligent Technology and Its Application

  • 2016 International Seminar on Intelligent Technology and Its Application

  • Keynote Speaker 4

    Prof. Toshifumi Ise Osaka University, Japan

    Keynote Title: Virtual Synchronous Generator Control and Applications for Stabilization of Microgrids

    Biography Educational Background: B.Eng. Chulalongkorn University, Thailand, May 1995 M.S. Rensselaer Polytechnic Institute, Department of Electric Power Engineering,

    USA, May 1998 Ph.D. Osaka University, Department of Electrical Engineering, Japan, March 2006

    Work Experience: 2006 – present, Assistant Manager of Testing Department, CES Solar Cells Testing

    Center, King Mongkut’s University of Technology Thonburi, Thailand 2001 – present, Lecturer, King Mongkut’s University of Technology Thonburi,

    Thailand Fall 2005, Research Assistant, Osaka University, Japan Spring 2004, Research Assistant, Osaka University collaborated with CHUBU

    Electric Power Co., Inc, Japan Spring 1998, Teaching Assistant for Dynamic Systems Course, Rensselaer

    Polytechnic Institute, USA Fall 1997, Teaching Assistant for Embedded Control Laboratory, Rensselaer

    Polytechnic Institute, USA 1995 – 1996, Electrical Engineer, Switchyard Design Section, SRI U-THONG, Co.

    Ltd, Thailand

    Research Fields: High Power Electronics Applications for Power Quality Improvement Power Electronics Applications for Renewable Energy

    2016 International Seminar on Intelligent Technology and Its Application

  • 2016 International Seminar on Intelligent Technology and Its Application

  • Three-Directional of the 1D-Diagonal Fisherface Modeling based Feature Extraction

    Arif Muntasa Informatics Department

    University of Trunojoyo Madura Bangkalan, Indonesia

    [email protected]

    Indah Agustien Siradjuddin, Rima Tri Wahyuningrum Informatics Department

    University of Trunojoyo Madura Bangkalan, Indonesia

    Abstract— Three directional of the 1D diagonal fisherface for feature extraction is proposed in this research for the face recognition system. Three directional of the diagonal matrix is built in the proposed method, i.e. the input face image is transformed into a diagonal matrix. Therefore, another form of the input image is created for the feature extraction using the diagonal matrix of the input image. The diagonal matrix is then transformed into 1D matrix for each training set. The feature extraction used this matrix to create the projection and weight matrix using Fisher Face. Two until ten features are extracted using the proposed method. There are four distance methods are used in the experiments, i.e. Euclidian, Manhattan, Canberra, and Chebychev. The experiments of the proposed system are conducted on three databases, i.e. ORL, University of Bern, and YALE-A databases. The recognition accuracy of the proposed model for face recognition achieved up to 92% accuracy.

    Keywords—Three Directional Matrix; Principal Component Analysis; Fisherface; Euclidian, Manhattan, Canberra, Chebychev.

    I. INTRODUCTION Currently, face recognition is still an interesting field for

    the researchers, since it can be used in many fields and many kinds of application. The most popular application of the face recognition is the security system. In the security system, only the recognized face is allowed to enter the restricted system. Many approaches are developed by the researches to achieve the higher accuracy of the face recognition system.

    To build the face recognition system, there are two main stages are required, i.e. feature extraction and classification. There are four basic approaches to the feature extraction technique [1], i.e. Geometry based, Template based, Appearance, and Color based approach. In the appearance based, we will have a small number of features; therefore, it will reduce the computational time in the classification phase of the recognition system. Principal Component analysis is one of the methods for feature extraction in the appearance approach. This method project the input space into a lower dimension of the feature space [2]. However, this method is sensitive to small changes in the input face image.

    Fisherface as feature extraction is used in this research since it showed lower error rates compare with PCA [3]. The disadvantage of the PCA method is that the scatter being maximized is due not only to between class scatter (useful for

    the classification) but also within class scatter, and this would be unwanted information for the classification process. In the fisherface method, there is a computation of the within and between class scatter matrix. These matrices are used to maximize the distance between the class, and minimize the distance between the sample in the same class [3]. Hence, in this research we use fisherface as the feature extraction phase. Our proposed model introduce the new form of the input matrix, i.e., three directional of the input matrix. This three directional input matrix is used to obtain the projection and weight matrices using fisherface method.

    II. THREE DIRECTIONAL 1D FISHERFACEThree main stages are required in our proposed model as

    seen in Figure 1. First, create three directional input image matrices. The input image is transformed into diagonal matrix three times. This transformation is depicted in Figure 2. The transformed input image matrix is used as an input matrix of the Fisherface feature extraction.

    The first phase of fisherface feature extraction is training phase. The training phase yields a projection and a weight matrix. The projection matrix is used to extract the features of the input matrix in the testing phase. Meanwhile, weight matrix is an extracted feature of the training matrices, and therefore we can compute the distance between the features from input matrix and the weight matrix to classify the input image.

    In the fisherface feature extraction, a set of eigenvectors are calculated first using Principal Component Analysis (PCA, see diagram of the proposed model in Figure 1) [2] [3] [4], i.e.

    1. Transform each data in the training set (three directionalmatrix) into column vectors. Therefore each column of thematrix represents each data of the training set. Supposethere are M data in the training set, and let face space is

    MΓΓΓΓ ,,, ,321 , and then compute the average of each column in the face space ( Ψ ).

    2. Create the average face vectors by computing the differencebetween the face space vector and the average vector asseen in (1)

    Ψ−Γ= iiφ . (1)

    978-1-5090-1709-6/16/$31.00 ©2016 IEEE

    2016 International Seminar on Intelligent Technology and Its Application

    135

  • 3. Compute the covariance matrix using the average facevectors as seen in (2)

    φφ TA = . (2)

    Fig. 1. Three Directional of 1D Fisherface Feature Extraction

    Fig. 2. Three Directional matrix of input image

    4. Compute the eigen value λ and eigen vector v5. Sort the eigen vector based on the eigen value, and compute

    the projection matrix using (3) and (4).

    vV .' φ= (3)

    ''

    VVWPCA =

    (4)

    In the fisherface feature extraction method, we compute between-class and within-class scatter matrix. These scatter matrices are computed to make the distance between classes are at maximum. Meanwhile, the distance between training data in the same class are at minimum [3].

    The stages in the Fisherface feature extraction are:

    1. Compute within class scatter matrix (Sw) and betweenclass scatter matrix (SB), and project the two matricesusing PCA projection matrix as seen in (5) and (6)

    PCAT

    PCASwWWSww = (5)

    PCABT

    PCABB WSWS = (6) 2. Compute the Eigenvalue and Eigenvector, and sort the

    eigenvector based on the eigenvalue. 3. Calculate the projection matrix of Fisherface, and

    transform the input matrix into weight matrix based on the projection matrix.

    To recognize the input image, the calculation of the distance between extracted features of the input image and extracted features in the training dataset is required. Four distance methods are compared in the recognition phase of the proposed model, i.e. Euclidian, Manhattan, Canberra, and Chebychev distances [5] [6] [7].

    Euclidian distance measures the two points (x and y) using straight line as seen in (7)

    ( ) = −=n

    i iiyxdist

    12 (7)

    where n is the number of features.

    Manhattan distance measures two points (x and y) in a grid, based on its strictly vertical or horizontal path of two points. The distance is the sum of vertical or horizontal components, as seen in (8)

    =

    −=n

    iii yxdist

    1

    (8)

    where n is the number of features.

    Canberra distance measures two points (x and y) based on its fraction of differences of two points as seen in (9) with n is the number of features.

    = +

    −=

    n

    i ii

    ii

    yxyx

    dist1

    (9)

    136

  • Chebychev distance measures two points (x and y) with n features by finding the maximum value of the distance between the features of the two points, as seen (10)

    )(max iii yxdist −= (10)

    Where xi and yi are an ith feature of the x and y points.

    III. RESULTS AND DISCUSSIONSThree databases were employed to evaluate the proposed

    approach, i.e. the ORL, University of Bern (UOB), and YALE-A databases. There are 40 people in the ORL database, and 10 pose in each person. In the UOB database, there are 30 people, and 10 pose in each person. Meanwhile, 15 people and ten pose in each person in the YALE-A database. The example of the face images in all databases can be seen in Figure 3. For the experiment, we selected randomly four images as the training sets and the rest of images were utilized as the testing sets. The similarity measurements were conducted by using two until ten features only. There are four kinds of similarity measurements, i.e. Euclidean, Manhattan, Canberra, and Chebyshef distance.

    Fig. 3. Example of dataset from ORL, UOB, and YALE-A database

    The first experiment is conducted on ORL database. The recognition accuracy of the first experiment is depicted in Figure 4. For all similarity distances, more number of features makes the recognition accuracy increased. The lowest recognition accuracy is achieved when the number of features is two, i.e. 41.25% (Euclidian distance), 41.25% (Manhattan distance), 40.83% (Canberra distance), and 40% (Chebychev distance). The highest accuracy is achieved for the number of features is ten, i.e. 92.08% (Euclidian distance), 91.67 (Manhattan distance), 75.42% (Canberra distance), and 87.5% (Chebychev distance). A Number of features are important for the recognition rate, therefore in the experiment, the highest accuracy is achieved when the most number of features are extracted in this experiment. However, there is some certain threshold for the number of features. If the number of extracted features is more than the certain threshold, then the recognition rate is decreasing.

    We can see also that Canberra and Chebyshev distance yield lower accuracy compare to Euclidian or Manhattan distance since both distance measurement (Canberra and Chebychev) are very sensitive. The Canberra distance is

    sensitive to a small change especially when the booth computed points are nearest to zero, meanwhile the Chebychev also sensitive to outlying measurements.

    Fig. 4. Face Recognition accuracy of the ORL database

    Fig. 5. Face Recognition accuracy of the UOB database

    Fig. 6. Face Recognition accuracy of the YALE-A database

    In the second experiment, the lowest accuracy is achieved when the number of the feature is two, i.e. 36.67% (Euclidian distance), 35.56% (Manhattan distance), 27.78% (Canberra distance), and 36.67% (Chebychev distance). The highest accuracy is achieved when the number of the feature is ten, i.e. 73.89% (Euclidian distance), 72.22% (Manhattan distance), 62.78% (Canberra distance), and 68.89 % (Chebychev distance). A similar result is obtained by the third experiment, i.e. the lowest accuracy is achieved when the number of the feature is two, and the highest accuracy is achieved when the number of feature is ten.

    Canberra and Chebychev in the second and third experiment also yield lower accuracy rate compare with

    137

  • Euclidian and Manhattan distance since the two distance measurement method is very sensitive to a small change of the data.

    IV. CONCLUSIONThis research proposed a new model of feature extraction

    for the face recognition, i.e. Three Directional of 1D Fisherface. In our proposed model, we create a diagonal matrix of the input image three times. This diagonal matrix is used as the input in the 1D Fisherface. Four distance measurement are used in the experiment, they are, Euclidian, Manhattan, Canberra, and Chebychev distance. The result of the experiment of the three databases (ORL, UOB, and YALE-A) yields Euclidian and Manhattan distance is best distance measurement method compare with Canberra and Chevychev distance since Canberra and chebychev are sensitive to the certain condition of the data. The result of the experiments also shows that the more number of extracted features makes the recognition accuracy increasing.

    ACKNOWLEDGMENT This research is funded by Directorate of General Higher

    Education.

    REFERENCES [1] Sanjeev Dhawan and Himanshu Dogra, "Feature Extraction Techniques

    for Face Recognition," International Journal of Engineering, Business and Enterprise Applications, vol. 2, no. 1, pp. 1-4, August 2012.

    [2] Peter N. Belhumeur, Joao P. Hespanha, and David J Kriegman, "Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection," IEEE Transactions On Pattern Analysis And Machine Intelligence, vol. 19, no. 7, pp. 711-720, July 1997.

    [3] Sushma Jaiswal, Sarita Singh Bhadauri, and Rakesh Singh Jadon, "Comparison Between Face Recognition Algorithm-Eigenfaces, Fisherfaces And Elastic Bunch Graph Matching," Journal of Global Research in Computer Science , vol. 2, no. 7, pp. 187-193, July 2011.

    [4] Cheng-Yuan Zhang And Qiu-Qi Ruan, "Face Recognition Using L-Fisherfaces," Journal Of Information Science And Engineering, vol. 26, pp. 1525-1537, 2010.

    [5] B.S. Charulatha, Paul Rodrigues, T Chitralekha, and Arun Rajaraman, "A Comparative study of different distance metrics that can be used in Fuzzy Clustering Algorithms," International Journal of Emerging Trends and Technology in Computer Science - Special Issue, 2013.

    [6] Meenakshi Sharma and Anjali Batra, "Analysis of Distance Measures in Content Based Image Retrieval ," Global Journal of Computer Science and Technology: G Interdisciplinary , vol. 14, no. 2, 2014.

    [7] Deepinder Kaur , "A Comparative Study of Various Distance Measures for Software fault prediction," International Journal of Computer Trends and Technology (IJCTT), vol. 17, no. 3, November 2014.

    138

  • Author Index

    Aarstad, C. 587 Koeshardianto, M. 201 Abidin, A.Z. 669 Kurniawan A. 675 Akbar, S. 409 Mahmudi, I. 555 Alamsyah 327 Manurung, R.C. 355 Amrullah, Y.S. 333 Mardiyanto, R. 653 Anggraeni, M.E. 255 Marzuki, A. 129 Armay, E.F. 181 Maulida, N. 61 Aryoyudanta, B. 7 Mengko, R.K.W. 117 Bachtiar, M.M. 79 Miftahushudur, T. 271 Basith, A.L. 89 Mukti, P.H. 361 Beily, M.D.E. 397 Multazam, T. 549 Bhawiyuga, A. 231 Muntasa, A. 135 Biyanto, T.R. 605 Murazza, M. 195 Budiarti, R.P.N. 645 Musayanah 237 Budiman, F. 415,427 Muslim, M.A. 665 Darojah, Z. 225 Musthofa, A. 385 Darwis, F. 295 Negara, M.Y. 531 Dewa, C.K. 123 Nugroho, H.A. 43 Diantari, R.A. 447 Oktafiani, F. 315 Dirgahayu, T. 249 Pamuji, F.A. 373 Djamal, E.C. 139 Paramayudha, K. 367 Doloksaribu, I.C.H. 289 Parastiwi, A. 623 Eko, A.F.O. 157 Pramesti, W. 443 Fahmi, D. 519 Pranoto, Y. M. 1 Faradisa, I.S. 25 Pratama, N.P.H. 95 Firdaus 599 Prihartono, E. 343 Fitriana, A.A. 569 Pujiantara, A.E.M. 543 Gandhi, J.J. 565 Pujiantara, M. 83 Gunawan, F.E. 73,207 Pujotomo, I. 451 Habib. N. 617 Putra, D.S. 145 Handhayani, T. 13 Putri, R.I. 627 Hariyadi, M. 337 Rachman, N.T. 17 Herdiyanto, D.W. 309 Rasyid, M.U.H.A. 611 Hindarto 21 Rehiara, A.B. 659 Husni, E. 261,421 Ridwan, M. 475 Ibrahim, S. 55 Risqi, S. 277 Idayanti, N. 561 Riyadi, M.A. 67 Irawan, D. 101 Rochmawati, E.D. 169 Irawati, I.D. 111 Sadikin, M.A. 391 Irwanto, H.Y. 377 Saktiono, M.A. 349

  • Ismail, R. 633 Santiko, A.B. 299,303 Kanata, B. 403 Satriyadi, I.G.N. 525 Setiawan, E. 267 Umar 491,581 Sias, Q.A. 537 Vinaya, A.A. 31 Siswoyo, B. 483 Wael, C.B.A. 439 Soeprijanto, A. 679 Wardhana, A.S. 461 Soewito, B. 175 Wati, D.A.R. 691 Sudarsono, A. 49 Wibowo, R.S. 575 Suharjito 211,219 Wijaya, I.G.P.S. 151 Sukaridhoto, S. 639 Wijaya, J. 163 Sulistyowati, R. 513 Wiriasto, G.W. 243 Suryoatmojo, H. 685 Yadnya M.S. 107 Syaifudin, Y. 187 Yoga, S.W. 321 Taryana, Y. 283 Yorino, N. 501 Tjahjono, A. 593 Yugopuspito, P. 433 Trianto 37 Yunus, A.M.S. 469 Tumbelaka, B.Y. 497 Yuwono, R. 455 Ulinuha, A. 507

  • Cover dalam & copyrightAWALMESSAGE FROM THE GENERAL CHAIR & HEAD OF DEPARTMENTISITIA 2016 OrganizersTable of ContentsKeynote Speaker

    Author Index

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    /ColorImageDict > /JPEG2000ColorACSImageDict > /JPEG2000ColorImageDict > /AntiAliasGrayImages false /CropGrayImages true /GrayImageMinResolution 150 /GrayImageMinResolutionPolicy /OK /DownsampleGrayImages true /GrayImageDownsampleType /Bicubic /GrayImageResolution 300 /GrayImageDepth -1 /GrayImageMinDownsampleDepth 2 /GrayImageDownsampleThreshold 2.00333 /EncodeGrayImages true /GrayImageFilter /DCTEncode /AutoFilterGrayImages true /GrayImageAutoFilterStrategy /JPEG /GrayACSImageDict > /GrayImageDict > /JPEG2000GrayACSImageDict > /JPEG2000GrayImageDict > /AntiAliasMonoImages false /CropMonoImages true /MonoImageMinResolution 1200 /MonoImageMinResolutionPolicy /OK /DownsampleMonoImages true /MonoImageDownsampleType /Bicubic /MonoImageResolution 600 /MonoImageDepth -1 /MonoImageDownsampleThreshold 1.00167 /EncodeMonoImages true /MonoImageFilter /CCITTFaxEncode /MonoImageDict > /AllowPSXObjects false /CheckCompliance [ /None ] /PDFX1aCheck false /PDFX3Check false /PDFXCompliantPDFOnly false /PDFXNoTrimBoxError true /PDFXTrimBoxToMediaBoxOffset [ 0.00000 0.00000 0.00000 0.00000 ] /PDFXSetBleedBoxToMediaBox true /PDFXBleedBoxToTrimBoxOffset [ 0.00000 0.00000 0.00000 0.00000 ] /PDFXOutputIntentProfile (None) /PDFXOutputConditionIdentifier () /PDFXOutputCondition () /PDFXRegistryName () /PDFXTrapped /False

    /CreateJDFFile false /Description >>> setdistillerparams> setpagedevice

    /ColorImageDict > /JPEG2000ColorACSImageDict > /JPEG2000ColorImageDict > /AntiAliasGrayImages false /CropGrayImages true /GrayImageMinResolution 150 /GrayImageMinResolutionPolicy /OK /DownsampleGrayImages true /GrayImageDownsampleType /Bicubic /GrayImageResolution 300 /GrayImageDepth -1 /GrayImageMinDownsampleDepth 2 /GrayImageDownsampleThreshold 2.00333 /EncodeGrayImages true /GrayImageFilter /DCTEncode /AutoFilterGrayImages true /GrayImageAutoFilterStrategy /JPEG /GrayACSImageDict > /GrayImageDict > /JPEG2000GrayACSImageDict > /JPEG2000GrayImageDict > /AntiAliasMonoImages false /CropMonoImages true /MonoImageMinResolution 1200 /MonoImageMinResolutionPolicy /OK /DownsampleMonoImages true /MonoImageDownsampleType /Bicubic /MonoImageResolution 600 /MonoImageDepth -1 /MonoImageDownsampleThreshold 1.00167 /EncodeMonoImages true /MonoImageFilter /CCITTFaxEncode /MonoImageDict > /AllowPSXObjects false /CheckCompliance [ /None ] /PDFX1aCheck false /PDFX3Check false /PDFXCompliantPDFOnly false /PDFXNoTrimBoxError true /PDFXTrimBoxToMediaBoxOffset [ 0.00000 0.00000 0.00000 0.00000 ] /PDFXSetBleedBoxToMediaBox true /PDFXBleedBoxToTrimBoxOffset [ 0.00000 0.00000 0.00000 0.00000 ] /PDFXOutputIntentProfile (None) /PDFXOutputConditionIdentifier () /PDFXOutputCondition () /PDFXRegistryName () /PDFXTrapped /False

    /CreateJDFFile false /Description >>> setdistillerparams> setpagedevice

    /ColorImageDict > /JPEG2000ColorACSImageDict > /JPEG2000ColorImageDict > /AntiAliasGrayImages false /CropGrayImages true /GrayImageMinResolution 150 /GrayImageMinResolutionPolicy /OK /DownsampleGrayImages true /GrayImageDownsampleType /Bicubic /GrayImageResolution 300 /GrayImageDepth -1 /GrayImageMinDownsampleDepth 2 /GrayImageDownsampleThreshold 2.00333 /EncodeGrayImages true /GrayImageFilter /DCTEncode /AutoFilterGrayImages true /GrayImageAutoFilterStrategy /JPEG /GrayACSImageDict > /GrayImageDict > /JPEG2000GrayACSImageDict > /JPEG2000GrayImageDict > /AntiAliasMonoImages false /CropMonoImages true /MonoImageMinResolution 1200 /MonoImageMinResolutionPolicy /OK /DownsampleMonoImages true /MonoImageDownsampleType /Bicubic /MonoImageResolution 600 /MonoImageDepth -1 /MonoImageDownsampleThreshold 1.00167 /EncodeMonoImages true /MonoImageFilter /CCITTFaxEncode /MonoImageDict > /AllowPSXObjects false /CheckCompliance [ /None ] /PDFX1aCheck false /PDFX3Check false /PDFXCompliantPDFOnly false /PDFXNoTrimBoxError true /PDFXTrimBoxToMediaBoxOffset [ 0.00000 0.00000 0.00000 0.00000 ] /PDFXSetBleedBoxToMediaBox true /PDFXBleedBoxToTrimBoxOffset [ 0.00000 0.00000 0.00000 0.00000 ] /PDFXOutputIntentProfile (None) /PDFXOutputConditionIdentifier () /PDFXOutputCondition () /PDFXRegistryName () /PDFXTrapped /False

    /CreateJDFFile