1-s2.0-S1350417713003325-main

Embed Size (px)

Citation preview

  • 8/11/2019 1-s2.0-S1350417713003325-main

    1/7

    Biodiesel production from palm oil using combined mechanical stirred

    and ultrasonic reactor

    I. Choedkiatsakul a, K. Ngaosuwan b, G. Cravotto c, S. Assabumrungrat a,

    a Centre of Excellence in Catalysis and Catalytic Reaction Engineering, Department of Chemical Engineering, Chulalongkorn University, Bangkok 10330, Thailandb Department of Chemical Engineering, Faculty of Engineering, Rajamangala University of Technology Krungthep, Bangkok 10120, Thailandc Dipartimento di Scienza e Tecnologia del Farmaco, University of Turin, Via P. Giuria 9, I-10125 Torino, Italy

    a r t i c l e i n f o

    Article history:

    Received 5 October 2013

    Received in revised form 24 December 2013

    Accepted 25 December 2013

    Available online 3 January 2014

    Keywords:

    Biodiesel

    Combined mechanical stirred and ultrasonic

    reactor

    Dual frequency operation

    Flow ultrasonic reactor

    a b s t r a c t

    This paper investigates the production of biodiesel from palm oil using a combined mechanical stirred

    and ultrasonic reactor (MSUS). The incorporation of mechanical stirring into the ultrasonic reactor

    explored the further improvement the transesterification of palm oil. Initial reaction rate values were

    54.1, 142.9 and 164.2 mmol/L min for the mechanical-stirred (MS), ultrasonic (US) and MSUS reactors,

    respectively. Suitable methanol to oil molar ratio and thecatalyst loading values were found to be 6 and 1

    of oil, respectively. The effect of ultrasonic operating parameters; i.e. frequency, location, and number of

    transducer, has been investigated. Based on the conversion yield at the reactor outlet after 1 h, the num-

    ber of transducers showed a relevant role in the reaction rate. Frequency and transducer location would

    appear to have no significant effect. The properties of the obtained biodiesel (density, viscosity, pour

    point, and flash point) satisfy the ASTM standard. The combined MSUS reactors improved the reaction

    rate affording the methyl esters in higher yield.

    2013 Elsevier B.V. All rights reserved.

    1. Introduction

    Nowadays, there are many intensification technologies for bio-

    diesel production that have been devised to solve the problems of

    reaction reversibility and the immiscibility of the two reactants [1].

    Many types of reactor, such as a membrane reactor [24], reactive

    distillation [5]and reactive absorption[6]have been developed to

    improve transesterification rate by removing the products during

    the reaction, thus shifting the reaction equilibrium and facilitating

    increased biodiesel yield. Rotating packed bed reactors[7], bubble

    column reactors[8], jet flow stirred reactors[9], etc. have all been

    applied to create a sufficient contact surface area between two

    immiscible phases and assist the mixing of the two reactants.

    Efficient multi-transducer sonochemical reactors (US) canstrongly promote the biodiesel production thanks to cavitational

    phenomena which generate nucleation, growth, and consequent

    collapse of microbubbles in the liquid medium, affecting positively

    both heat and mass transfer. High power ultrasound waves cause a

    series of compression and rarefaction determining intense cavita-

    tion. The rarefaction cycle may exceed the attractive forces of li-

    quid molecules and some microbubbles form. At this point, small

    amount of vapor of the medium enters the bubbles during its

    expansion phase and is not fully discharged during compression.

    The microbubbles, hence, grow over a few cycles to reach an unsta-

    ble size and then collapse in the successive compression cycles

    [10,11]. This collapse can increase the interfacial area of the reac-

    tants and enhance mass transfer[12]. Because ultrasound irradia-

    tion influences the pressure variation in the liquid medium, it

    induces the generation of a huge amount of microbubbles to form

    an emulsion phase. When these microbubbles collapse, the interfa-

    cial area of reactants boundary is largely increased [13]. The US

    reactors have been further designed for improvement [14,15]and

    their applications are widely studied [16]. Table 1 summarizes

    some research studies into biodiesel production using US batch

    reactors. Many types of feedstock have been investigated and their

    optimal operating conditions are also summarized in this table. It

    can be seen that a highmethyl ester yield can be achieved at a low-er reaction temperature [1721], alcohol to oil molar ratio [22] and

    reaction time than those achieved by conventional biodiesel pro-

    duction[23,24]. The lower reaction temperature and reaction time

    give further advantages in terms of energy required, while the low-

    er oil to methanol molar ratio creates benefits in terms of the cost

    for product purification and product separation.

    Low frequency ultrasound irradiation (in the range of 10

    200 kHz, more specifically 2050 kHz for biodiesel production)

    may be useful in providing the vigorous mechanical energy needed

    for the transesterification of triglyceride with alcohol and enhanc-

    ing the reaction rate [25]. Stavarache et al.[26]mentioned that the

    cavitation bubble collapse provided by high frequency ultrasonics

    1350-4177/$ - see front matter 2013 Elsevier B.V. All rights reserved.http://dx.doi.org/10.1016/j.ultsonch.2013.12.025

    Corresponding author. Tel.: +66 2 218 6868; fax: +66 2 218 6877.

    E-mail address: [email protected](S. Assabumrungrat).

    Ultrasonics Sonochemistry 21 (2014) 15851591

    Contents lists available at ScienceDirect

    Ultrasonics Sonochemistry

    j o u r n a l h o m e p a g e : w w w . e l s e v i e r . c o m / l o c a t e / u l t s o n

    http://dx.doi.org/10.1016/j.ultsonch.2013.12.025mailto:[email protected]://dx.doi.org/10.1016/j.ultsonch.2013.12.025http://www.sciencedirect.com/science/journal/13504177http://www.elsevier.com/locate/ultsonhttp://www.elsevier.com/locate/ultsonhttp://www.sciencedirect.com/science/journal/13504177http://dx.doi.org/10.1016/j.ultsonch.2013.12.025mailto:[email protected]://dx.doi.org/10.1016/j.ultsonch.2013.12.025http://-/?-http://-/?-http://-/?-http://-/?-http://-/?-http://-/?-http://crossmark.crossref.org/dialog/?doi=10.1016/j.ultsonch.2013.12.025&domain=pdfhttp://-/?-
  • 8/11/2019 1-s2.0-S1350417713003325-main

    2/7

    (in the range of 2001000 kHz) were not strong enough to homog-

    enize the two liquids. Hence, the mixing or the emulsification can

    take place only at the boundary between the two layers. Therefore,

    low frequency ultrasound is more useful in biodiesel production

    for the improvement of mass transfer. The difference in the

    frequency of the transducer affects the reaction rate. Sutkar and

    Gogate[10]indicated that multiple-frequency operation provided

    high efficiency when compared to a single frequency operation

    because it can generate more vigorous and uniform cavitational

    activity in the reaction mixture. The recommended frequency isthe combination of low frequency ultrasound irradiation (typically

    20 kHz) with other frequencies in the range of 50200 kHz. How-

    ever, there is a lack of reports into multi-frequency ultrasound irra-

    diation in continuous biodiesel production. Therefore, this study

    designed a flow US reactor working at two different frequencies,

    20 and 50 kHz, which has been used for biodiesel production from

    palm oil and methanol with a sodium hydroxide (NaOH) catalyst.

    In addition, the integration of horizontal mechanical stirrer mixing

    and ultrasound irradiation (MSUS reactor) has been investigated

    as a means to improve flow behavior in this reactor. Operating

    parameters, such as the methanol to oil molar ratio and the

    amount of catalyst loading have been studied so as to obtain a high

    biodiesel yield for industrial applications. Moreover, the effects of

    key flow US reactor operating parameters, such as the location, fre-

    quency, and number of US transducers have also been investigated.

    2. Experimental

    2.1. Materials

    Commercial refined palm oil was purchased from a local

    department store in Thailand. 99.5% purity methanol, used for

    transesterification, was purchased from Qrc. The NaOH catalyst

    purchased from Loba Chemie was ground and dissolved in metha-

    nol before use. Methyl heptadecanoate and heptane (internal stan-

    dard and solvent for GC analysis, respectively) were high purity

    chemicals from SigmaAldrich and were used as obtained.

    2.2. Experimental setup

    The schematic diagram of the MSUS flow reactor used in this

    experiment is shown in Fig. 1. It can be divided into three main

    parts, the reactant tank, the generator and the reactor, as can be

    seen inFig. 2. A 6 L cylindrical reactant tank was used to preheat

    the raw materials, oil and methanol, before feeding them into the

    reactor (Fig. 2a). The preheat temperature and the feed flow rate

    were fixed at about 45 C and 55 mL/min (corresponding to resi-

    dence time of 4 min), respectively, and correspond to the best con-

    ditions reported by Cintas et al. [27]. Stirrer speed in the preheat

    tank was about 160 rpm. The NaOH catalyst was fed into the tank

    after the reactant temperature (palm oil and methanol) was con-

    stant. The experiment was carried out by circulating all productsand reactants from the US flow reactor outlet into the reactant

    tank. Samples were taken at the reactor outlet. The generator unit

    (Fig. 2b) was used for transducer power generation and for control-

    ling the motor speed of the horizontal stirrer inside the reactor. The

    rectangular shape (2.5 2.5 30 cm) stainless steel (316) reactor

    is shown inFig. 2c. There were two different transducer frequen-

    cies used in the experiments (20 and 50 kHz) and the location of

    transducers was fixed along the length of the reactor, as shown

    inFig. 1. The frequency of the transducers anchored to the reactor

    wall on opposite sides was the same. The generator provided a

    power of 50 W per transducer, hence, the total power of this reac-torwas 800 W when operating with all 16 transducers. This reactor

    can be operated in 3 modes; the mechanical stirred mode using the

    horizontal stirring rod inside the reactor with the maximum speed

    of 25 rpm (MS reactor), ultrasound irradiation (US reactor) and the

    integration of mechanical stirring and ultrasound irradiation

    (MSUS reactor).

    2.3. Analysis

    The methyl ester yield samples were analyzed following the EN

    14103 standard method using GC-2010 Plus Shimadzu gas chro-

    matography equipment fitted with a flame ionization detector

    and a capillary column DB-WAX (0.25 mm 30 m). Helium and

    nitrogen were used as carrier gas and makeup gas. The oven tem-perature ramp program was started at 150 C and held for 5 min,

    heated up to 190 C with a rateof 3 C/min and held for 5 min, then

    heated up again to 220 C with a rate of 3 C/min and held for

    5 min. Injector and detector temperatures were 250 C. Methyl

    ester yield was calculated by Eq.(1):

    %Yield

    PA

    AEI

    AEICEI VEI

    m 100% 1

    whereP

    A is total peak area,AEI is the peak area that corresponds to

    methyl heptadecanoate,CEIis the concentration of the methyl hep-

    tadecanoate solution (mg/mL), VEIis the volume of methyl heptade-

    canoate (mL) and m is the mass of the biodiesel sample (mg).

    The biodiesel sample was washed with distilled water at a

    water; biodiesel ratio of 0.5:1 by volume, 3 times at ambient tem-

    perature under a stirrer speed of 200 rpm[28]. The properties of

    the purified biodiesel were then analyzed according to the ASTM

    standard.

    3. Results and discussion

    3.1. Performance comparison of different reactors

    The transesterification of palm oil operated at a methanol to oil

    ratio of 6:1 and NaOH loading of 0.l5% wt of oil was used to com-

    pare the reaction performance of the different reactors (MS, US and

    MSUS). The mechanical stirrer operated at a speed of 25 rpm

    while all 16 transducers (dual frequencies of 20 and 50 kHz) wereused to provide ultrasonic waves. FromFig. 3, it can be seen that a

    Table 1

    Research studies on biodiesel production by US batch reactor and optimal operating conditions.

    Oil feedstocks Frequency (kHz)/Power (W) Temperature (C) Time (min) Alcohol:oil molar ratio Catalyst (wt%) Yield (%) Refs.

    Soybean 19.7/150 45 30 6:1 1 NaOH 100 [12]

    Rapeseed 40 40 25 6:1 0.5 KOH 97 [13]

    Waste cooking 20/400 30 30 6:1 0.75 KOH 90 [14]

    Waste cooking 20/200 45 40 6:1 1 KOH 89 [15]

    Sunflower 40/150 33 60 7.5:1 0.7 KOH 88 [16]

    Soybean 20/pulse mode 2030 1.5 3:1 1 NaOH 96 [17]Soybean 24/400 79 5 6:1 1 KOH 98 [18]

    Coconut 24/200 60 7 6:1 0.75 KOH 98 [19]

    1586 I. Choedkiatsakul et al. / Ultrasonics Sonochemistry 21 (2014) 15851591

  • 8/11/2019 1-s2.0-S1350417713003325-main

    3/7

    high yield value at the outlet (about 76%) can be rapidly achieved

    in about 5 min with the MSUS flow reactor. The value is about

    60% when using the US reactor. On the other hand, it took a muchlonger time (1 h) to obtain the same methyl ester yield under the

    similar conditions when using the MS reactor. It should be noted

    that in the case of US and MSUS reactors, after 5 min the good

    yields reach a plateau that even with longer reaction times could

    only slightly increase. The fast transesterification took place in con-

    tinuous flow using a combined MSUS loop reactor where the

    liquid mixture was pumped through the system. The circulation

    rate was kept constant at 55 mL/min, corresponding to a residence

    time of 4 min. The reported yields refers to samples collected at the

    reactor outlet and values are calculated on the base of the initial

    reactant concentration in the feed tank. On the other hand, in the

    MS reactor, used in continuous flow, yields were much more time

    dependent with a steady increase (Fig. 3). The initial rate of reac-

    tion was also reported to express the speed of this reaction. Theinitial rate was calculated from the difference between the

    concentrations of triglyceride at the initial point and at outlet after

    5 min of reaction, divided by residence time in the reactor. It was

    found that the initial rate of reaction in the US reactor(142.9 mmol/L min) was noticeably higher than that in MS reactor

    (54.1 mmol/L min). This was because the US reactor can provide

    the rapid emulsion of the reactants, as mentioned previously.

    Therefore, it enhances the mass transfer process and a high methyl

    ester yield can be achieved in a relatively short reaction time. This

    result corresponds to the result from Chand et al. [22], which states

    that the reaction time to reach a high methyl ester yield can be re-

    duced from 60 min to only 1.5 min when using a probe US reactor

    rather than a MS reactor. The results also indicated the advantage

    of the combination of two different frequencies in biodiesel pro-

    duction. Under the same conditions, Yin et al.[29] found that using

    both a MS reactor and a single-frequency US reactor for biodiesel

    production required more catalyst loading than 0.5% wt of oil.

    The result showed that it provided about 60% biodiesel conversionin the MS reactor and only 50% biodiesel conversion in the US

    Valve

    Cover

    Fan

    Valve

    Pump

    Motor

    6 L

    Tank

    Mechanical

    stirrer

    Reactor (2.5x2.5x30 cm3)

    Pump Reactants tank

    Generator

    Transducer 20 kHz

    Transducer 50 kHz

    Fig. 1. Schematic diagram of the MSUS flow reactor system.

    Fig. 2. Each part of the MSUS flow reactor system (a) reactant tank unit, (b) generator unit and (c) MSUS reactor.

    I. Choedkiatsakul et al./ Ultrasonics Sonochemistry 21 (2014) 15851591 1587

    http://-/?-http://-/?-
  • 8/11/2019 1-s2.0-S1350417713003325-main

    4/7

    reactor at 50 min of reaction time. It can be concluded that thedual-frequency ultrasound irradiation for flow reactors exhibited

    better mixing performance than conventional mechanical mixing.

    The horizontal stirrer and dual frequency ultrasound irradiation

    in the flow reactor (MSUS reactor) combined gave the highest

    methyl ester yield. It was found that the methyl ester yield was

    nearly 70% in 5 min of reaction time and it reached equilibrium

    in the short reaction time of 30 min when using the same condi-

    tions. Moreover, the initial rate of reaction was 164.2 mmol/L

    min which was higher than US and MS reactor values. Gogate

    et al.[30]have revealed that maximum energy is dissipated near

    the irradiating surface in a cone like structure in low frequency

    operation. This contributed to the maximum cavitational activity

    very near the irradiating surface and the wide variation in energy

    dissipation rates in the remaining reaction mixture bulk. The intro-duction of the horizontal mechanical stirrer may improve distribu-

    tion of cavitational activity in this reactor. However, it should be

    noted that the higher stirrer speed possibly also gave a negative

    effect due to the fact that agitation strongly interferes with the

    passage of incident ultrasound irradiation. The effect of the

    MSUS reactor corresponds with the results published by Yin

    et al. [29]. It was noticed that the combination of US and MS in

    the reactor gave the high methyl ester conversion of 80%, while

    the US and MS reactors at catalyst loading of 0.5% wt of oil

    achieved only 50% and 60%, respectively. The next section will

    discuss the influence that MSUS flow reactor operating parame-

    ters, which are related to the energy consumption for biodiesel

    production, had on the reaction.

    3.2. Effect of MSUS reactor operating parameters

    3.2.1. Methanol to oil molar ratio on methyl ester yield

    In general, the theoretical methanol to oil molar ratio, as taken

    from stoichiometric transesterification, is three. As previously

    mentioned, this reaction is reversible. The higher concentration

    of methanol can shift the reaction equilibrium to obtain higher

    product yields [29]. Furthermore, as the amount of methanol

    increases, more cavitational bubbles are obtained because ultra-

    sound activity is easier in methanol than in oil. However, some

    methanol can dissolve into the glycerol by-product phase during

    the reaction and only the remaining methanol can be reacted with

    oil in the transesterification[31]. It was found that methanol can

    completely dissolved in the glycerol phase [32]. Therefore, theeffect of the methanol to oil molar ratio on the methyl ester yield

    should be optimized. The previous section confirmed that the

    application of the MSUS reactor gave more advantages than the

    use of MS and US reactors separately. The effects of the methanol

    to oil molar ratios of 3, 6, 9, and 12 on methyl ester yield were

    studied along the reaction period. The results are presented in

    Fig. 4. When using a methanol to oil molar ratio of 3, the methyl

    ester yield increases more than for ratios of 9 and 12 in the first

    20 min of reaction time. The initial reaction rate also shows a sim-

    ilar trend; a higher initial reaction rate of 127.5 mmol/L min was

    obtained when using a methanol to oil molar ratio of 3, whereas

    only 58.3 and 22.4 mmol/L min were obtained from methanol to

    oil molar ratios of 9 and 12, respectively. However, the methyl

    ester yield obtained after 1 h of reaction time was lower. When

    using a methanol to oil molar ratio of 6, not only was the highest

    initial reaction rate, of 142.9 mmol/L min, achieved but also the

    highest methyl ester yield of 75%. This was due to the fact that

    some methanol is able to dissolve in the glycerol product, as

    previously described, when using a methanol to oil molar ratio of

    3. Therefore, only the remaining methanol can react giving a low

    yield. Under US irradiation, the excess methanol was more likely

    to contribute to the cavitational activity resulting in a higher

    emulsion quality (smaller drop sizes) and hence increased yield.

    However, methyl ester yield also decreased when using a molar

    ratio of methanol to oil over 6. This was because only a limited

    portion of the methanol is able to act in the transesterification

    [33]. Moreover, the large amount of methanol that persists after

    the reaction also leads to a complicated product separation step,

    since methanol can work as an emulsifier that creates an emulsion

    between glycerol and biodiesel [34]. Therefore, increasing the

    molar ratio of methanol to oil beyond 6 was not only detrimental

    to biodiesel yield, but also caused difficulties in the product

    separation step. The optimal methanol to oil molar ratio was 6.

    3.2.2. Effect of catalyst loading

    This parameter is more significant, especially when a feedstock

    is composed of high amount of free fatty acids (FFAs). Since FFAs

    can easily react with a base catalyst and undergo saponification

    when using a large amount of the catalyst. This resulted in a lower

    methyl ester yield and complications in product separation and

    purification [35]. The effect of catalyst loading on methyl ester

    yield is exhibited in Fig. 5 as a function of reaction time. The

    amount of NaOH was varied and 5 concentrations were used;

    0.15%, 0.30%, 0.50%, 0.70% and 1% wt oil. It was found that methyl

    ester yield increased with increasing catalyst loading. However, it

    Time (min)

    0 10 20 30 40 50 60

    Yie

    ld(%)

    0

    20

    40

    60

    80

    100

    MS

    US

    US+MS

    Fig. 3. Effect of differenttypesof mixing on methyl esters yield at thereactor outlet

    within 60 min (methanol/oil molar ratio = 6:1, NaOH = 0.15% wt oil, feed flow

    rate = 55 mL/min).

    Time (min)

    0 10 20 30 40 50 60

    Yield(%)

    0

    20

    40

    60

    80

    100

    Oil:MeOH molar ratio 1:3

    Oil:MeOH molar ratio 1:6

    Oil:MeOH molar ratio 1:9

    Oil:MeOH molar ratio 1:12

    Fig. 4. Effect of methanol to oilmolar ratio onmethyl ester yield at reactor outlet at

    various reaction times using the MSUS reactor (NaOH = 0.15% wt oil, feed flowrate = 55 mL/min).

    1588 I. Choedkiatsakul et al. / Ultrasonics Sonochemistry 21 (2014) 15851591

  • 8/11/2019 1-s2.0-S1350417713003325-main

    5/7

    increased only 4% when the amount of catalyst increased from

    0.15% to 0.30% wt oil. The methyl ester yield also increased only2% when the amount of catalyst was increased from 0.50% to

    0.70% wt oil. This result corresponds with the initial rate of reac-

    tion. It can be seen in Table 2that the value of the initial reaction

    rate at a catalyst loading level of 0.15% wt is similar to the rate at

    0.3% wt, and that the value of the initial reaction rate at a catalyst

    loading level of 0.5 was the same as at 0.7% wt. The highest methyl

    ester yield of 94% and the highest initial rate of reaction, of

    217.3 mmol/L min, were both obtained at a catalyst loading level

    of 1% wt of oil. On the other hand, a catalyst loading of 0.15% wt

    of oil provided the highest initial TOF (2.90 min1) which was cal-

    culated by dividing the initial rate per gram of catalyst by the basic

    site concentration of the catalyst per gram. This was because of the

    lower amount of catalyst used for the reaction, hence lower basic

    site concentration. This reaction, therefore, reached a lower methylester yield compared to the others. It can be seen from the results

    that the importance of the catalyst loading variable was more pro-

    nounced in this process than the methanol to oil molar ratio. This

    conclusion corresponds with the results published by Choudhury

    et al. [36]. The influence of these two parameters was studied

    experimentally and in a simulation model where it was clearly

    indicated that the amount of catalyst loading had more effect on

    the methyl ester yield than the methanol to oil molar ratio. There-

    fore, the optimal operating conditions for biodiesel production in

    this study are a methanol to oil molar ratio of 6 and catalyst load-

    ing of 1% wt of oil. The effect of the application of dual frequency

    ultrasound irradiation in any location along the length of reactor

    is investigated in the next section.

    3.3. Effect of the operating parameters of MSUS flow reactor

    A dual frequency MSUS reactor showed the best biodiesel effi-

    ciency as demonstrated in Section 3.1. However, it also required

    the highest energy consumption to supply the transducers and

    horizontal stirrer. Therefore, this section investigates the effect of

    location, frequency, and the number of transducers, which are

    related to power consumption, on the methyl ester yield in the

    transesterification process. Differences in frequency and trans-

    ducer location are the significant operating parameters in this

    reactor. The effect of the sound wave is more intense in the areas

    closest to the irradiating surface and rapidly decreases further

    away from the source[10]. Moreover, the combination of two fre-

    quencies might enhance the reaction rate by providing better cavi-

    tational phenomena from the resonance effect, as compared to a

    single frequency[3739]. The reactor was divided into 4 positions

    according to the location of the transducer attached to the reactor

    wall, as shown inFig. 6. As mentioned previously, the frequency of

    the transducers on the opposite side of the wall was the same and

    the opposite transducer pairs with the same location and fre-

    quency were operated together. There were six experiments where

    the locations and the frequencies of the transducers used for the

    transesterification of palm oil were varied, and results are shown

    inTable 3. The total number of transducers and operating power

    for four experiments (14) were 8 and 400 W, respectively (50 W

    for each transducer). The first four experiments were compared

    to the best operating conditions (integrated US reactor with max-

    imum power, fifth experiment) and the conventional mechanical

    stirrer (MS reactor, sixth experiment).

    In order to investigate the effect of MSUS flow reactor operat-

    ing parameters on the reaction, the methanol to oil molar ratio and

    NaOH loading was kept constant at 6:1 and 0.15% wt oil, respec-

    tively for all experiments in this section. The first and the second

    experiments were carried out using a single transducer frequency,

    20 and 50 kHz, respectively. It was found that both experiments

    provided similar results. The acquired methyl ester yield after 1 h

    was about 62%. However, the higher frequency (50 kHz) reached

    the final methyl ester yield more quickly than the lower frequency

    (20 kHz). This result corresponds to results published by Stavar-

    ache et al.[26]and Encinar et al.[40]. For the third and the fourth

    experiments, different transducer frequencies were used. Theexperiment was done by switching the location of the two frequen-

    cies. In the third experiment, the first and the third 20 kHz trans-

    ducer locations and the second and the fourth location of the

    50 kHz transducers were activated. The opposite 20 and 50 kHz

    transducer locations were used in the fourth experiment. The

    results showed a similar methyl ester yield value, of about 62%,

    as the first and the second experiment. The location of the trans-

    ducer had no significant effect on methyl ester yield in this study

    as the identical distance of each transducer from the irradiating

    surface for both experiments would give uniform cavitational

    intensity (US power per irradiation area) and resulted in the same

    effect at the different locations [41]. The use of dual frequencies

    (20 and 50 Hz) for all transducers was studied in the fifth experi-

    ment which saw a total operating power of 800 W. It gave thehighest methyl ester yield of about 76% while the MS reactor gave

    only 57%. It seems that the number of transducers plays a more

    important role than differences in transducer frequency and

    location on methyl ester yield. The higher number of transducers

    was directly related to the intensity of the cavitational activity.

    More transducers give increased cavitational intensity resulting

    in a higher oilmethanol interfacial area. Bubble collapse generates

    high jet velocity and micro-mixing at the boundary layer between

    the two phases. Finally, it forms a fine emulsion and gives higher

    mass transfer and hence, higher biodiesel formation [40,42].

    However, the influence of frequency in this study is different to

    what has been published in other reports [40,42]. This might be

    because the transducers generate uniform cavitational intensity

    in this reactor at both, low frequency range, frequencies, aspreviously mentioned.

    Time (min)

    0 10 20 30 40 50 60

    Yie

    ld(%)

    0

    20

    40

    60

    80

    100

    NaOH 0.15%wt oil

    NaOH 0.30%wt oil

    NaOH 0.50%wt oil

    NaOH 0.70%wt oil

    NaOH 1%wt oil

    Fig. 5. Effect of catalyst loading on methyl ester yield at reactor outlet at various

    reaction times using the MSUS reactor (methanol to oilmolar ratio = 6:1, feed flow

    rate = 55 mL/min).

    Table 2

    Methyl ester yield at reactor outlet, initial reaction rate and initial TOF as obtained

    from the MSUS reactor at different catalyst loading amounts (methanol to oil molar

    ratio = 1:6, frequency = 20 + 50 kHz and reaction time = 1 h).

    NaOH loading (%wt

    of oil)

    Yield

    (%)

    Initial rate of reaction

    (mmol/L min)

    Initial TOF

    (min1)

    0.15 75.68 164.20 2.8987

    0.3 79.81 155.35 0.6908

    0.5 88.91 183.11 0.2931

    0.7 91.10 183.22 0.1496

    1 93.78 217.27 0.0869

    I. Choedkiatsakul et al./ Ultrasonics Sonochemistry 21 (2014) 15851591 1589

    http://-/?-http://-/?-http://-/?-
  • 8/11/2019 1-s2.0-S1350417713003325-main

    6/7

    It should be noted that the experimental results obtained from

    this study indicate that the combined MSUS reactor is a promising

    technology for biodiesel production. It offers higher biodiesel yield

    than the US reactor and the MS reactor. However, further investi-

    gation will probably optimize the reaction condition by varying

    the liquid feed rate and other parameters with the aim to achieve

    full conversion even with shorter residence time and low energy

    consumption. The reactors design play an important role. The ini-

    tial rates of the MS, US and MSUS reactors were 54.1, 142.9, and

    164.2 mmol/L min, respectively. The initial rate of the MSUS reac-

    tor was found to be less than the additiveeffects of MSand US indi-vidual reactors (197 mmol/L min). Therefore, more in depth energy

    analysis should be taken into account in the design of the MSUS

    reactor.

    3.4. Biodiesel chemical composition and physical properties

    The properties of palm oil derived biodiesel were evaluated

    according to the ASTM standard. The density, viscosity, flash point,

    pour point, and heating value of biodiesel were all estimated from

    ASTM D4052, ASTM D445, ASTM D93, ASTM D6749/D97, and

    ASTM D240, respectively. The standard values and the values of

    biodiesel produced in this work are presented in Table 4. It was

    found that the heating value was slightly lower than the standard

    value. However, the other properties of the biodiesel produced inthis work (density, viscosity, flash point, and pour point) met the

    ASTM standard. Therefore, this MSUS reactor is a promising reac-

    tor that can produce biodiesel in accordance with the ASTM

    standard.

    4. Conclusion

    A dual frequency US reactor integrated with a horizontal

    mechanical stirrer has been designed to produce biodiesel frompalm oil and methanol in the presence of NaOH as a catalyst.

    Two transducer frequencies, 20 and 50 kHz, were employed in four

    possible locations along the length of the reactor. The results

    showed that this reactor provided high methyl ester yield in only

    5 min reaction time, whereas the MS reactor required 60 min.

    The optimal operating conditions were; a methanol to oil molar

    ratio of 6 and a NaOH catalyst loading value of 1% wt of oil as

    operated in the circulation of reaction mixture with feed flow rate

    55 mL/min. The influence of transducer number on methyl ester

    yield was more important than differences in transducer frequency

    and location along the length of the reactor. The identical distance

    of each transducer along the length of the reactor was able to

    provide uniform cavitational intensity and resulted in the same

    effect at the different locations. Moreover, the properties ofbiodiesel produced from this reactor conform to the ASTM

    standard. The combined MSUS reactor enhanced the biodiesel

    production with better performance than the MS and US reactors

    alone.

    Acknowledgements

    The Ph.D. student (I. Choedkiatsakul) is financially supported by

    the Royal Golden Jubilee Ph.D. program under the Thailand

    Research Fund and Chulalongkorn University. The authors grate-

    fully acknowledge the Ratchadaphiseksomphot Endowment Fund

    of Chulalongkorn University (RES560530134-EN) for financial sup-

    port and Mr. Jutipong Poosumas and Mr. Bamrung Sungnoen fortechnical support.

    20

    kHz20

    kHz

    20

    kHz

    20

    kHz

    50 kHz50 kHz50 kHz50 kHz

    50 kHz

    20

    kHz

    50 kHz 50 kHz

    20

    kHz

    50 kHz

    20

    kHz

    20

    kHz

    Position 1 Position 2 Position 3 Position 4

    Fig. 6. The position on the reactor wall of the two transducer frequencies.

    Table 3

    Methyl ester yield at reactor outlet obtained from the use of two frequencies in each location.

    Experiment The position of 20 kHz transducer The position of 50 kHz transducer Yield (%)

    1 2 3 4 1 2 3 4

    1 d d d d 62.23

    2 d d d d 62.78

    3 d d d d 62.80

    4 d d d d 61.68

    5 d d d d d d d d 75.68

    6 57.31

    Table 4

    Biodiesel properties in comparison with ASTM standard (ASTM 6751).

    Properties Value Unit

    Biodiesel ASTM 6751 Biodiesel (this work)

    Density @ 15 C 0.860.89 0.8755 g/cm3

    Viscosity @ 40 C 1.96.0 4.46 mm2/s

    Flash point P130 254 C

    Pour point 10 to 12 10 CHeating value 9940 9527.1 cal/g

    1590 I. Choedkiatsakul et al. / Ultrasonics Sonochemistry 21 (2014) 15851591

  • 8/11/2019 1-s2.0-S1350417713003325-main

    7/7

    References

    [1] D. Darnoko, M. Cheryan, Kinetics of palm oil transesterification in a batch

    reactor, J. Am. Oil Chem. Soc. 77 (2000) 12631267.

    [2] S. Baroutian, M.K. Aroua, A.A.A. Raman, N.M.N. Sulaiman, A packed bed

    membrane reactor for production of biodiesel using activated carbon

    supported catalyst, Bioresour. Technol. 102 (2011) 10951102.

    [3] H. Falahati, A.Y. Tremblay, The effect of flux and residence time in the

    production of biodiesel from various feedstocks using a membrane reactor,

    Fuel 91 (2012) 126133.[4] M.A. Dub, A.Y. Tremblay, J. Liu, Biodiesel production using a membrane

    reactor, Bioresour. Technol. 98 (2007) 639647.

    [5] A.A. Kiss, A.C. Dimian, G. Rothenberg, Biodiesel by catalytic reactive distillation

    powered by metal oxides, Energy Fuels 22 (2007) 598604.

    [6] K. Anton, A, novel process for biodiesel by reactive absorption, Sep. Purif.

    Technol. 69 (2009) 280287.

    [7]Y.-H. Chen, Y.-H. Huang, R.-H. Lin, N.-C. Shang, A continuous-flow biodiesel

    production process using a rotating packed bed, Bioresour. Technol.101 (2010)

    668673.

    [8] Joelianingsih, H. Maeda, S. Hagiwara, H. Nabetani, Y. Sagara, T.H.Soerawidjaya,

    A.H. Tambunan, K. Abdullah, Biodiesel fuels frompalm oil via the non-catalytic

    transesterification in a bubble column reactor at atmospheric pressure: a

    kinetic study, Renew. Energy 33 (2008) 16291636.

    [9]J.F. Reyes, P.E. Malverde, P.S. Melin, J.P. De Bruijn, Biodiesel production in a jet

    flow stirred reactor, Fuel 89 (2010) 30933098.

    [10] V.S. Sutkar, P.R. Gogate, Design aspects of sonochemical reactors: techniques

    for understanding cavitational activity distribution and effect of operating

    parameters, Chem. Eng. J. 155 (2009) 2636.

    [11] S.W. DaKhnke, F.J. Keil, Modeling of linear pressure fields in sonochemicalreactors considering an inhomogeneous density distribution of cavitation

    bubbles, Chem. Eng. Sci. 54 (1999) 28652872.

    [12] P.R. Gogate, R.K. Tayal, A.B. Pandit, Cavitation: a technology on the horizon,

    Curr. Sci. 91 (2006) 3546.

    [13] I. Choedkiatsakul, K. Ngaosuwan, S. Assabumrungrat, Application of

    heterogeneous catalysts for transesterification of refined palm oil in

    ultrasound-assisted reactor, Fuel Process. Technol. 111 (2013) 2228.

    [14] G. Cravotto, G. Omiccioli, L. Stevanato, An improved sonochemical reactor,

    Ultrason. Sonochem. 12 (2005) 213217.

    [15] L. Alexandru, G. Cravotto, L. Giordana, A. Binello, F. Chemat, in: Ultrasound-

    assisted extraction of clove buds withbatch- and flow-reactors: a comparative

    study on a pilot scale, Innov. Food Sci. Emerg. Technol. (2013), http://

    dx.doi.org/10.1016/j.ifset.2013.07.0.

    [16] G. Cravotto, P. Cintas, Power ultrasound in organic synthesis: moving

    cavitational chemistry from academia to innovative and large-scale

    applications, Chem. Soc. Rev. 35 (2006) 180196.

    [17] J. Ji, J. Wang, Y. Li, Y. Yu, Z. Xu, Preparation of biodiesel with the help of

    ultrasonic and hydrodynamic cavitation, Ultrasonics 44 (2006) E411E414.

    [18] J. Shin, H. Kim, S.-G. Hong, S. Kwon, Y.E. Na, S.H. Bae, W.-K. Park, K.-K. Kang,

    Effects of ultrasonification and mechanical stirring methods for the production

    of biodiesel from rapeseed oil, Korean J. Chem. Eng. 29 (2012) 460463.

    [19] O. Babajide, L. Petrik, B. Amigun, F. Ameer, Low-cost feedstock conversion to

    biodiesel via ultrasound technology, Energy 3 (2010) 16911703.

    [20] S.M. Hingu, P.R. Gogate, V.K. Rathod, Synthesis of biodiesel fromwaste cooking

    oil using sonochemical reactors, Ultrason. Sonochem. 17 (2010) 827832.

    [21] J.M. Avramovic, O.S. Stamenkovic, Z.B. Todorovic, M.L. Lazic, V.B. Veljkovic, The

    optimization of the ultrasound-assisted base-catalyzed sunflower oil

    methanolysis by a full factorial design, Fuel Process. Technol. 91 (2010)

    15511557.

    [22] P. Chand, V.R. Chintareddy, J.G. Verkade, D. Grewell, Enhancing biodiesel

    production from soybean oil using ultrasonics, Energy Fuels 24 (2010) 2010

    2015.

    [23] A.K. Singh, S.D. Fernando, R. Hernandez, Base-catalyzed fast transesterification

    of soybean oil using ultrasonication, Energy Fuels 21 (2007) 11611164.

    [24] D. Kumar, G. Kumar, Poonam, C.P. Singh, Fast, easy ethanolysis of coconut oil

    for biodiesel production assisted by ultrasonication, Ultrason. Sonochem. 17

    (2010) 555559.

    [25] A.P. Vyas, J.L. Verma, N. Subrahmanyam, A review on FAME production

    processes, Fuel 89 (2010) 19.

    [26] C. Stavarache, M. Vinatoru, R. Nishimura, Y. Maeda, Fatty acids methyl esters

    from vegetable oil by means of ultrasonic energy, Ultrason. Sonochem. 12

    (2005) 367372.

    [27] P. Cintas, S. Mantegna, E.C. Gaudino, G. Cravotto, A new pilot flow reactor forhigh-intensity ultrasound irradiation. Application to the synthesis of biodiesel,

    Ultrason. Sonochem. 17 (2010) 985989.

    [28] M. Berrios, R.L. Skelton, Comparison of purification methods for biodiesel,

    Chem. Eng. J. 144 (2008) 459465.

    [29] X. Yin, H. Ma, Q. You, Z. Wang, J. Chang, Comparison of four different

    enhancing methods for preparing biodiesel through transesterification of

    sunflower oil, Appl. Energy 91 (2012) 320325.

    [30] P.R. Gogate, V.S. Sutkar, A.B. Pandit, Sonochemical reactors: important design

    and scale up considerations with a special emphasis on heterogeneous

    systems, Chem. Eng. J. 166 (2011) 10661082.

    [31] T. Le Tu, K. Okitsu, Y. Sadanaga, N. Takenaka, Y. Maeda, H. Bandow, A two-step

    continuous ultrasound assisted production of biodiesel fuel from waste

    cooking oils: a practical and economical approach to produce high quality

    biodiesel fuel, Bioresour. Technol. 101 (2010) 53945401.

    [32] H. Zhou, H.F. Lu, B. Liang, Solubility of multicomponent systems in the

    biodiesel production by transesterification of Jatropha curcas L. oil withmethanol, J. Chem. Eng. Data 51 (2006) 11301135.

    [33] L.T. Thanh, K. Okitsu, Y. Sadanaga, N. Takenaka, Y. Maeda, H. Bandow, A two-

    step continuous ultrasound assisted production of biodiesel fuel from waste

    cooking oils: a practical and economical approach to produce high quality

    biodiesel fuel, Bioresour. Technol. 101 (2010) 53945401.

    [34] D.Y.C. Leung, Y. Guo, Transesterification of neat and used frying oil:

    optimization for biodiesel production, Fuel Process. Technol. 87 (2006) 883

    890.

    [35] U. Rashid, F. Anwar, Production of biodiesel through base-catalyzed

    transesterification of safflower oil using an optimized protocol, Energy Fuels

    22 (2008) 13061312.

    [36] H.A. Choudhury, S. Chakma, V.S. Moholkar, Mechanistic insight into

    sonochemical biodiesel synthesis using heterogeneous base catalyst,

    Ultrason. Sonochem. 21 (2013) 169181.

    [37] P.A. Tatake, A.B. Pandit, Modelling and experimental investigation into cavity

    dynamics and cavitational yield: influence of dual frequency ultrasound

    sources, Chem. Eng. Sci. 57 (2002) 49874995.

    [38] P.M. Kanthale, P.R. Gogate, A.B. Pandit, Modeling aspects of dual frequency

    sonochemical reactors, Chem. Eng. J. 127 (2007) 7179.

    [39] P.R. Gogate, S. Mujumdar, A.B. Pandit, Sonochemical reactors for waste water

    treatment: comparison using formic acid degradation as a model reaction,Adv. Environ. Res. 7 (2003) 283299.

    [40] J.M. Encinar, J.F. Gonzalez, A. Pardal, Transesterification of castor oil under

    ultrasonic irradiation conditions. Preliminary results, Fuel Process. Technol.

    103 (2012) 915.

    [41] P.R. Gogate, Cavitational reactors for process intensification of chemical

    processing applications: a critical review, Chem. Eng. Process. 47 (2008)

    515527.

    [42] N.N. Mahamuni, Y.G. Adewuyi, Optimization of the synthesis of biodiesel via

    ultrasound-enhanced base-catalyzed transesterification of soybean oil using a

    multifrequency ultrasonic reactor, Energy Fuels 23 (2009) 27572766.

    I. Choedkiatsakul et al./ Ultrasonics Sonochemistry 21 (2014) 15851591 1591

    http://refhub.elsevier.com/S1350-4177(13)00332-5/h0005http://refhub.elsevier.com/S1350-4177(13)00332-5/h0005http://refhub.elsevier.com/S1350-4177(13)00332-5/h0010http://refhub.elsevier.com/S1350-4177(13)00332-5/h0010http://refhub.elsevier.com/S1350-4177(13)00332-5/h0010http://refhub.elsevier.com/S1350-4177(13)00332-5/h0015http://refhub.elsevier.com/S1350-4177(13)00332-5/h0015http://refhub.elsevier.com/S1350-4177(13)00332-5/h0015http://refhub.elsevier.com/S1350-4177(13)00332-5/h0020http://refhub.elsevier.com/S1350-4177(13)00332-5/h0020http://refhub.elsevier.com/S1350-4177(13)00332-5/h0020http://refhub.elsevier.com/S1350-4177(13)00332-5/h0025http://refhub.elsevier.com/S1350-4177(13)00332-5/h0025http://refhub.elsevier.com/S1350-4177(13)00332-5/h0030http://refhub.elsevier.com/S1350-4177(13)00332-5/h0030http://refhub.elsevier.com/S1350-4177(13)00332-5/h0035http://refhub.elsevier.com/S1350-4177(13)00332-5/h0035http://refhub.elsevier.com/S1350-4177(13)00332-5/h0035http://refhub.elsevier.com/S1350-4177(13)00332-5/h0035http://refhub.elsevier.com/S1350-4177(13)00332-5/h0040http://refhub.elsevier.com/S1350-4177(13)00332-5/h0040http://refhub.elsevier.com/S1350-4177(13)00332-5/h0040http://refhub.elsevier.com/S1350-4177(13)00332-5/h0040http://refhub.elsevier.com/S1350-4177(13)00332-5/h0045http://refhub.elsevier.com/S1350-4177(13)00332-5/h0045http://refhub.elsevier.com/S1350-4177(13)00332-5/h0050http://refhub.elsevier.com/S1350-4177(13)00332-5/h0050http://refhub.elsevier.com/S1350-4177(13)00332-5/h0050http://refhub.elsevier.com/S1350-4177(13)00332-5/h0055http://refhub.elsevier.com/S1350-4177(13)00332-5/h0055http://refhub.elsevier.com/S1350-4177(13)00332-5/h0055http://refhub.elsevier.com/S1350-4177(13)00332-5/h0055http://refhub.elsevier.com/S1350-4177(13)00332-5/h0060http://refhub.elsevier.com/S1350-4177(13)00332-5/h0060http://refhub.elsevier.com/S1350-4177(13)00332-5/h0060http://refhub.elsevier.com/S1350-4177(13)00332-5/h0065http://refhub.elsevier.com/S1350-4177(13)00332-5/h0065http://refhub.elsevier.com/S1350-4177(13)00332-5/h0065http://refhub.elsevier.com/S1350-4177(13)00332-5/h0070http://refhub.elsevier.com/S1350-4177(13)00332-5/h0070http://refhub.elsevier.com/S1350-4177(13)00332-5/h0070http://dx.doi.org/10.1016/j.ifset.2013.07.0http://dx.doi.org/10.1016/j.ifset.2013.07.0http://refhub.elsevier.com/S1350-4177(13)00332-5/h0080http://refhub.elsevier.com/S1350-4177(13)00332-5/h0080http://refhub.elsevier.com/S1350-4177(13)00332-5/h0080http://refhub.elsevier.com/S1350-4177(13)00332-5/h0085http://refhub.elsevier.com/S1350-4177(13)00332-5/h0085http://refhub.elsevier.com/S1350-4177(13)00332-5/h0090http://refhub.elsevier.com/S1350-4177(13)00332-5/h0090http://refhub.elsevier.com/S1350-4177(13)00332-5/h0090http://refhub.elsevier.com/S1350-4177(13)00332-5/h0090http://refhub.elsevier.com/S1350-4177(13)00332-5/h0095http://refhub.elsevier.com/S1350-4177(13)00332-5/h0095http://refhub.elsevier.com/S1350-4177(13)00332-5/h0100http://refhub.elsevier.com/S1350-4177(13)00332-5/h0100http://refhub.elsevier.com/S1350-4177(13)00332-5/h0105http://refhub.elsevier.com/S1350-4177(13)00332-5/h0105http://refhub.elsevier.com/S1350-4177(13)00332-5/h0105http://refhub.elsevier.com/S1350-4177(13)00332-5/h0105http://refhub.elsevier.com/S1350-4177(13)00332-5/h0110http://refhub.elsevier.com/S1350-4177(13)00332-5/h0110http://refhub.elsevier.com/S1350-4177(13)00332-5/h0110http://refhub.elsevier.com/S1350-4177(13)00332-5/h0115http://refhub.elsevier.com/S1350-4177(13)00332-5/h0115http://refhub.elsevier.com/S1350-4177(13)00332-5/h0120http://refhub.elsevier.com/S1350-4177(13)00332-5/h0120http://refhub.elsevier.com/S1350-4177(13)00332-5/h0120http://refhub.elsevier.com/S1350-4177(13)00332-5/h0125http://refhub.elsevier.com/S1350-4177(13)00332-5/h0125http://refhub.elsevier.com/S1350-4177(13)00332-5/h0130http://refhub.elsevier.com/S1350-4177(13)00332-5/h0130http://refhub.elsevier.com/S1350-4177(13)00332-5/h0130http://refhub.elsevier.com/S1350-4177(13)00332-5/h0135http://refhub.elsevier.com/S1350-4177(13)00332-5/h0135http://refhub.elsevier.com/S1350-4177(13)00332-5/h0135http://refhub.elsevier.com/S1350-4177(13)00332-5/h0135http://refhub.elsevier.com/S1350-4177(13)00332-5/h0140http://refhub.elsevier.com/S1350-4177(13)00332-5/h0140http://refhub.elsevier.com/S1350-4177(13)00332-5/h0140http://refhub.elsevier.com/S1350-4177(13)00332-5/h0145http://refhub.elsevier.com/S1350-4177(13)00332-5/h0145http://refhub.elsevier.com/S1350-4177(13)00332-5/h0145http://refhub.elsevier.com/S1350-4177(13)00332-5/h0150http://refhub.elsevier.com/S1350-4177(13)00332-5/h0150http://refhub.elsevier.com/S1350-4177(13)00332-5/h0150http://refhub.elsevier.com/S1350-4177(13)00332-5/h0155http://refhub.elsevier.com/S1350-4177(13)00332-5/h0155http://refhub.elsevier.com/S1350-4177(13)00332-5/h0155http://refhub.elsevier.com/S1350-4177(13)00332-5/h0155http://refhub.elsevier.com/S1350-4177(13)00332-5/h0160http://refhub.elsevier.com/S1350-4177(13)00332-5/h0160http://refhub.elsevier.com/S1350-4177(13)00332-5/h0160http://refhub.elsevier.com/S1350-4177(13)00332-5/h0160http://refhub.elsevier.com/S1350-4177(13)00332-5/h0160http://refhub.elsevier.com/S1350-4177(13)00332-5/h0165http://refhub.elsevier.com/S1350-4177(13)00332-5/h0165http://refhub.elsevier.com/S1350-4177(13)00332-5/h0165http://refhub.elsevier.com/S1350-4177(13)00332-5/h0165http://refhub.elsevier.com/S1350-4177(13)00332-5/h0170http://refhub.elsevier.com/S1350-4177(13)00332-5/h0170http://refhub.elsevier.com/S1350-4177(13)00332-5/h0170http://refhub.elsevier.com/S1350-4177(13)00332-5/h0175http://refhub.elsevier.com/S1350-4177(13)00332-5/h0175http://refhub.elsevier.com/S1350-4177(13)00332-5/h0175http://refhub.elsevier.com/S1350-4177(13)00332-5/h0180http://refhub.elsevier.com/S1350-4177(13)00332-5/h0180http://refhub.elsevier.com/S1350-4177(13)00332-5/h0180http://refhub.elsevier.com/S1350-4177(13)00332-5/h0180http://refhub.elsevier.com/S1350-4177(13)00332-5/h0185http://refhub.elsevier.com/S1350-4177(13)00332-5/h0185http://refhub.elsevier.com/S1350-4177(13)00332-5/h0185http://refhub.elsevier.com/S1350-4177(13)00332-5/h0190http://refhub.elsevier.com/S1350-4177(13)00332-5/h0190http://refhub.elsevier.com/S1350-4177(13)00332-5/h0195http://refhub.elsevier.com/S1350-4177(13)00332-5/h0195http://refhub.elsevier.com/S1350-4177(13)00332-5/h0195http://refhub.elsevier.com/S1350-4177(13)00332-5/h0200http://refhub.elsevier.com/S1350-4177(13)00332-5/h0200http://refhub.elsevier.com/S1350-4177(13)00332-5/h0200http://refhub.elsevier.com/S1350-4177(13)00332-5/h0205http://refhub.elsevier.com/S1350-4177(13)00332-5/h0205http://refhub.elsevier.com/S1350-4177(13)00332-5/h0205http://refhub.elsevier.com/S1350-4177(13)00332-5/h0210http://refhub.elsevier.com/S1350-4177(13)00332-5/h0210http://refhub.elsevier.com/S1350-4177(13)00332-5/h0210http://refhub.elsevier.com/S1350-4177(13)00332-5/h0210http://refhub.elsevier.com/S1350-4177(13)00332-5/h0210http://refhub.elsevier.com/S1350-4177(13)00332-5/h0210http://refhub.elsevier.com/S1350-4177(13)00332-5/h0210http://refhub.elsevier.com/S1350-4177(13)00332-5/h0205http://refhub.elsevier.com/S1350-4177(13)00332-5/h0205http://refhub.elsevier.com/S1350-4177(13)00332-5/h0205http://refhub.elsevier.com/S1350-4177(13)00332-5/h0200http://refhub.elsevier.com/S1350-4177(13)00332-5/h0200http://refhub.elsevier.com/S1350-4177(13)00332-5/h0200http://refhub.elsevier.com/S1350-4177(13)00332-5/h0195http://refhub.elsevier.com/S1350-4177(13)00332-5/h0195http://refhub.elsevier.com/S1350-4177(13)00332-5/h0195http://refhub.elsevier.com/S1350-4177(13)00332-5/h0190http://refhub.elsevier.com/S1350-4177(13)00332-5/h0190http://refhub.elsevier.com/S1350-4177(13)00332-5/h0185http://refhub.elsevier.com/S1350-4177(13)00332-5/h0185http://refhub.elsevier.com/S1350-4177(13)00332-5/h0185http://refhub.elsevier.com/S1350-4177(13)00332-5/h0180http://refhub.elsevier.com/S1350-4177(13)00332-5/h0180http://refhub.elsevier.com/S1350-4177(13)00332-5/h0180http://refhub.elsevier.com/S1350-4177(13)00332-5/h0175http://refhub.elsevier.com/S1350-4177(13)00332-5/h0175http://refhub.elsevier.com/S1350-4177(13)00332-5/h0175http://refhub.elsevier.com/S1350-4177(13)00332-5/h0170http://refhub.elsevier.com/S1350-4177(13)00332-5/h0170http://refhub.elsevier.com/S1350-4177(13)00332-5/h0170http://refhub.elsevier.com/S1350-4177(13)00332-5/h0165http://refhub.elsevier.com/S1350-4177(13)00332-5/h0165http://refhub.elsevier.com/S1350-4177(13)00332-5/h0165http://refhub.elsevier.com/S1350-4177(13)00332-5/h0165http://refhub.elsevier.com/S1350-4177(13)00332-5/h0160http://refhub.elsevier.com/S1350-4177(13)00332-5/h0160http://refhub.elsevier.com/S1350-4177(13)00332-5/h0160http://refhub.elsevier.com/S1350-4177(13)00332-5/h0155http://refhub.elsevier.com/S1350-4177(13)00332-5/h0155http://refhub.elsevier.com/S1350-4177(13)00332-5/h0155http://refhub.elsevier.com/S1350-4177(13)00332-5/h0155http://refhub.elsevier.com/S1350-4177(13)00332-5/h0150http://refhub.elsevier.com/S1350-4177(13)00332-5/h0150http://refhub.elsevier.com/S1350-4177(13)00332-5/h0150http://refhub.elsevier.com/S1350-4177(13)00332-5/h0145http://refhub.elsevier.com/S1350-4177(13)00332-5/h0145http://refhub.elsevier.com/S1350-4177(13)00332-5/h0145http://refhub.elsevier.com/S1350-4177(13)00332-5/h0140http://refhub.elsevier.com/S1350-4177(13)00332-5/h0140http://refhub.elsevier.com/S1350-4177(13)00332-5/h0135http://refhub.elsevier.com/S1350-4177(13)00332-5/h0135http://refhub.elsevier.com/S1350-4177(13)00332-5/h0135http://refhub.elsevier.com/S1350-4177(13)00332-5/h0130http://refhub.elsevier.com/S1350-4177(13)00332-5/h0130http://refhub.elsevier.com/S1350-4177(13)00332-5/h0130http://refhub.elsevier.com/S1350-4177(13)00332-5/h0125http://refhub.elsevier.com/S1350-4177(13)00332-5/h0125http://refhub.elsevier.com/S1350-4177(13)00332-5/h0120http://refhub.elsevier.com/S1350-4177(13)00332-5/h0120http://refhub.elsevier.com/S1350-4177(13)00332-5/h0120http://refhub.elsevier.com/S1350-4177(13)00332-5/h0115http://refhub.elsevier.com/S1350-4177(13)00332-5/h0115http://refhub.elsevier.com/S1350-4177(13)00332-5/h0110http://refhub.elsevier.com/S1350-4177(13)00332-5/h0110http://refhub.elsevier.com/S1350-4177(13)00332-5/h0110http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0105http://refhub.elsevier.com/S1350-4177(13)00332-5/h0105http://refhub.elsevier.com/S1350-4177(13)00332-5/h0105http://refhub.elsevier.com/S1350-4177(13)00332-5/h0105http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0100http://refhub.elsevier.com/S1350-4177(13)00332-5/h0100http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0095http://refhub.elsevier.com/S1350-4177(13)00332-5/h0095http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0090http://refhub.elsevier.com/S1350-4177(13)00332-5/h0090http://refhub.elsevier.com/S1350-4177(13)00332-5/h0090http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0085http://refhub.elsevier.com/S1350-4177(13)00332-5/h0085http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0080http://refhub.elsevier.com/S1350-4177(13)00332-5/h0080http://refhub.elsevier.com/S1350-4177(13)00332-5/h0080http://-/?-http://dx.doi.org/10.1016/j.ifset.2013.07.0http://dx.doi.org/10.1016/j.ifset.2013.07.0http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0070http://refhub.elsevier.com/S1350-4177(13)00332-5/h0070http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0065http://refhub.elsevier.com/S1350-4177(13)00332-5/h0065http://refhub.elsevier.com/S1350-4177(13)00332-5/h0065http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0060http://refhub.elsevier.com/S1350-4177(13)00332-5/h0060http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0055http://refhub.elsevier.com/S1350-4177(13)00332-5/h0055http://refhub.elsevier.com/S1350-4177(13)00332-5/h0055http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0050http://refhub.elsevier.com/S1350-4177(13)00332-5/h0050http://refhub.elsevier.com/S1350-4177(13)00332-5/h0050http://-/?-http://refhub.elsevier.com/S1350-4177(13)00332-5/h0045http://refhub.elsevier.com/S1350-4177(13)00332-5/h0045http://refhub.elsevier.com/S1350-4177(13)00332-5/h0040http://refhub.elsevier.com/S1350-4177(13)00332-5/h0040http://refhub.elsevier.com/S1350-4177(13)00332-5/h0040http://refhub.elsevier.com/S1350-4177(13)00332-5/h0040http://refhub.elsevier.com/S1350-4177(13)00332-5/h0035http://refhub.elsevier.com/S1350-4177(13)00332-5/h0035http://refhub.elsevier.com/S1350-4177(13)00332-5/h0035http://refhub.elsevier.com/S1350-4177(13)00332-5/h0030http://refhub.elsevier.com/S1350-4177(13)00332-5/h0030http://refhub.elsevier.com/S1350-4177(13)00332-5/h0025http://refhub.elsevier.com/S1350-4177(13)00332-5/h0025http://refhub.elsevier.com/S1350-4177(13)00332-5/h0020http://refhub.elsevier.com/S1350-4177(13)00332-5/h0020http://refhub.elsevier.com/S1350-4177(13)00332-5/h0015http://refhub.elsevier.com/S1350-4177(13)00332-5/h0015http://refhub.elsevier.com/S1350-4177(13)00332-5/h0015http://refhub.elsevier.com/S1350-4177(13)00332-5/h0010http://refhub.elsevier.com/S1350-4177(13)00332-5/h0010http://refhub.elsevier.com/S1350-4177(13)00332-5/h0010http://refhub.elsevier.com/S1350-4177(13)00332-5/h0005http://refhub.elsevier.com/S1350-4177(13)00332-5/h0005http://-/?-