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National Renewable Energy Laboratory 1 Innovation for Our Energy Future N R EL is a nationallaboratory ofthe U .S.D epartm entofEnergy,O ffice ofEnergy Efficiency & R enew able Energy,operated by the A lliance forSustainable Energy,LLC . Contract No. DE-AC36-08GO28308 N ationalFC EV Learning D em onstration Spring 2011 Com posite D ata Products Keith W ipke, Sam Sprik,JenniferKurtz,Todd R am sden National R enewable E nergy Laboratory Technical R eport N R EL/TP-5600-51564 April 2011

Spring 2011 Composite Data Products: National FCEV Learning Demonstration

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Spring 2011 Composite Data Products: National FCEV Learning Demonstration. March 29, 2011 Keith Wipke, Sam Sprik, Jennifer Kurtz, Todd Ramsden. CDP#9: Safety Reports – Vehicles. CDP#18: Refueling Rates. CDP#22: Vehicle Operating Hours. CDP#23: Vehicles vs. Miles Traveled. - PowerPoint PPT Presentation

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Page 1: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 1 Innovation for Our Energy Future

NREL is a national laboratory of the U.S. Department of Energy, Office of EnergyEfficiency & Renewable Energy, operated by the Alliance for Sustainable Energy, LLC.

Contract No. DE-AC36-08GO28308

National FCEV Learning Demonstration

Spring 2011 Composite Data Products

Keith Wipke, Sam Sprik, Jennifer Kurtz, Todd RamsdenNational Renewable Energy Laboratory

Technical ReportNREL/TP-5600-51564April 2011

Page 2: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

NOTICEThis report was prepared as an account of work sponsored by an agency of the United States government. Neither the United States government nor any agency thereof, nor any of their employees, makes any warranty, express or implied, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any information, apparatus, product, or process disclosed, or represents that its use would not infringe privately owned rights. Reference herein to any specific commercial product, process, or service by trade name, trademark, manufacturer, or otherwise does not necessarily constitute or imply its endorsement, recommendation, or favoring by the United States government or any agency thereof. The views and opinions of authors expressed herein do not necessarily state or reflect those of the United States government or any agency thereof.

Available electronically at http://www.osti.gov/bridgeAvailable for a processing fee to U.S. Department of Energyand its contractors, in paper, from:U.S. Department of EnergyOffice of Scientific and Technical InformationP.O. Box 62Oak Ridge, TN 37831-0062phone: 865.576.8401fax: 865.576.5728email: mailto:[email protected]

Available for sale to the public, in paper, from:U.S. Department of CommerceNational Technical Information Service5285 Port Royal RoadSpringfield, VA 22161phone: 800.553.6847fax: 703.605.6900email: [email protected] ordering: http://www.ntis.gov/help/ordermethods.aspx

Cover Photos: (left to right) PIX 16416, PIX 17423, PIX 16560, PIX 17613, PIX 17436, PIX 17721

Printed on paper containing at least 50% wastepaper, including 10% post consumer waste.

Page 3: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

NREL is a national laboratory of the U.S. Department of Energy, Office of Energy Efficiency and Renewable Energy, operated by the Alliance for Sustainable Energy, LLC.

Spring 2011 Composite Data Products: National FCEV Learning Demonstration

March 29, 2011

Keith Wipke, Sam Sprik, Jennifer Kurtz, Todd Ramsden

Page 4: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 4 Innovation for Our Energy Future

0

1

2

3

Nu

mb

er

of

Re

po

rts

Safety Reports - Vehicle Operation

Tank Scratch

Traffic Accident

H2 Leak - During Fueling

H2 Alarm - Fuel System

H2 Alarm - Passenger Compartment

Created: Feb-18-11 2:32 PMNREL cdp_fcev_09

Created: Feb-18-11 2:32 PMNREL cdp_fcev_09

CDP#9: Safety Reports – Vehicles

Page 5: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 5 Innovation for Our Energy Future

CDP#18: Refueling Rates

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 20

200

400

600

800

1000

1200

1400

1600

1800

Avg Fuel Rate (kg/min)

Nu

mb

er o

f F

uel

ing

Eve

nts

Histogram of Fueling RatesVehicle and Infrastructure

5 kg in 5 minutes

5 kg in3 minutes

25464 EventsAverage = 0.77 kg/min

23% >1 kg/min

2766 EventsAverage = 0.63 kg/min

2% >1 kg/min

2006 MYPP Tech Val Milestone 2012 MYPP Tech Val Milestone Through 2009Q4 After 2009Q4

NREL cdp_fcev_18

Created: Feb-09-11 1:41 PM

Page 6: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 6 Innovation for Our Energy Future

0

5

10

15

20

25

30

35

Nu

mb

er o

f Ve

hic

les

Total Vehicle Hours

Vehicle Hours: All OEMs, Gen 1 and Gen 2

In Service

Retired (1)

131,139Total Vehicle Hours =

Through 2010 Q4

Created: Mar-10-11 03:45 PM(1) Retired vehicles have left DOE fleet and are no longer providing data to NREL

Some project teams concluded in Fall/Winter 2009

NREL cdp_fcev_22

CDP#22: Vehicle Operating Hours

Page 7: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 7 Innovation for Our Energy Future

0

5

10

15

20

25

30

35

40

Nu

mb

er

of

Veh

icle

s

Total Vehicle Miles

Vehicle Miles: All OEMs, Gen 1 and 2

In Service

Retired (1)

Total Vehicle Miles Traveled = 3,071,944

Through 2010 Q4

Created: Mar-10-11 03:45 PM

NREL cdp_fcev_23 (1) Retired vehicles have lef t DOE f leet and are no longer providing data to NRELSome project teams concluded in Fall/Winter 2009

CDP#23: Vehicles vs. Miles Traveled

Page 8: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 8 Innovation for Our Energy Future

CDP#24: Cumulative Vehicle Miles Traveled

3,071,944

-250,000 500,000 750,000

1,000,000 1,250,000 1,500,000 1,750,000 2,000,000 2,250,000 2,500,000 2,750,000 3,000,000 3,250,000

Ve

hic

le M

iles

Tra

ve

led

Cumulative Vehicle Miles: All OEMs, Gen 1 and Gen 2

Created: Mar-18-11 11:41 AM

Through 2010 Q4

NREL cdp_fcev_24

Page 9: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 9 Innovation for Our Energy Future

CDP#25: Vehicle H2 Storage Technologies

4

83

45

23

-

20

40

60

80

100

120

140

160

180

Cu

mu

lati

ve V

ehic

les

Dep

loye

d/R

etir

ed1

Vehicle Deployment by On-Board Hydrogen Storage Type

700 bar on-road350 bar on-roadLiquid H2 on-road700 bar retired350 bar retiredLiquid H2 retired

(1) Retired vehicles have left DOE fleet and are no longer providing data to NREL(2) Two project teams concluded in Fall/Winter 2009Created Mar-10-11 3:37 PM

155

NREL cdp_fcev_25

(2)

Page 10: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 10 Innovation for Our Energy Future

CDP#26: Cumulative H2 Produced or Dispensed

0

20

40

60

80

100

120

140

160

Mas

s o

f H

ydro

gen

(1

000

kg)

Calendar Quarter

Cumulative Hydrogen Produced or Dispensed Through 2010 Q4

NREL cdp_fcev_26

Created Mar-10-11 4:34 PM

*

*Some project teams concluded in Fall/Winter 2009

140,000 kg of hydrogen produced or dispensed since project inception

Page 11: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 11 Innovation for Our Energy Future

6

9

9

0

5

10

15

20

25

Nu

mb

er

of

Sta

tio

ns

Reporting Period

Cumulative Stations

Continuing Outside of Project

Retired Stations

Current Project Stations

NREL cdp_fcev_31

Created Mar-14-11 9:52 AM

CDP#31: Number of Online Stations

Page 12: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 12 Innovation for Our Energy Future

CDP#32: Infrastructure Hydrogen Production Methods

0

1

2

3

4

5

6

7

8

9

10

11

Delivered Compressed H2

Natural Gas On-Site Reforming

On-Site Electrolysis Delivered Liquid H2

# o

f S

tati

on

s

Station Type

Learning Demonstration Hydrogen Stations By Type

Operating Outside of Project

Operating Within Project

Historical 2005-2009

NREL cdp_fcev_32Created Mar-10-11 4:18 PM

*

*Some project teams concluded Fall/Winter 2009. Markers show the cumulative stations operated during the 2005-2009 period

Page 13: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 13 Innovation for Our Energy Future

CDP#36: Type of Infrastructure Safety Report By Quarter

0

10

20

30

40

50

Nu

mb

er o

f R

epo

rts

Type of Infrastructure Safety Reports by Quarter Through 2010 Q4

05Q2

05Q3

05Q4

06Q1

06Q2

06Q3

06Q4

07Q1

07Q2

07Q3

07Q4

08Q1

08Q2

08Q3

08Q4

09Q1

09Q2

09Q3

09Q4

10Q1

10Q2

10Q3

10Q4

IncidentNear MissNon-EventAvg # Reports/Station

NREL cdp_fcev_36Created: Mar-14-11 11:18 AM

Reporting PeriodAn INCIDENT is an event that results in: - a lost time accident and/or injury to personnel - damage/unplanned downtime for project equipment, facilities or property - impact to the public or environment - any hydrogen release that unintentionally ignites or is sufficient to sustain a flame if ignited - release of any volatile, hydrogen containing compound (other than the hydrocarbons used as common fuels)A NEAR-MISS is: - an event that under slightly different circumstances could have become an incident - unplanned H2 release insufficient to sustain a flame

Page 14: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 14 Innovation for Our Energy Future

CDP#38: Refueling Times

0 1 2 3 4 5 6 7 8 9 100

500

1000

1500

2000

2500

3000

3500

Time (min)

Nu

mb

er o

f F

uel

ing

Eve

nts

Histogram of Fueling TimesVehicle and Infrastructure

Average = 3.26 min86% <5 min

Average = 4.39 min74% <5 min

2006 MYPP Tech Val Milestone (5 kg in 5 min) 2012 MYPP Tech Val Milestone (5 kg in 3 min) Through 2009Q4 After 2009Q4

NREL cdp_fcev_38

Created: Feb-09-11 1:42 PM

Page 15: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 15 Innovation for Our Energy Future

CDP#39: Refueling Amounts

0 1 2 3 4 5 6 70

100

200

300

400

500

600

700

800

900

1000

Amount Fueled (kg)

Nu

mb

er o

f F

uel

ing

Eve

nts

Histogram of Fueling AmountsVehicle and Infrastructure

Average = 2.13 kg

Average = 2.62 kg

Through 2009Q4 After 2009Q4

NREL cdp_fcev_39

Created: Feb-09-11 1:43 PM

Page 16: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 16 Innovation for Our Energy Future

CDP#40: H2 Tank Level at Refueling

Through 2009Q4After 2009Q4

Tank Levels: DOE Fleet

14%

FE

13%

NREL cdp_fcev_40

1. Some refueling events not recorded/detected due to data noise or incompleteness.

2. The outer arc is set at 20% total refuelings.

3. If tank level at fill was not available, a complete fill up was assumed.

Median Tank Level (At Fill) = 42% Total refuelings1 = 27113

Created: Feb-24-11 3:21 PM

Total refuelings1 = 4205Median Tank Level (At Fill) = 50%

Page 17: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 17 Innovation for Our Energy Future

CDP#42: Refueling by Time of Day

Through 2009Q4After 2009Q4

Refueling by Time of Day

9%

3

12

9

6

Total Fill3 Events = 22657% of fills b/t 6 AM & 6 PM: 89.7%

1. Fills between 6 AM & 6 PM

2. The outer arc is set at 12 % total Fill.

3. Some events not recorded/detected due to data noise or incompleteness.

AM PM

9%

NREL cdp_fcev_42

Created: Feb-24-11 3:23 PM

Total Fill3 Events = 4216% of fills b/t 6 AM & 6 PM: 84.6%

Page 18: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 18 Innovation for Our Energy Future

CDP#43: Refueling by Day of Week

Sun Mon Tues Wed Thur Fri Sat0

5

10

15

20

25Refueling by Day of Week

% o

f F

ills

in a

Day

Day

Through 2009Q4After 2009Q4

NREL cdp_fcev_43

Created: Feb-24-11 3:23 PM

Page 19: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 19 Innovation for Our Energy Future

Driving by Time of Day

9%

3

12

9

6

Total Driving3 Events = 295222% of driving trips b/t 6 AM & 6 PM: 85.3%

1. Driving trips between 6 AM & 6 PM

2. The outer arc is set at 12 % total Driving.

3. Some events not recorded/detected due to data noise or incompleteness.

AM PM

8%

% of NHTS trips b/t 6 AM & 6 PM: 81.5%

Through 2009Q4After 2009Q4NHTS

NREL cdp_fcev_44

Created: Feb-09-11 4:26 PM

Total Drive3 Events = 18213% of driving trips b/t 6 AM & 6 PM: 78.2%

2001 NHTS Data Includes Car, Truck, Van, & SUV day trips ASCII.csv Source: http://nhts.ornl.gov/download.shtml#2001

CDP#44: Driving Start Time – Day

Page 20: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 20 Innovation for Our Energy Future

Sun Mon Tues Wed Thur Fri Sat0

5

10

15

20

25Driving by Day of Week

% o

f T

rip

s in

a D

ay

Day

Through 2009Q4After 2009Q4NHTS

NREL cdp_fcev_45

Created: Feb-09-11 4:26 PM

2001 NHTS Data Includes Car, Truck, Van, & SUV day tripsASCII.csv Source: http://nhts.ornl.gov/download.shtml#2001

CDP#45: Driving by Day of Week

Page 21: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 21 Innovation for Our Energy Future

CDP#80: Miles Between Refuelings

0 50 100 150 200 250 3000

5

10

Per

cen

tag

e o

f R

efu

elin

gs

Distance between refuelings [Miles]2

Distance Driven Between Refuelings: All OEMs

Gen1Gen2After 2009Q4

NREL cdp_fcev_80

1. Some refueling events are not detected/reported due to data noise or incompleteness.

2. Distance driven between refuelings is indicative of driver behavior and does not represent the full range of the vehicle.

Gen1

Refuelings1 = 18941 Median distance between refuelings = 56 Miles Gen2

Refuelings1 = 6870 Median distance between refuelings = 81 Miles

Created: Feb-24-11 3:25 PM

Refuelings after 2009Q41 = 4196 Median distance between refuelings = 94 Miles

Page 22: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 22 Innovation for Our Energy Future

CDP#81: Average Trip Speed

0 5 10 15 20 25 30 35 40 450

2

4

6

8

10

12

14

16

18

20

Tri

p F

req

uen

cy1 [

%]

Average Trip Speed [mph]

Histogram of Average Trip Speed

179,424 trips

1) Excludes trips <= 1 mile (40.9%)

18,188 trips

Average trip speed of 25.9 mph

1) Excludes trips <= 1 mile (21.0%)2) 2001 NHTS data includes Car, Truck, Van & SUV day trips

Through 2009Q4After 2009Q4

NHTS Data2

NHTS Avg Speed

NREL cdp_fcev_81

Average trip speed of 23.2 mph

Created: Mar-21-11 4:12 PM

Page 23: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 23 Innovation for Our Energy Future

CDP#82: Daily FC Operation Hours in Automotive Application

0 1 2 3 40

20

40

60

80

Hours of Operation Per Day

Day

s o

f O

per

atio

n [

%]

Fuel Cell System Operation Hours Per Day

Through 2009Q4After 2009Q4

0 1 2 3 40

20

40

60

80

Average Hours of Operation Per Day

Fu

el C

ell S

yste

ms

[%]

Average Daily Fuel Cell System Operation Hours

9.9% Fuel Cell Systems Average > 30 mins Daily

21.3% Fuel Cell Systems Average > 30 mins Daily

Through 2009Q4After 2009Q4

NREL cdp_fcev_82

Created: Mar-18-11 2:44 PM

Page 24: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 24 Innovation for Our Energy Future

CDP#83: Hydrogen Dispensed by Day of Week

Sun Mon Tues Wed Thur Fri Sat0

2

4

6

8

10

12

14

16

18

20

Dis

pen

sed

Hyd

rog

en [

% o

f to

tal]

Day of Week

Dispensed Hydrogen per Day of Week

0

2

4

6

8

10

12

14

16

18

20

Ave

rag

e kg

All StationsIndividual Stations

NREL cdp_fcev_83Created: Mar-22-11 5:43 PM

Page 25: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 25 Innovation for Our Energy Future

CDP#84: Effect of Average Trip Speed on Fuel Economy

0 5 10 15 20 25 30 35 40 45 50 550

0.2

0.4

0.6

0.8

1

1.2

Effect of Average Trip Speed on Fuel Economy

1 Fu

el E

con

om

y [n

orm

aliz

ed]

Avg Trip Speed [miles/hour]

Average of Fleet Medians25th to 75th Percentile

NREL cdp_fcev_84Created: Mar-18-11 11:46 AM

(1) Data after 2009Q4. The data has been normalized to the max of the median curve for each fleet. Data binned every 5 mph for calculating median and percentiles.

Page 26: Spring 2011 Composite Data Products: National FCEV Learning Demonstration

National Renewable Energy Laboratory 26 Innovation for Our Energy Future

CDP#85: Effect of Trip Length on Fuel Economy

0 10 20 30 40 50 60 700

0.2

0.4

0.6

0.8

1

Effect of Average Trip Length on Fuel Economy

1 Fu

el E

con

om

y [n

orm

aliz

ed]

Trip Length [miles]

Average of Fleet Medians25th to 75th Percentile

NREL cdp_fcev_85Created: Mar-18-11 11:46 AM

(1) Data after 2009Q4. The data has been normalized to the max of the median curve for each fleet. Data binned every 5 miles for calculating median and percentiles.