arra material handling equipment composite data products data through quarter 4 of 2012
DESCRIPTION
Technical Report NREL/TP-5600-58612 May 2013. ARRA Material Handling Equipment Composite Data Products Data Through Quarter 4 of 2012 J. Kurtz, S. Sprik, C. Ainscough, G. Saur, M. Post, M. Peters, and T. Ramsden. CDPARRA-MHE-01 Fuel Cell MHE Systems Deployed. - PowerPoint PPT PresentationTRANSCRIPT
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
ARRA Material Handling Equipment Composite Data Products
Data Through Quarter 4 of 2012
J. Kurtz, S. Sprik, C. Ainscough, G. Saur, M. Post, M. Peters, and T. Ramsden
Technical Report NREL/TP-5600-58612May 2013
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.
3
CDPARRA-MHE-01Fuel Cell MHE Systems Deployed
0
100
200
300
400
500
600
14
122
35
40
131
35
40
131
60
76
172
60
121
221
100
146
221
100
146
258
100
146
258
100
146
258
100
146
258
100
146
258
100
146
258
136
206 206
308
402
467
504 504 504 504 504 504
Cu
mu
lati
ve S
yste
ms
Dep
loye
d
Fuel Cell Units Deployed - ARRA
2010
Q1
2010
Q2
2010
Q3
2010
Q4
2011
Q1
2011
Q2
2011
Q3
2011
Q4
2012
Q1
2012
Q2
2012
Q3
2012
Q4
Class IIIClass IIClass IRetired Class II
NREL cdparra_mhe_01
Created: Apr-01-13 3:18 PM | Data Range: 2010Q1-2012Q4
4
CDPARRA-MHE-02Fuel Cell System Operation Hours
0
1
2
3
4
5
6
025
050
075
010
0012
5015
0017
5020
0022
5025
0027
5030
0032
5035
0037
5040
0042
5045
0047
5050
0052
5055
0057
5060
0062
5065
0067
5070
0072
5075
0077
5080
0082
50
>825
0
% F
uel
Cel
l S
yste
ms
Cumulative Fuel Cell Operation Hours - ARRACombined Fleet Through 2012Q4
25% of FC Systems > 6,120 Hours
FC SystemRetired FC SystemFleet Average FC System Hours
NREL cdparra_mhe_02
Created: Apr-01-13 3:18 PM | Data Range: 2010Q1-2012Q4 Fuel Cell Operation Hours
5
CDPARRA-MHE-03Fueling Events by Quarter
0
5
10
15
20
25
30
35
2009Q1
2009Q2
2009Q3
2009Q4
2010Q1
2010Q2
2010Q3
2010Q4
2011Q1
2011Q2
2011Q3
2011Q4
2012Q1
2012Q2
2012Q3
2012Q4
Fueling Events By Quarter - ARRA
Nu
mb
er o
f F
ills
[1,0
00]
Cumulative Fuelings = 246,997
0
10
20
30
40
50
60
70
80
90
Cu
mu
lati
ve F
uel
ing
s [1
,000
]
All Sites By QuarterCumulative By Site
NREL cdparra_mhe_03
Created: Apr-01-13 3:22 PM | Data Range: 2010Q1-2012Q4
6
CDPARRA-MHE-04Hydrogen Dispensed by Quarter
0
5
10
15
20
25
30
2009Q1
2009Q2
2009Q3
2009Q4
2010Q1
2010Q2
2010Q3
2010Q4
2011Q1
2011Q2
2011Q3
2011Q4
2012Q1
2012Q2
2012Q3
2012Q4
Hydrogen Dispensed By Quarter - ARRA
Hyd
rog
en D
isp
ense
d [
1,00
0 kg
]
Cumulative Hydrogen Dispensed = 187,426 kg
0
5
10
15
20
25
30
35
40
45
50
Cu
mu
lati
ve A
mo
un
t [1
,000
kg
]
All Sites By QuarterCumulative By Site
NREL cdparra_mhe_04
Created: Apr-01-13 3:25 PM | Data Range: 2010Q1-2012Q4
7
CDPARRA-MHE-05Refueling Time of Day
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 240
1000
2000
3000
4000
5000
6000
7000
8000
9000Refueling Time of Day - ARRA
Time of Day [hours]
Nu
mb
er o
f R
efu
elin
gs
NREL cdparra_mhe_05
Created: Apr-01-13 3:28 PM | Data Range: 2010Q1-2012Q4
8
CDPARRA-MHE-06Histogram of Fueling Times
0 1 2 3 4 5 6 7 8 9 100
5
10
15
20
25
Time (min)
Nu
mb
er o
f F
uel
ing
Eve
nts
[1,
000]
Histogram of Fueling TimesARRA Combined Fleet
220,979 Events Average = 2.28 min
Range of0
1
2
3
4
5
Site Averages
Ave
rag
e F
uel
ing
Tim
es (
min
)NREL cdparra_mhe_06
Created: Apr-01-13 3:35 PM | Data Range: 2010Q1-2012Q4 Fill data for class 1, 2, and 3 trucks
9
CDPARRA-MHE-07Tank Pressure Level at Fueling
Tank Pressure At Fill: ARRA
FE
23%
NREL cdparra_mhe_07
Created: Apr-01-13 3:40 PM | Data Range: 2010Q1-2012Q4
1. Some refueling events not recorded/detected due to data noise or incompleteness.2. The outer arc is set at 30% total refuelings.3. Full Pressure is either 3600 psi or 5000 psi.
Total refuelings1 = 89,585Median Tank Pressure (At Fill) = 26%
10
CDPARRA-MHE-08Operation Time between Fueling
0 2 4 6 8 10 120
500
1000
1500
2000
2500
3000
3500
4000
4500
5000
Average: 4.6 hours
Operating Time Between Fuelings - ARRACombined Fleet
Operating Hours Between Fuelings1,2
Co
un
t
Range of0
2
4
6
8
Site Averages
Ave
rag
e O
p H
rs b
etw
een
Fu
elin
gs
NREL cdparra_mhe_08
Created: Apr-01-13 3:41 PM | Data Range: 2010Q1-2012Q4 Excludes Data > 12 hours
1) Some fueling events not recorded/detecteddue to data noise or incompleteness.2) Data indicative of actual use and does notrepresent the max capability of the systems.
11
CDPARRA-MHE-09Histogram of Fueling Rates
0 0.2 0.4 0.6 0.8 1 1.20
5
10
15
20
25
Avg Fuel Rate (kg/min)
Nu
mb
er o
f F
uel
ing
Eve
nts
[1,
000]
Histogram of Fueling RatesARRA Combined Fleet
220,979 Events Average = 0.32 kg/min
Range of0
0.2
0.4
0.6
0.8
1
Site Averages
Ave
rag
e F
uel
ing
Rat
es (
kg/m
in)
NREL cdparra_mhe_09
Created: Apr-01-13 3:46 PM | Data Range: 2010Q1-2012Q4 Fill data for class 1, 2, and 3 trucks
12
CDPARRA-MHE-10Histogram of Fueling Amounts
0 0.5 1 1.5 20
2
4
6
8
10
12
14
16
18
20
Amount Fueled (kg)
Nu
mb
er o
f F
uel
ing
Eve
nts
[1,
000]
Histogram of Fueling AmountsARRA Combined Fleet
Average = 0.64 kg
Range of0
0.5
1
1.5
2
Site Averages
Ave
rag
e F
uel
ing
Am
ou
nts
(kg
)
NREL cdparra_mhe_10
Created: Apr-01-13 3:56 PM | Data Range: 2010Q1-2012Q4 Fill data for class 1, 2, and 3 trucks
13
CDPARRA-MHE-11Fuel Cell Operation Hours by Quarter
0
50
100
150
200
250
2010
Q1
2010
Q2
2010
Q3
2010
Q4
2011
Q1
2011
Q2
2011
Q3
2011
Q4
2012
Q1
2012
Q2
2012
Q3
2012
Q4
To
tal
Op
erat
ion
Ho
urs
[1,
000]
Fuel Cell Operation Hours by Quarter - ARRA
Total Hours = 1,445,558
0
50
100
150
200
250
300
350
400
450
500
Cu
mu
lati
ve F
leet
Ho
urs
[10
00]
All FleetsIndividual Fleet
NREL cdparra_mhe_11
Created: Apr-02-13 10:22 AM | Data Range: 2009Q4-2012Q4
14
CDPARRA-MHE-15Operating Time at Fuel Cell Voltage Levels
0 10 20 30 40 50 60 70 80 90 100 >1000
5
10
15
20
25
30
35
40
45
% Rated Max Fuel Cell Voltage
% F
uel
Cel
l Op
erat
ing
Tim
e
Operating Time at Fuel Cell Voltage Levels - ARRA
NREL cdparra_mhe_15
Created: Apr-01-13 4:01 PM | Data Range: 2010Q1-2012Q4
1
1) 100% max fuel cell voltage is approximately open-circuit voltage
15
CDPARRA-MHE-16Operating Time at Fuel Cell Current Levels
0 10 20 30 40 50 60 70 80 90 1000
5
10
15
20
25
30
% Rated Max Fuel Cell Current
% F
uel
Cel
l Op
erat
ing
Tim
e
Operating Time at Fuel Cell Current Levels - ARRA
NREL cdparra_mhe_16
Created: Apr-01-13 4:01 PM | Data Range: 2010Q1-2012Q4
16
CDPARRA-MHE-17Operating Time at Fuel Cell Power Levels
0 10 20 30 40 50 60 70 80 90 100 >1000
5
10
15
20
25
% Rated Max Fuel Cell Power
% F
uel
Cel
l Op
erat
ing
Tim
e
Operating Time at Fuel Cell Power Levels - ARRA
NREL cdparra_mhe_17
Created: Apr-01-13 4:02 PM | Data Range: 2010Q1-2012Q4
17
CDP-MHE-18Infrastructure Maintenance by Category
5%5%
7%
7%
12%
13% 15%
35%
Total Events = 1,4251
71% unscheduled
entiresystem
46
misc 136
multiplesystems
227
classified
events1 1016
Event Count
6%
7%
17%
14%
50%
Total Hours = 8,19467% unscheduled
hydrogen compressor
control electronics
dispenser
feedwater system
air system
electrical
valves
reformer
NREL cdp_mhe_18
Created: Apr-02-13 9:30 AM | Data Range: 2009Q1-2012Q4
Infrastructure Maintenance By Equipment Type
MISC includes the following failure modes: actuators, safety, seal, storage,unspecified, software, thermal management, fuel system, fittings&piping,
sensors, other
18
CDP-MHE-19Infrastructure Scheduled & Unscheduled Maintenance by Category
0 50 100 150 200 250 300 350 400
MISC
SENSORS
REFORMER
VALVES
ELECTRICAL
AIR SYSTEM
FEEDWATER SYSTEM
DISPENSER
CONTROL ELECTRONICS
ENTIRE SYSTEM
HYDROGEN COMPRESSOR
Infrastructure Maintenance Scheduled vs. UnscheduledNumber of Maintenance Events by Category
Number of Events
Total Events = 1,42571% were unscheduled
Scheduled
Total
0 500 1000 1500 2000 2500 3000
MISC
FITTINGS&PIPING
MULTIPLE SYSTEMS
SENSORS
VALVES
AIR SYSTEM
CONTROL ELECTRONICS
DISPENSER
ENTIRE SYSTEM
HYDROGEN COMPRESSOR
Number of Labor Hours by Category
Hours
Total Hours = 8,19466% were unscheduled Scheduled
Total
NREL cdp_mhe_19
Created: Apr-02-13 9:32 AM | Data Range: 2009Q1-2012Q4
MISC includes the following categories:ACTUATORS
SAFETYSEAL
STORAGEOTHER
UNSPECIFIEDSOFTWARE
THERMAL MANAGEMENTFUEL SYSTEM
FITTINGS&PIPINGMULTIPLE SYSTEMS
19
CDP-MHE-20Infrastructure Maintenance by Quarter
0
2
4
6
8
10
12
14
16
18
20Maintenance Events
Ave
rag
e #
of
Eve
nts
Per
Th
ou
san
d F
ills
09Q
109
Q2
09Q
309
Q4
10Q
110
Q2
10Q
310
Q4
11Q
111
Q2
11Q
311
Q4
12Q
112
Q2
12Q
312
Q4
0
20
40
60
80
100
120
140Maintenance Hours
Ave
rag
e H
ou
rs P
er T
ho
usa
nd
Fill
s
09Q
109
Q2
09Q
309
Q4
10Q
110
Q2
10Q
310
Q4
11Q
111
Q2
11Q
311
Q4
12Q
112
Q2
12Q
312
Q4
ScheduledUnscheduledOperator
NREL cdp_mhe_20
Created: Apr-02-13 9:32 AM | Data Range: 2009Q1-2012Q4
Average Infrastructure Site Quarterly Maintenance
20
CDPARRA-MHE-21Average Daily Hydrogen Dispensed by Location
Average Daily Hydrogen Dispensed by Location - ARRA
1-10
11-20
21-30
31-40
41-50
51-60
61-70
71-80
81-90
91-100
>100
NREL cdparra_mhe_21
Created: Apr-01-13 4:03 PM | Data Range: 2010Q1-2012Q4
186,963 kg Hydrogen Dispensed
21
CDPARRA-MHE-22Average Daily Dispensing Operations by Site
Hydrogen Use0
10
20
30
40
Avg
Dai
ly k
g
Hydrogen Use0
0.2
0.4
0.6
0.8
1
Avg
Dai
ly k
g/s
yste
m
Fill Frequency0
20
40
60
80
100
Avg
Dai
ly f
ills
Fill Frequency0
0.5
1
1.5
Avg
Dai
ly f
ills/
syst
em
NREL cdparra_mhe_22
Created: Apr-01-13 4:03 PM | Data Range: 2010Q1-2012Q4
Average Daily Dispensing Operations by Site - ARRA
Shaded areas represent the min and max site average hydrogen use and fill frequency
22
CDPARRA-MHE-23Average Daily Fuel Cell Operation Hours per Fleet
A B C D E F G H I J K L0
2
4
6
8
10
12
Fleet
Ho
urs
Average Daily Fuel Cell Operation Hours per System - ARRA
25th and 75th PercentileMedian
NREL cdparra_mhe_23
Created: Apr-01-13 4:03 PM | Data Range: 2010Q1-2012Q4
23
CDPARRA-MHE-24Average Daily Fuel Cell Operation Hours per System
0 1 2 3 4 5 6 7 8 9 10 11 120
5
10
15
Hours of Operation Per Day1
Day
s o
f O
per
atio
n [
%]
Fuel Cell System Operation Hours Per Day
0 1 2 3 4 5 6 7 8 9 10 11 120
2
4
6
8
10
Average Hours of Operation Per Day1
Fu
el C
ell S
yste
ms
[%]
Average Daily Fuel Cell System Operation Hours
51.3% Fuel Cell SystemsAverage > 6 Hours Daily
NREL cdparra_mhe_24
Created: Apr-01-13 4:04 PM | Data Range: 2010Q1-2012Q4 1) Excludes 0 hour operation days
24
CDP-MHE-25Infrastructure Safety Reports by Quarter
0
5
10
15
20
25
30
Eve
nts
Rep
ort
ed
0
24
48
73
97
121
145Infrastructure Safety Reports By Quarter
Hu
nd
red
s o
f F
ills
Per
Rep
ort
2009
Q1
2009
Q2
2009
Q3
2009
Q4
2010
Q1
2010
Q2
2010
Q3
2010
Q4
2011
Q1
2011
Q2
2011
Q3
2011
Q4
2012
Q1
2012
Q2
2012
Q3
2012
Q4
Incident2
Near Miss1
Hundreds of Fills Per Safety Report
NREL cdp_mhe_25
Created: Apr-02-13 9:33 AM | Data Range: 2009Q1-2012Q4
1) Near Miss is an event that under slightly different circumstances could have become an incident -unplanned H2 release insufficient to sustain a flame
2) 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 uses as common fuels)
Total kg of H2 Dispensed: 213,978
Total Reports: 82Lifetime kg H
2 Dispensed per Report: 2,609
25
CDPARRA-MHE-35Refuel Events 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
DayNREL cdparra_mhe_35
Created: Apr-01-13 4:09 PM | Data Range: 2010Q1-2012Q4
26
CDP-MHE-41Infrastructure Safety Categories
0 10 20 30 40 50 60 70
Incident
Near Miss
Number of Reports
Sev
erit
y
Infrastructure Safety Reports by Severity - All Sites and Report Type
Number of Fueling Events: 294,118Number of Safety Reports: 82Fuelings Per Report: 3,587
Alarms OnlyElectrical IssueEquipment MalfunctionH2 Release - Minor, NO IgnitionH2 Release - Minor, YES IgnitionH2 Release - Significant, NO IgnitionNon-H2 ReleaseOperator ProtocolStructural Issue
NREL cdp_mhe_41
Created: Apr-02-13 9:34 AM | Data Range: 2009Q1-2012Q4
An 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
27
CDPARRA-MHE-42Amount of Hydrogen Dispensed by Day of Week
Sun Mon Tues Wed Thur Fri Sat0
5
10
15
20
Dis
pen
sed
Hyd
rog
en [
% o
f to
tal]
Day of Week
Dispensed Hydrogen per Day of Week
0
30
60
90
120
108 kg/day avg
Dai
ly A
vera
ge
[kg
]
All SitesIndividual Site
NREL cdparra_mhe_42
Created: Apr-01-13 4:18 PM | Data Range: 2010Q1-2012Q4
28
CDP-MHE-44Infrastructure Maintenance Labor Hours
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 0
5
10
15
20
25
30
Labor Hours Per Event
Fre
qu
ency
(%
of
tota
l)
Breakdown of Maintenance Event Labor Hours: Infrastructure
NREL cdp_mhe_44
0
20
40
60
80
100
Sites
Eve
nt
Lab
or
(hrs
)
Maximum and Mean Event Labor Hoursfor each site.
MeanMax
NREL cdp_mhe_44
Created: Apr-02-13 9:34 AM | Data Range: 2009Q1-2012Q4
>24
50% of repairs require less than the mean of 7.2 hours of labor.Median labor hours: 7.1
29
CDPARRA-MHE-45Infrastructure Reliability Growth
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
Sh
ape
Par
amet
er (
)1
Overall Site Infrastructure Reliability Growth: ARRA
1 2 3 4 5 6
1. IEC 61164:2004(E)., Reliability Growth - Statistical Test and Evaluation Methods, IEC. 2004.
2.% change in instantaneous MTBF
Entire historyLast 20% of eventsFirst 120 Days
0
10
20
30
40
50
Calendar Days in Operation
Ins
tan
tan
eou
s M
TB
F
Instantaneous MTBF (Days)
sites
NREL cdparra_mhe_45
Created: Apr-02-13 11:05 AM | Data Range: 2010Q1-2012Q4
Sites sorted by Increasing Age(Calendar Days)
Fa
ilure
Ra
te In
cre
asi
ng
Fa
ilure
Ra
te D
ecr
ea
sin
g
Instantaneous MTBF improved for 2 of 6 sites for the last 20% of events.
51%2
-53%2
107%2
-47%2
-25%2
-57%2
30
CDP-MHE-46Infrastructure Equipment Category of Safety Events
5%
19%
22%
44%
By Number of ReportsTotal Near Miss Reports = 63
6%6%
88%
By Number of IncidentsTotal Incidents = 16hydrogen compressor
fittings & piping
dispenser
seal
valves
reformer
Misc
NREL cdp_mhe_46
Created: Apr-02-13 9:35 AM | Data Range: 2009Q1-2012Q4
Safety Reports By Equipment Category: Infrastructure
MISC includes the following categories:FUEL SYSTEM
OTHER
An 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
31
CDP-MHE-47Infrastructure Maintenance by Mode
5%
5%
6%
7%
7%
8%8%
10%
14%
14%
Total Events = 1,4251
71% unscheduled
upgrade 54
misc 266
preventativemaintenance
353
classified
events1 752
Event Count
6%
11%
6%
11%
12%
9%
17%
12%
Total Hours = 8,19466% unscheduled
data error
replace failed parts
flow low
out of calibration
inspect trouble alarm or report
pressure high
hydrogen leak
pressure low
fluid leak_non_hydrogen
metal fatigue
temperature high
flow high
excessive noise
failed closed
NREL cdp_mhe_47
Created: Apr-02-13 9:35 AM | Data Range: 2009Q1-2012Q4
Infrastructure Maintenance By Mode
MISC includes the following failure modes: animal damage, cavitation,debris infiltration, false alarm, fluid leak non_hydrogen, vandalism, voltage
low, cleanup device failed, electrical short, maintenance error, networkmalfunction, fluid leak non-hydrogen, broken wire, manufacturing defect,
ambient temperature too low, drive off, power outage, unspecifiedelectronics failure, failed open, software bug, lightning strike, moisture
infiltration, operator protocol, other
32
CDP-MHE-48Infrastructure Mean Time Between Failures
0 25 50 75 100 125 150 1750
1
2
3
4
5
6
7
8
9
10
Site MTBF1 (Days)
Co
un
t o
f S
ites
Site MTBF (Calendar Days In Operation): Infrastructure
NREL cdp_mhe_48
Created: Apr-02-13 9:37 AM | Data Range: 2009Q1-2012Q4
1. Cumulative Mean Time Between Failure
33
CDP-MHE-49Infrastructure Mean Time Between Scheduled Maintenance
0 25 50 75 100 125 150 175 200 225 250 275 300 325 350 375 400 4250
1
2
3
4
5
6
7
8
9
10
Site MTBSM1 (Days)
Co
un
t o
f S
ites
Site MTBSM by Calendar Days In Operation: Infrastructure
0 50 100 150 200 250 300 350 4000123456789
10
Site MTBPM2 (Days)C
ou
nt
of
Sit
es
Individual Site MTBPM2 All Sites
0 25 50 75 100 125 150 175 200 2250
1
2
3
4
5
Site MTBU3 (Days)
Co
un
t o
f S
ites
Individual Site MTBU3 All Sites
NREL cdp_mhe_49
Created: Apr-02-13 9:40 AM | Data Range: 2009Q1-2012Q4
1. Cumulative Mean Time Between Scheduled Maintenance. Includes Preventative and Upgrades
2Mean Time Between Preventative Maintenance 3Mean Time Between Upgrade
34
CDP-MHE-50Infrastructure Reliability Growth by Category
0
0.5
1
1.5
2
2.5
3
3.5
4
Calendar Days In Operation
Sh
ape
Par
amet
er (
)*
ELECTRICAL
Failure Rate Increasing
Failure Rate Decreasing
Site
0
0.5
1
1.5
2
2.5
3
3.5
4
Calendar Days In Operation
Sh
ape
Par
amet
er (
)*
VALVES
Failure Rate Increasing
Failure Rate Decreasing
Site
0
0.5
1
1.5
2
2.5
3
3.5
4
Calendar Days In Operation
Sh
ape
Par
amet
er (
)*
HYDROGEN COMPRESSOR
Failure Rate Increasing
Failure Rate Decreasing
Site
0
0.5
1
1.5
2
2.5
3
3.5
4
Calendar Days In Operation
Sh
ape
Par
amet
er (
)*
AIR SYSTEM
Failure Rate Increasing
Failure Rate Decreasing
Site
NREL cdp_mhe_50
Created: Apr-02-13 9:48 AM | Data Range: 2009Q1-2012Q4 *IEC 61164 *IEC 61164 *IEC 61164 *IEC 61164 These represent the top four equipment failure categories from all combined data.
35
CDP-MHE-51Infrastructure Hydrogen Leaks by Equipment Type
6%
6%
6%
18%
24%
39%
Total Events = 521
100% unscheduled
misc 1
classified1
events51
Event Count
6%
7%
24%
23%
35%
Total Hours = 469100% unscheduled
hydrogen compressor
dispenser
fittings&piping
valves
seal
reformer
storage
NREL cdp_mhe_51
Created: Apr-02-13 9:34 AM | Data Range: 2009Q1-2012Q4
Hydrogen Leaks By Equipment Category: Infrastructure
36
CDP-MHE-52Infrastructure Failures by Mode
0 50 100 150 200 250 300 350
HYDROGEN COMPRESSOR
CONTROL ELECTRONICS
DISPENSER
AIR SYSTEM
Event Count
50%*
23%*
19%*
8%*
DATA ERROR
DRIVE OFF
EXCESSIVE NOISE
FAILED CLOSED
HYDROGEN LEAK
INSPECT TROUBLE ALARM OR REPORT
LIGHTNING STRIKE
METAL FATIGUE
MOISTURE INFILTRATION
OPERATOR PROTOCOL
OUT OF CALIBRATION
PRESSURE LOW
REPLACE FAILED PARTS
MISC
0 500 1000 1500 2000 2500
HYDROGEN COMPRESSOR
CONTROL ELECTRONICS
DISPENSER
AIR SYSTEM
Labor Hours
56%*
17%*
19%*
8%*
NREL cdp_mhe_52
Created: Apr-02-13 11:14 AM | Data Range: 2009Q1-2012Q4
Failure Modes for Top Four Infrastructure Equipment Categories
* Percentage of total events or hours, reference CDP 66.
MISC includes the following failure modes: ambient temperature too low, broken wire,cavitation, data error, debris infiltration, electrical short, failed closed, false alarm, flow
high, flow low, fluid leak non-hydrogen, fluid leak non_hydrogen, fluidleak_non_hydrogen, inspect trouble alarm or report, maintenance error, manufacturing
defect, metal fatigue, moisture infiltration, network malfunction, operator protocol, other,power outage, pressure high, pressure low, replace failed parts, software bug,temperature high, unspecified electronics failure, vandalism, voltage low, other
37
CDP-MHE-55Infrastructure Mean Time Between Safety Events
0 25 50 75 100 125 150 175 200 225 250 275 300 325 3500
1
2
3
4
5
Site MTBSE1 (Calendar Days in Operation)
Co
un
t o
f S
ites
Mean Calendar Days Between Safety Reports (MTBSR): Infrastructure
0 250 500 750 1000 12500
1
2
3
4
5
Site MTBSI2 (Calendar Days in Operation)
Co
un
t o
f S
ites
Mean Calendar Days Between Incidents
0 100 200 300 400 500 6000
1
2
3
4
5
Site MTBSNM3 (Calendar Days in Operation)
Co
un
t o
f S
ites
Mean Calendar Days Between Near Miss
NREL cdp_mhe_55
Created: Apr-02-13 9:35 AM | Data Range: 2009Q1-2012Q4
1. Cumulative Mean Time Between Safety Report (days)
2Mean Time Between Safety Incident (days) 3Mean Time Between Safety Near Miss (days)
38
CDPARRA-MHE-62Final Pressure of Hydrogen Fills
200 250 300 350 400 4500
2
4
6
8
10
12
14
16
18
20
315
bar
*
250 bar Fills (200 to 315 bar) 350 bar Fills ( > 315 bar)
Final Pressure [bar]
% o
f F
uel
ing
Eve
nts
Fueling Final Pressures
Avg Final Pressure = 255 bar% of Fills > 250 bar = 70%Number of Fills = 142374
Avg Final Pressure = 355 bar% of Fills > 350 bar = 53%Number of Fills = 53705
AverageNominal
NREL cdparra_mhe_62
Created: Apr-02-13 8:03 AM | Data Range: 2010Q1-2012Q4 *The line at 315 bar separates 250 bar fills from 350 bar fills. It is slightly over the allowable 125% of nominal pressure (312.5 bar) from SAE J2601.
39
CDPARRA-MHE-65Details of Back-to-Back Fills
<0 0 2 4 6 8 10 12 14 16 18 200
5
10
15
20
25
30
S
imu
ltan
eou
s F
ills
Back-to-Back Fills
36 % of fills are within 0-5 minutes of each other23 % of fills have more than 20 minutes between them228912 Total Fills
Time Between Fuelings* [min]
# o
f F
uel
ing
s [%
of
tota
l]
Histogram of Time Between Fuelings
All Sites CombinedIndividual Sites
200 225 250 275 300 325 350 375 400 425 4500
1
2
3
4
5x 10
4 Final Pressures for Fills with <5 Minutes in Between
# o
f F
uel
ing
s
Final Pressure [bar]
Previous FillNext Fill
NREL cdparra_mhe_65
Created: Apr-02-13 8:12 AM | Data Range: 2010Q1-2012Q4 *Time is from end of fill to start of next fill.
40
CDP-MHE-66Infrastructure Maintenance for Delivered Hydrogen
8%
19%
23%
50%
Total Events = 1,0581
64% unscheduled
entiresystem
46
misc 124
multiplesystems
221
classified
events1 667
Event Count
8%
19%
17%
56%
Total Hours = 7,08062% unscheduled
hydrogen compressor
control electronics
dispenser
air system
NREL cdp_mhe_66
Created: Apr-02-13 9:35 AM | Data Range: 2009Q1-2012Q4
Delivered Hydrogen Infrastructure Maintenance By Equipment Type
MISC includes the following failure modes: seal, fuel system, safety,thermal management, storage, electrical, software, fittings&piping, valves,
sensors, other
41
CDP-MHE-67Infrastructure Maintenance by Month
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec0
20
40
60
80
100
120
140
160
Month
Co
un
t o
f M
ain
ten
ance
Eve
nts
Infrastructure Maintenance by Month
UnscheduledScheduled
NREL cdp_mhe_67
Created: Apr-02-13 9:36 AM | Data Range: 2009Q1-2012Q4
42
CDPARRA-MHE-68Fill Counts per Hours
0 5 10 15 20 25 30 35 40 450
2
4
6
8
10
12
Number of Fuelings in an Hour
Fre
qu
ency
[%
of
tota
l]
Number of Fuelings Per Hour - ARRA
NREL cdparra_mhe_68
Created: Apr-02-13 8:25 AM | Data Range: 2010Q1-2012Q4
Average: 7.3 per hourMedian: 5.0 per hourMax: 39.0 per hour
43
CDPARRA-MHE-69Fill Amount per Hour
0 10 20 30 40 50 600
1
2
3
4
5
6
7
8
9
10
Amount Fueled in an Hour [kg]
Fre
qu
ency
[%
of
tota
l]
Hydrogen Dispensed Per Hour - ARRA
NREL cdparra_mhe_69
Created: Apr-02-13 8:41 AM | Data Range: 2010Q1-2012Q4
Average: 4.8 kgs per hourMedian: 3.5 kgs per hourMax: 52.5 kgs per hour
44
CDPARRA-MHE-70Station Usage
1 2 3 4 5 6 7 80
50
100
150
200
250
Station (Sorted By Increasing Max Daily Amount)
Fill
s P
er D
ay
Station Usage
Maximum Daily Fills
Average Daily Fills1
NREL cdparra_mhe_70
Created: Apr-02-13 8:52 AM | Data Range: 2010Q1-2012Q4
1Average daily fills considers only days when at least one fill occurred
45
CDPARRA-MHE-71Station Capacity Utilization
1 2 3 4 5 6 7 80
10
20
30
40
50
60
70
80
90
100
Station (Sorted By Increasing Max Daily Amount)
Cap
acit
y U
tiliz
atio
n2 [
%]
Station Capacity Utilization
Max Daily20 kg
Max Daily25 kg
Max Daily64 kg
Max Daily99 kg
Max Daily102 kg
Max Daily135 kg
Max Daily293 kg
Max Daily358 kg
42.9%
Average Daily Utilization1
Maximum Daily Utilization
NREL cdparra_mhe_71NREL cdparra_mhe_71
Created: Apr-02-13 10:48 AM | Data Range: 2009Q4-2012Q4
1Maximum quarterly utilization considers all days; average daily utilization considers only days when at least one filling occurred2100% represents maximum daily amount dispensed for each individual site
46
CDPARRA-MHE-72Component MTBF
0
50
100
150
200
250
AIR S
YSTEM
CONTROL E
LECTRONICS
DISPENSER
FITTIN
GS&PIPIN
G
HYDROGEN COM
PRESSOR
VALVES
MT
BF
(D
ays)
MTBF by Equipment Category: Infrastructure (Delivered H2 Only)
Median SiteLowest Site
NREL cdparra_mhe_72
Created: Apr-02-13 11:01 AM | Data Range: 2010Q1-2012Q4
47
CDP-MHE-97Projected Hours to 10% Voltage Degradation
< 10000 hours > 10000 hours 0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%Fuel Cell Stacks Projected Hours to 10% Voltage Degradation
Projected Hours to 10% Voltage Degradation 1,3
FC
Sta
cks
[%]
In Service
Not In Service2
NREL cdp_mhe_97
Created: Apr-02-13 9:36 AM | Data Range: 2009Q1-2012Q4
1) Projection using field data, calculated at high stack current, from operation hour 0. Projected hours may differ from an OEM's end-of-life criterion and does not address "catastrophic" failure modes.2) Indicates stacks that are no longer accumulating hours either a) temporarily or b) have been retired for non- stack performance related issues or c) removed from DOE program.3) Projected hours limited based on demonstrated hours.