Fleet DNA Project Data Summary Report for Class 8 Tractors · Daily Operating Distance Distribution...

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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.

Fleet DNA Project Data Summary Report

Kevin Walkowicz

Adam Duran

Evan Burton

PR 5400 57992

8/1/2014

The Fleet DNA Project:

The Fleet DNA Project aims to accelerate the development of advanced vehicle technologies while supporting the strategic deployment of market-ready technologies that reduce costs, fuel consumption, and emissions.

Designed by the U.S. Department of Energy’s National Renewable Energy Laboratory in partnership with Oak Ridge National Laboratory, the data summaries contained within this report are designed to illustrate the broad operation range of many of today’s vehicle vocations and to provide insight into key observable statistical trends.

Within This Report:

Contained within this report are graphical data summaries based on real-world “genetics” of medium- and heavy-duty commercial fleet vehicles operating within a chosen vocation.

These graphical data summaries have been selected to highlight key statistical trends observed in past U.S. DOE fleet studies, and to provide insight into potential areas of interest for the continued development of technology to reduce costs, fuel consumption, and emissions.

26 2 58 8 12 10 11 59 24 13 9 44 0 Deployment ID

0

200

400

600

800

1000

1150

Nu

mb

er

of

days

Breakdown of Total Operational Days Collected by Deployment for Class 8 Tractors

0%

20%

40%

60%

80%

100%

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

2 8 58 10 12 0 24 11 26 13 44 59 9 Deployment ID

0

10

20

30

40

50

60

7070 N

um

ber

of

Veh

icle

s

Breakdown of Total Vehicles by Deployment for Class 8 Tractors

0%

20%

40%

60%

80%

100%

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

26 58 12 2 13 10 11 8 59 24 44 9 0 Deployment ID

0

20000

40000

60000

80000

100000

110488

Nu

mb

er

of

Miles

Breakdown of Total Miles Collected by Deployment for Class 8 Tractors

0%

20%

40%

60%

80%

100%

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

10 20 30 40 50 Average Driving Speed (mph)

2

4

6

8

Kin

eti

c I

nte

nsit

y (

1/m

ile)

Daily Average Driving Speed vs. Kinetic Intensity for Class 8 Tractors

0

2

8

9

10

11

12

13

24

26

44

58

59

# of Vehicles Reporting: 70 # of Days Included: 1146Generated: Thu Aug 07, 2014

0 10 20 30 40 50 60 Average Driving Speed (mph)

0

100

200

300

400

500

600

Dis

tan

ce T

ravele

d (

miles)

Daily Average Driving Speed vs. Distance Traveled for Class 8 Tractors

1

2

3

4

5

6

7

8

9

10

11

Num

ber

of

Days

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

Daily Average vs. Maximum Driving Speed for Class 8 TractorsM

axim

um

Dri

vin

g S

peed

(m

ph

)

80

70

60

50

40

30

0

2

8

9

10

11

12

13

24

26

44

58

59

10 20 30 40 50 Average Driving Speed (mph)

# of Vehicles Reporting: 70 Generated: Thu Aug 07, 2014 # of Days Included: 1146

0 10 20 30 40 50 60 Average Driving Speed (mph)

0

20

40

60

80

100

120

Fre

qu

en

cy

Daily Average Driving Speed Distribution for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: : 1150Generated: Thu Aug 07, 2014

0 2 8 9 10 11 12 13 24 26 44 58 59 Deployment ID

10

20

30

40

50

Avera

ge D

rivin

g S

peed

(m

ph

) Average Driving Speed by Deployment for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: : 1150Generated: Thu Aug 07, 2014

2.0 1.5 1.0 0.5 0.0 0.5 Mean Road Grade

0

1

2

3

4

5

6 K

ineti

c I

nte

nsit

y (

1/m

ile)

Daily Mean Road Grade vs. Kinetic Intensity for Class 8 Tractors

6

12

18

24

30

36

42

48

54

Num

ber

of

Days

# of Vehicles Reporting: 70 # of Days Included: 1143Generated: Thu Aug 07, 2014

2.0 1.5 1.0 0.5 0.0 0.5 Mean Road Grade

0

100

200

300

400

500

600

Dis

tan

ce T

ravele

d (

miles)

Daily Mean Road Grade vs. Distance Traveled for Class 8 Tractors

8

16

24

32

40

48

56

Num

ber

of

Days

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 2 8 9 10 11 12 13 24 26 44 58 59 Deployment ID

0.4

0.2

0.0

0.2

0.4

Mean

Road

Gra

de

Daily Mean Road Grade by Deployment for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1147Generated: Thu Aug 07, 2014

2.0 1.5 1.0 0.5 0.0 0.5 Mean Road Grade

0

10

20

30

40

50

60 A

vera

ge D

rivin

g S

peed

(m

ph

) Daily Mean Road Grade vs. Average Driving Speed (mph) for Class 8 Tractors

2.5

5.0

7.5

10.0

12.5

15.0

17.5

20.0

Num

ber

of

Days

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

1.5 1.0 0.5 0.0 Mean Road Grade

1

2

3

4

5

6

7

8

# o

f S

top

s p

er

Mile

Daily Mean Road Grade vs. # of Stops per Mile for Class 8 Tractors

0

2

8

9

10

11

12

13

24

26

44

58

59

# of Vehicles Reporting: 70 # of Days Included: 1146Generated: Thu Aug 07, 2014

0 10 20 30 40 50 60 Average Driving Speed (mph)

0.5

1.0

1.5

2.0

2.5

3.0 A

vera

ge P

osit

ive A

ccele

rati

on

(ft

/s^

2)

Road Grade and Distance Correlation Examined for Class 8 Tractors

Distance Maximun

Minimum

1.50

1.25

1.00

0.75

0.50

0.25

0.00

0.25

Mean D

aily

Road G

rade

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 2 4 6 8 10 12 14 # of Stops per Mile

0.5

1.0

1.5

2.0

2.5

3.0 A

vera

ge A

ccele

rati

on

(ft

/s^

2)

Average Driving Speed and Distance Correlation Examined for Class 8 Tractors

Distance, Mile Maximun

Minimum

10

15

20

25

30

35

40

45

50

Avera

ge D

rivin

g S

peed (

mph)

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 2 4 6 8 10 12 # of Stops per Mile

0.5

1.0

1.5

2.0

2.5 A

vera

ge A

ccele

rati

on

(ft

/s^

2)

Detailed Average Driving Speed and Distance Correlation Examined for Class 8 Tractors

Distance, Mile Maximun

Minimum

10

15

20

25

30

35

40

45

50

Avera

ge D

rivin

g S

peed (

mph)

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 10 20 30 40 50 Average Driving Speed (mph)

0.5

1.0

1.5

2.0

2.5

3.0 A

vera

ge A

ccele

rati

on

(ft

/s^

2)

Stops per Mile and Distance Correlation Examined for Class 8 Tractors

Distance Maximun

Minimum

1

2

3

4

5

6

7

8

Sto

ps

per

Mile

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

1 2 3 4 5 6 7 8 # of Stops Per Mile

10

20

30

40

50

Avera

ge D

rivin

g S

peed

(m

ph

) Daily Stops per Mile vs. Average Driving Speed for Class 8 Tractors

0

2

8

9

10

11

12

13

24

26

44

58

59

# of Vehicles Reporting: 70 # of Days Included: 1147Generated: Thu Aug 07, 2014

0 2 8 9 10 11 12 13 24 26 44 58 59 Deployment ID

1

2

3

4

5

6

7

8

# o

f S

top

s P

er

Mile

Stops Per Mile by Deployment for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 1 2 3 4 5 6 7 8 9 # of Stops Per Mile

0

1

2

3

4

5

6

7

8

9 K

ineti

c I

nte

nsit

y (

1/m

ile)

Daily Stops Per Mile vs. Kinetic Intensity for Class 8 Tractors

8

16

24

32

40

48

56

Num

ber

of

Days

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 1 2 3 4 5 6 7 8 9 # of Stops Per Mile

0

50

100

150

200

250

300

350

400

450

Fre

qu

en

cy

Daily Stops Per Mile Distribution for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

50 100 150 200 250 300 Total Number of Stops

5

10

15

20

Op

era

tin

g T

ime (

hrs

) Daily Total Number of Stops vs. Operating Time for Class 8 Tractors

0

2

8

9

10

11

12

13

24

26

44

58

59

# of Vehicles Reporting: 70 # of Days Included: 1145Generated: Thu Aug 07, 2014

50 100 150 200 250 300 Total Number of Stops

50

100

150

200

Dis

tan

ce T

ravele

d (

miles)

Daily Total Number of Stops vs. Distance Traveled for Class 8 Tractors

0

2

8

9

10

11

12

13

24

26

44

58

59

# of Vehicles Reporting: 70 # of Days Included: 1082Generated: Thu Aug 07, 2014

20 30 40 50 60 70 80 Maximum Driving Speed (mph)

0

50

100

150

200

250

Fre

qu

en

cy

Maximum Driving Speed Distribution for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 1 2 3 4 5 6 7 8 9 Kinetic Intensity (1/mile)

0

100

200

300

400

500

600

Fre

qu

en

cy

Daily Kinetic Intensity Distribution for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 2 8 9 10 11 12 13 24 26 44 58 59 Deployment ID

100

200

300

400

500

Dis

tan

ce T

ravele

d (

miles)

Daily Distance Traveled by Deployment for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 100 200 300 400 500 600 Distance Traveled (miles)

0

50

100

150

200

250

300

350

Fre

qu

en

cy

Daily Operating Distance Distribution for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 20 40 60 80 100 Zero Speed Time (% of Cycle)

0

20

40

60

80

100

120

140

Fre

qu

en

cy

Daily Zero Speed Cycle Percentage Distribution for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 2 8 9 10 11 12 13 24 26 44 58 59 Deployment ID

0

20

40

60

80

100

Zero

Sp

eed

Tim

e (

% o

f C

ycle

) Daily Zero Speed Cycle Percentage by Deployment for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

Qu

an

tity

of

Data

Cap

ture

d (

hrs

)

100

200

300

400

Captured Operating Time by Speed Bin (mph) for Class 8 Tractors

0+

to 5

5+

to 1

0

10

+ t

o 1

5

15

+ t

o 2

0

20

+ t

o 2

5

25

+ t

o 3

0

30

+ t

o 3

5

35

+ t

o 4

0

40

+ t

o 4

5

45

+ t

o 5

0

50

+ t

o 5

5

55

+ t

o 6

0

60

+ t

o 6

5

65

+ t

o 7

0

70

+ t

o 7

5

75

+

Driving Speed (mph)# of Vehicles Reporting: 70 Generated: Thu Aug 07, 2014 # of Days Included: 1150

0

% o

f Tota

l C

ap

ture

d D

ata

2

4

6

8

10

12

14

Captured Operating Time by Speed Bin (mph) for Class 8 Tractors

0+

to 5

5+

to 1

0

10

+ t

o 1

5

15

+ t

o 2

0

20

+ t

o 2

5

25

+ t

o 3

0

30

+ t

o 3

5

35

+ t

o 4

0

40

+ t

o 4

5

45

+ t

o 5

0

50

+ t

o 5

5

55

+ t

o 6

0

60

+ t

o 6

5

65

+ t

o 7

0

70

+ t

o 7

5

75

+

Driving Speed (mph)# of Vehicles Reporting: 70 Generated: Thu Aug 07, 2014 # of Days Included: 1150

0

Tota

l M

iles C

ollecte

d

0

5000

10000

15000

20000

25000

Total Mileage Collected by Speed Bin (mph) for Class 8 Tractors

0+

to 5

5+

to 1

0

10

+ t

o 1

5

15

+ t

o 2

0

20

+ t

o 2

5

25

+ t

o 3

0

30

+ t

o 3

5

35

+ t

o 4

0

40

+ t

o 4

5

45

+ t

o 5

0

50

+ t

o 5

5

55

+ t

o 6

0

60

+ t

o 6

5

65

+ t

o 7

0

70

+ t

o 7

5

75

+

Driving Speed (mph)# of Vehicles Reporting: 70 Generated: Thu Aug 07, 2014 # of Days Included: 1150

% o

f M

iles C

ollecte

d

5

10

15

20

Total Mileage Collected by Speed Bin (mph) for Class 8 Tractors

0+

to 5

5+

to 1

0

10

+ t

o 1

5

15

+ t

o 2

0

20

+ t

o 2

5

25

+ t

o 3

0

30

+ t

o 3

5

35

+ t

o 4

0

40

+ t

o 4

5

45

+ t

o 5

0

50

+ t

o 5

5

55

+ t

o 6

0

60

+ t

o 6

5

65

+ t

o 7

0

70

+ t

o 7

5

75

+

Driving Speed (mph)# of Vehicles Reporting: 70 Generated: Thu Aug 07, 2014 # of Days Included: 1150

0

Fre

qu

en

cy

Daily Average Acceleration Rate for Class 8 Tractors160

140

120

100

80

60

40

20

0 0.2 0.4 0.6 0.8 1.0 1.2 1.4 1.6 1.8 2.0

Average Acceleration (ft/s^2)

# of Vehicles Reporting: 70 Generated: Thu Aug 07, 2014 # of Days Included: 1150

0.2 0.4 0.6 0.8 1.0 1.2 1.4 1.6 1.8 2.0 Average Acceleration (ft/s^2)

2

4

6

8

10

12

14

16

18

20 M

axim

um

Accele

rati

on

(ft

/s^

2)

Daily Average Acceleration vs. Maximum Acceleration for Class 8 Tractors

1.6

2.4

3.2

4.0

4.8

5.6

6.4

Num

ber

of

Days

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

2 4 6 8 10 12 14 16 18 20 Maximum Acceleration (ft/s^2)

0

50

100

150

200

250

300

Fre

qu

en

cy

Daily Maximum Acceleration Rate for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

2.0 1.8 1.6 1.4 1.2 1.0 0.8 0.6 0.4 0.2 Average Deceleration (ft/s^2)

0

20

40

60

80

100

120

140

160

Fre

qu

en

cy

Daily Average Deceleration Rate for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

2.0 1.8 1.6 1.4 1.2 1.0 0.8 0.6 0.4 0.2 Average Deceleration (ft/s^2)

20

18

16

14

12

10

8

6

4

2

Maxim

um

Decele

rati

on

(ft

/s^

2)

Daily Average Deceleration vs. Maximum Deceleration for Class 8 Tractors

1.0

1.5

2.0

2.5

3.0

3.5

4.0

4.5

5.0

5.5

6.0

Num

ber

of

Days

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

20 18 16 14 12 10 8 6 4 2 Maximum Deceleration (ft/s^2)

0

50

100

150

200

250

Fre

qu

en

cy

Daily Maximum Deceleration Rate for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 5 10 15 20 25 Operating Time (hrs)

0

100

200

300

400

500

600

Dis

tan

ce T

ravele

d (

miles)

Daily Operating Time vs. Distance Traveled for Class 8 Tractors

2

4

6

8

10

12

14

16

18

Num

ber

of

Days

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 5 10 15 20 25 Operating Time (hrs)

0

10

20

30

40

50

Avera

ge D

rivin

g S

peed

(m

ph

) Daily Operating Time vs. Average Driving Speed for Class 8 Tractors

0

2

8

9

10

11

12

13

24

26

44

58

59

# of Vehicles Reporting: 70 # of Days Included: 1149Generated: Thu Aug 07, 2014

0 5 10 15 20 25 Operating Time (hrs)

0

50

100

150

200

250

300

Fre

qu

en

cy

Daily Operating Time Distribution for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

0 2 8 9 10 11 12 13 24 26 44 58 59 Deployment ID

5

10

15

20

Op

era

tin

g T

ime (

hrs

) Operating Time by Deployment for Class 8 Tractors

# of Vehicles Reporting: 70 # of Days Included: 1150Generated: Thu Aug 07, 2014

Interested in Participating?

The statistical summaries presented in this report were generated with the support of a variety of organizations. It is through the continued support of these partner organizations that Fleet DNA continues to grow.

For more information about the project or to discuss partnership opportunities including contribution of data to the database, please contact:

Adam Duran

303.275.4586

Adam.Duran@nrel.gov

www.nrel.gov/fleetdna