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Young Researchers Seminar 2011
DTU, Denmark, June 8 - 10, 2011
Young Researchers Seminar 2011
DTU, Denmark, 8 - 10, 2011
Impact of the penetration rate of
ecodriving on fuel consumption
and traffic congestion
ORFILA Olivier
IFSTTAR
2
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
3
What is ecodriving ?
• No clear and objective
definition exists
• Example: “Ecodriving is a way
of driving that reduces fuel
consumption, greenhouse gas
emissions and accident rates”
(www.ecodrive.org)
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
4
Ecodriving definition
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Using driving rules (Saboohi 2009, Walhberg 2007,
Zarcadoula 2007)
• do not drive too fast,
• maintain steady speeds,
• do not accelerate too quickly,
• anticipate traffic flow when accelerating and
slowing down,
• shift gears sooner to keep engine speed lower,
• keep the vehicle in good maintenance.
5
Ecodriving
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
• In the literature, the benefits of ecodriving are
studied for the subject vehicle only.
• Hypothesis 1: ecodriving has an impact on the
traffic level and on the fuel consumption on the
global network
• Hypothesis 2: this impact depends on the
penetration rate of ecodriving.
6
Aims of this study
Title of the presentation
Evaluate the impact of ecodriving on fuel
consumption and traffic congestion:
• On a whole network
• According to the ecodriving penetration rate
• For different road types and traffic demands
7
Light duty vehicles and driver
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
8
And the role of passenger cars ?
• Fuel consumption US 2004
(IEA)
• In France, Light Duty Vehicles
represents 55% of greenhouse
gas emissions (source:
ministry of sustainable
development)
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
9
And the role of
vehicle, infrastructure
and driver?
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Driver:
•Desired acceleration
•Desired speed
•Engine speed,… =
ecodriving
Vehicle:
•Mass
•Engine
•Tires,…
Infrastructure:
•Geometry
•Pavement texture
10
Methodology: an ecodriving
modelling
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Ecodriving
parameters
Ecodriven
vehicles
Normally
driven
vehicles
Traffic
demand
Road
network
Traffic micro
simulation
Fuel
consumption
Traffic indicator
(mean speed)
%
•IDM (Intelligent
Driver Model)
Treiber, 2000
•Gipps model 1981
(AIMSUN)
•Interurban
•Urban
•Free traffic state
•Intermediate
traffic state
•Congested traffic
state
2 types of roads x 3 traffic states x 11 proportions of ecodrivers x 10 replications =
660 numerical tries
11
Traffic and fuel consumption
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
12
Traffic micro simulation on
interurban roads
• Intelligent Driver Model (Treiber, 2000) :
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Desired acceleration
Desired speed
Distance
between
vehicles
b: desired
deceleration
Speed
difference
Desired time
headway
Minimum gap
Model parameter=4
13
Fuel consumption on interurban
roads
• Energy consumed
• Corrected with an efficiency ratio (Wang, 2008)
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
14
Traffic micro simulation on urban
roads
• Gipps model (Gipps, 1981) with Aimsun (TSS)
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
0%
50%
100%
Free
Intermediate
Congested
15
Fuel consumption on urban roads
• Aimsun and Alçelik model (Alçelik, 1982):
▫ 4 states are defined:
 Idling
 Cruising
 Accelerating
 Decelerating
▫ 7 parameters from the vehicle are required
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
16
Interurban roads
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
17
Results : interurban road – free
traffic
• Fuel consumption
▫ Slight and steady decrease
▫ Fuel consumption reduces by
7.7%
• Traffic indicator
▫ Slight decrease (9.1%)
▫ 2 minutes lost on a 20
minutes travel
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Optimal proportion of ecodrivers : 100%
18
Results : interurban road –
intermediate traffic
• Fuel consumption
▫ Non linear variation
▫ From 0 to 20% of ecodrivers :
-8.5%
▫ From 0 to 100% : +2.4 %
• Traffic indicator
▫ Sharp decrease : -38%
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Optimal proportion of ecodrivers : 20%
19
Results : interurban road –
congested traffic
• Fuel consumption :
▫ Strong reduction : -35.8%
• Traffic indicator
▫ Sharp decrease : -55%
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Optimal proportion of ecodrivers : 30%
20
Urban roads
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
21
Results : urban road – free traffic
• Fuel consumption
▫ Slow decrease : -9.8 %
• Traffic indicator
▫ Strong decrease : -19.7%
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Optimal proportion of ecodrivers : not defined
22
Results : urban road – intermediate
traffic
• Fuel consumption
▫ Non linear variations : -7.6%
• Traffic indicator
▫ Non linear variations : -32.3%
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Optimal proportion of ecodrivers : not defined but 80% should be avoided
23
Results : urban road – congested
traffic
• Fuel consumption
▫ Strong effect: -19.6%
• Traffic indicator
▫ Nearly steady
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Optimal proportion of ecodrivers : 100%
24
Proposed solutions for ecodriving
• Short term: promote ecodriving on identified
situations
• Middle term: giving real time advice to the driver
• Long term: develop a strategy to manage a
whole network
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
25
Theoretical and practical
implications
• Innovative method to analyze ecodriving.
• It can be applied for several existing or future
assistance systems
• Recommandations on ecodriving
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
26
Conclusions and perspectives
Conclusions Study drawbacks
• Ecodriving is efficient at a
global point of view
• In some situations, the fuel
consumption increases with
the % of ecodrivers
• The optimal proportion of
ecodrivers varies with the
situation
• Current proportion of
ecodrivers is unknown
• The engine speed has not
been taken into account
Impact of the penetration rate of ecodriving on fuel
consumption and traffic congestion
Perspectives
• Refine the modelling
• Experimental validation

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Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion

  • 1. Young Researchers Seminar 2011 DTU, Denmark, June 8 - 10, 2011 Young Researchers Seminar 2011 DTU, Denmark, 8 - 10, 2011 Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion ORFILA Olivier IFSTTAR
  • 2. 2 Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 3. 3 What is ecodriving ? • No clear and objective definition exists • Example: “Ecodriving is a way of driving that reduces fuel consumption, greenhouse gas emissions and accident rates” (www.ecodrive.org) Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 4. 4 Ecodriving definition Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Using driving rules (Saboohi 2009, Walhberg 2007, Zarcadoula 2007) • do not drive too fast, • maintain steady speeds, • do not accelerate too quickly, • anticipate traffic flow when accelerating and slowing down, • shift gears sooner to keep engine speed lower, • keep the vehicle in good maintenance.
  • 5. 5 Ecodriving Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion • In the literature, the benefits of ecodriving are studied for the subject vehicle only. • Hypothesis 1: ecodriving has an impact on the traffic level and on the fuel consumption on the global network • Hypothesis 2: this impact depends on the penetration rate of ecodriving.
  • 6. 6 Aims of this study Title of the presentation Evaluate the impact of ecodriving on fuel consumption and traffic congestion: • On a whole network • According to the ecodriving penetration rate • For different road types and traffic demands
  • 7. 7 Light duty vehicles and driver Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 8. 8 And the role of passenger cars ? • Fuel consumption US 2004 (IEA) • In France, Light Duty Vehicles represents 55% of greenhouse gas emissions (source: ministry of sustainable development) Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 9. 9 And the role of vehicle, infrastructure and driver? Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Driver: •Desired acceleration •Desired speed •Engine speed,… = ecodriving Vehicle: •Mass •Engine •Tires,… Infrastructure: •Geometry •Pavement texture
  • 10. 10 Methodology: an ecodriving modelling Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Ecodriving parameters Ecodriven vehicles Normally driven vehicles Traffic demand Road network Traffic micro simulation Fuel consumption Traffic indicator (mean speed) % •IDM (Intelligent Driver Model) Treiber, 2000 •Gipps model 1981 (AIMSUN) •Interurban •Urban •Free traffic state •Intermediate traffic state •Congested traffic state 2 types of roads x 3 traffic states x 11 proportions of ecodrivers x 10 replications = 660 numerical tries
  • 11. 11 Traffic and fuel consumption Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 12. 12 Traffic micro simulation on interurban roads • Intelligent Driver Model (Treiber, 2000) : Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Desired acceleration Desired speed Distance between vehicles b: desired deceleration Speed difference Desired time headway Minimum gap Model parameter=4
  • 13. 13 Fuel consumption on interurban roads • Energy consumed • Corrected with an efficiency ratio (Wang, 2008) Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 14. 14 Traffic micro simulation on urban roads • Gipps model (Gipps, 1981) with Aimsun (TSS) Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion 0% 50% 100% Free Intermediate Congested
  • 15. 15 Fuel consumption on urban roads • Aimsun and Alçelik model (Alçelik, 1982): ▫ 4 states are defined:  Idling  Cruising  Accelerating  Decelerating ▫ 7 parameters from the vehicle are required Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 16. 16 Interurban roads Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 17. 17 Results : interurban road – free traffic • Fuel consumption ▫ Slight and steady decrease ▫ Fuel consumption reduces by 7.7% • Traffic indicator ▫ Slight decrease (9.1%) ▫ 2 minutes lost on a 20 minutes travel Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Optimal proportion of ecodrivers : 100%
  • 18. 18 Results : interurban road – intermediate traffic • Fuel consumption ▫ Non linear variation ▫ From 0 to 20% of ecodrivers : -8.5% ▫ From 0 to 100% : +2.4 % • Traffic indicator ▫ Sharp decrease : -38% Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Optimal proportion of ecodrivers : 20%
  • 19. 19 Results : interurban road – congested traffic • Fuel consumption : ▫ Strong reduction : -35.8% • Traffic indicator ▫ Sharp decrease : -55% Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Optimal proportion of ecodrivers : 30%
  • 20. 20 Urban roads Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 21. 21 Results : urban road – free traffic • Fuel consumption ▫ Slow decrease : -9.8 % • Traffic indicator ▫ Strong decrease : -19.7% Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Optimal proportion of ecodrivers : not defined
  • 22. 22 Results : urban road – intermediate traffic • Fuel consumption ▫ Non linear variations : -7.6% • Traffic indicator ▫ Non linear variations : -32.3% Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Optimal proportion of ecodrivers : not defined but 80% should be avoided
  • 23. 23 Results : urban road – congested traffic • Fuel consumption ▫ Strong effect: -19.6% • Traffic indicator ▫ Nearly steady Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Optimal proportion of ecodrivers : 100%
  • 24. 24 Proposed solutions for ecodriving • Short term: promote ecodriving on identified situations • Middle term: giving real time advice to the driver • Long term: develop a strategy to manage a whole network Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 25. 25 Theoretical and practical implications • Innovative method to analyze ecodriving. • It can be applied for several existing or future assistance systems • Recommandations on ecodriving Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion
  • 26. 26 Conclusions and perspectives Conclusions Study drawbacks • Ecodriving is efficient at a global point of view • In some situations, the fuel consumption increases with the % of ecodrivers • The optimal proportion of ecodrivers varies with the situation • Current proportion of ecodrivers is unknown • The engine speed has not been taken into account Impact of the penetration rate of ecodriving on fuel consumption and traffic congestion Perspectives • Refine the modelling • Experimental validation