Smits_InnovativeTransportPricing
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Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Life after graduation
Innovative Transport Pricing
Erik-Sander Smits
November 22, 2012
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Before graduation
Utrecht University
• BSc. Computing Science
• BSc. + MSc. Mathematics
Graduation internship @ Omnitrans International
O-D matrix estimation
A Priori O-D matrixTraffic counts
}⇒ New O-D Matrix
Matrix estimation
Assignment
O-D matrix Route proportions
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Before graduation
After internship @ Omnitrans
• Writing Thesis
• Searching for a job: What do I want?• Consultancy (Engineering)?• Consultancy (Strategy)?• Private Equity?• Trader (Finance)?• Science?
• What do I find important?• → Challenge! I want to apply my analytical skills.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Before graduation
After internship @ Omnitrans
• Writing Thesis
• Searching for a job: What do I want?• Consultancy (Engineering)?• Consultancy (Strategy)?• Private Equity?• Trader (Finance)?• Science?
• What do I find important?• → Challenge! I want to apply my analytical skills.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
PhD Research @ T & PYour own project
4-year long challenge!
Gather knowledge ... execute the research ... publish your results
The finale is the thesis defense.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
PhD Research @ TU Delft
Courses
• Soft skills (e.g. Scientific Writing)
• Hard skills (e.g. Discrete ChoiceAnalysis)
Conferences
• Transportation Research Board
• TRAIL Congress
• . . .
Teaching
• Give lectures
• Supervise MSc students
Exchange
• One to three months
• All around the world
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
PhD Research @ TU Delft
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingIntroduction
• Transport Pricing:• How do users pay for mobility?• Traditionally: Car purchase tax, Road tax, Public transport ticket
• Initiatives for different measures are proposed since 1977 inThe Netherlands
• Toll roads• Peak hour sticker• Kilometre charge
• All proposals failed to be implemented.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingIntroduction
• Transport Pricing:• How do users pay for mobility?• Traditionally: Car purchase tax, Road tax, Public transport ticket
• Initiatives for different measures are proposed since 1977 inThe Netherlands
• Toll roads• Peak hour sticker• Kilometre charge
• All proposals failed to be implemented.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingIntroduction
• Transport Pricing:• How do users pay for mobility?• Traditionally: Car purchase tax, Road tax, Public transport ticket
• Initiatives for different measures are proposed since 1977 inThe Netherlands
• Toll roads• Peak hour sticker• Kilometre charge
• All proposals failed to be implemented.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingResearch Project
• Deliverable: Decision support system for the design andevaluation of innovative pricing schemes.
• Underlying goal: Sustainable mobility and accessibility in theRandstad area.
• Model studies on transport pricing are numerous, but lack acomplete solution.
• Task: Combine state-of-the-art models and fill in the gaps.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingResearch Project
• Deliverable: Decision support system for the design andevaluation of innovative pricing schemes.
• Underlying goal: Sustainable mobility and accessibility in theRandstad area.
• Model studies on transport pricing are numerous, but lack acomplete solution.
• Task: Combine state-of-the-art models and fill in the gaps.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingSchematic overview
Stak
ehol
ders
Mod
el Friesland
Groningen
Drenthe
Overijssel
Gelderland
Flevo-land
Utrecht
Noord-Holland
Zuid-Holland
Noord-Brabant
Limburg
Zeeland
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingSchematic overview
PricingScheme
Parking fee Fuel price
Insurance fee
Kilometre charge
Toll
Stak
ehol
ders
Mod
el Ticket priceFriesland
Groningen
Drenthe
Overijssel
Gelderland
Flevo-land
Utrecht
Noord-Holland
Zuid-Holland
Noord-Brabant
Limburg
Zeeland
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingSchematic overview
PricingScheme
Parking fee Fuel price
Insurance fee
Kilometre charge
Toll
+
Stak
ehol
ders
Mod
elTransport &
Traffic Model
Ticket priceFriesland
Groningen
Drenthe
Overijssel
Gelderland
Flevo-land
Utrecht
Noord-Holland
Zuid-Holland
Noord-Brabant
Limburg
Zeeland
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Innovative Transport PricingSchematic overview
PricingScheme
EffectsCO2
NOX
Safety
Congestion
dB
Accessibility
User Equity
Parking fee Fuel price
Insurance fee
Kilometre charge
Toll
+
Stak
ehol
ders
Mod
elTransport &
Traffic Model
Ticket price
PM10
Friesland
Groningen
Drenthe
Overijssel
Gelderland
Flevo-land
Utrecht
Noord-Holland
Zuid-Holland
Noord-Brabant
Limburg
Zeeland
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Transport ModelIntroduction
• Input• Pricing Scheme• Multimodal Network• Potential OD demand
• Output• Travel Times• Emissions• Other quantified effects
Results are obtained by calculating the user equilibrium.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Transport ModelIntroduction
• Input• Pricing Scheme• Multimodal Network• Potential OD demand
• Output• Travel Times• Emissions• Other quantified effects
Results are obtained by calculating the user equilibrium.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Transport ModelSchematic Overview
Assignment model
Demand model
Trip choice
Destination choice
Potential demand
Flow propagation model
DynamicMultimodalMultiple user classesSpillbackShockwaves
Route choice
Choice set generatorDynamic multimodal route set
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Transport ModelChoice set generator
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Transport ModelChoice set generator
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Transport ModelMultimodal choice model
• Simultaneous mode, route and departure time choice.
• Discrete choice model for a multimodal route set.
• Model takes into account• Travel times in several modes• Waiting and transfer time• Fuel costs, parking costs, public transport price and road
pricing costs• Compensation of costs• Different income groups• Penalties for early/late departure/arrival• Stay home alternative
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Transport ModelDynamic Network Loading with the LTM
Fundamentals of the Link Transmission Model (LTM)
• Consistent with first order kinematic wave theory (shockwaves& spillback).
• Based on cumulative flows.
• Time discretized.
• No space discretization (other than the networkrepresentation).
• Triangular fundamental diagram.
The LTM can only be applied on road networks and should becombined with a public transport network loading model.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Transport ModelDynamic Network Loading with the LTM
Fundamentals of the Link Transmission Model (LTM)
• Consistent with first order kinematic wave theory (shockwaves& spillback).
• Based on cumulative flows.
• Time discretized.
• No space discretization (other than the networkrepresentation).
• Triangular fundamental diagram.
The LTM can only be applied on road networks and should becombined with a public transport network loading model.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelIntroduction
• Input• Stakeholders’ preferences on effects• Stakeholders’ hierarchy and interaction• Stakeholders’ executive control
• Output• Unique pricing scheme
Results are obtained by iterating over the underlying transportmodel.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelIntroduction
• Input• Stakeholders’ preferences on effects• Stakeholders’ hierarchy and interaction• Stakeholders’ executive control
• Output• Unique pricing scheme
Results are obtained by iterating over the underlying transportmodel.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelMathematical formulation
• Price vector p = (p1, . . . ,pn)
• Effects vector e = (e1, . . . ,em)
• DTA(p) :Rn →Rm is the operator mapping the prices to effectsunder user equilibrium in the transport model.
The classical approach is:
minp
f (e)
such that e = DTA(p)
where f :Rm →R is the preference of the stakeholder.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelMathematical formulation
• Price vector p = (p1, . . . ,pn)
• Effects vector e = (e1, . . . ,em)
• DTA(p) :Rn →Rm is the operator mapping the prices to effectsunder user equilibrium in the transport model.
The classical approach is:
minp
f (e)
such that e = DTA(p)
where f :Rm →R is the preference of the stakeholder.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelMathematical formulation
• Price vector p = (p1, . . . ,pn)
• Effects vector e = (e1, . . . ,em)
• DTA(p) :Rn →Rm is the operator mapping the prices to effectsunder user equilibrium in the transport model.
The classical approach is:
minp
f (e)
such that e = DTA(p)
where f :Rm →R is the preference of the stakeholder.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelMathematical formulation
• Price vector p = (p1, . . . ,pn)
• Effects vector e = (e1, . . . ,em)
• DTA(p) :Rn →Rm is the operator mapping the prices to effectsunder user equilibrium in the transport model.
The classical approach is:
minp
f (e)
such that e = DTA(p)
where f :Rm →R is the preference of the stakeholder.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelMultiple stakeholders
• S is the set of stakeholders.
• Every stakeholder s ∈ S has objective function:
fs(e) :Rm →R (1)
• Every stakeholder minimizes its objective by setting p.
• Because of the multiple objective functions a formulation as asimple mathematical problem is not feasible.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelMultiple stakeholders
• S is the set of stakeholders.
• Every stakeholder s ∈ S has objective function:
fs(e) :Rm →R (1)
• Every stakeholder minimizes its objective by setting p.
• Because of the multiple objective functions a formulation as asimple mathematical problem is not feasible.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelMultiple stakeholders
• S is the set of stakeholders.
• Every stakeholder s ∈ S has objective function:
fs(e) :Rm →R (1)
• Every stakeholder minimizes its objective by setting p.
• Because of the multiple objective functions a formulation as asimple mathematical problem is not feasible.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Stakeholders ModelGame Theoretical Approach
• Game theoretical solution algorithms are used.
• The stakeholders can either cooperate or act selfishly.• Under cooperation coalitions between stakeholders can be
formed and monetary transactions are allowed.• Without cooperation each stakeholder will make independent
decisions based on self-interest.
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Example
City A
City C
City B
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
Wrap-up
After graduation:
• Find out what you find important in your career!
• Doing PhD research is challenging and offers a lot more thanjust desktop work
Innovative Transport Pricing
• A comprehensive model framework is required to evaluate anddesign pricing measures
• Cooperation between stakeholders can improve the transportsystem
• The method provides insight for stakeholders in the benefit offorming a coalition (and can be used as decision supportsystem)
Before graduation PhD Research Innovative Transport Pricing Transport Model Stakeholders Model Wrap-up
[email protected]: 4.14