Event Calendar
Past Event
NUTC Seminar Series: "Robust CAV Coordinated In-Vehicle Routing leveraging Game Theories, Machine Learning, and Distributed Optimization"- Dr. Lili Du | University of Florida | April 25, 2024
Northwestern University Transportation Center
4:00 PM
//
Ruan Conference Room, Chambers Hall
Details
Dr. Lili Du
Professor
University of Florida
Abstract:
In recent years, wireless communication, onboard computation facilities, and advanced sensor techniques have enabled a well-connected and data-rich transportation system, i.e., connected vehicle systems (CVS). Even though the CVS has been granted a great potential to smartly route travelers (or CVs) to avoid traffic congestion, scholars have recognized that as the majority of vehicles become CVs, current real-time information provision and routing methods may worsen traffic congestion, given each CV still selfishly and independently chooses its own shortest path (independent routing). This inherent deficiency of the current routing methods is rooted in the inconsistency between system performance and individual vehicles' route choice behavior. Motivated by this view, our studies have introduced a novel Coordinated In-Vehicle Routing Mechanism (CRM), which used various game theories to coordinate CVs' routing decisions en route to address the overreaction phenomenon and the associated flash crowds. Drawing upon the foundational seed model, our research delved deeper into the development of information perturbation-aided CRM (IP-CRM) and correlated game-based CRM (CeRM), which strategically alter traffic information provision (travel time or route choice preferences) to CVs for mitigating network-wide congestion. Our investigations embraced a multidisciplinary approach, including computer simulation, machine learning, distributed optimization, and gradient coding schemes, to identify optimal information perturbation schemes, recommend optimal route choice preferences, tackle scalability challenges, and enhance the robustness of the CRMs against communication failures. Numerical experiments built upon the Sioux Falls network validated and confirmed the merits of our approaches.
Bio:
Dr. Lili Du is currently working as an NRC renowned Research Associate at the Federal Highway Administration-Turner-Fairbank Highway Research Center, and she is also a Professor in the Civil and Coastal Engineering Department, University of Florida. She received her Ph.D. degree in Decision Sciences and Engineering Systems with a minor in Operations Research and Statistics from Rensselaer Polytechnic Institute in 2008. Dr. Du's research is characterized by integrating operations research, network modeling, game theory, control theory, AI, and statistical methods into traffic flow analysis, transportation system analysis, urban planning, and network modeling. Her current research mainly focuses on the impacts of connected and/or autonomous vehicles and electric vehicles, mobility on demand, smart curb, network resilience, and traffic flow analysis. Dr. Du's research has been published in Transportation Research Part B, Part C, and Part D, IEEE Transactions on ITS, Networks, and Spatial Economics. Her research has been funded by NSF, State DOTs, STRIDE UTC, FMRI UTC, and Toyota InfoTechnology Center. Dr. Du was a recipient of the NSF CAREER award in 2016. Her project, "Driverless City" won the First Nayar Prize at IIT. She is the founding and active chair of both TRB AEP40-4 subcommittee on Emerging Technologies in Network Modeling and ASCE-T&DI Artificial Intelligence in Transportation Committee. She serves as an editor for Transportation Research Part B: Methodological and an associate editor for IEEE Transactions on Intelligent Transportation Systems, Journal of Intelligent Transportation Systems.
Time
Thursday, April 25, 2024 at 4:00 PM - 5:00 PM
Location
Ruan Conference Room, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center
NUTC Exec Ed (Summer 2026) Freight Transportation & Logistics
Northwestern University Transportation Center
8:00 AM
//
Ruan Conference Center, Chambers Hall
Details
EXECUTIVE EDUCATION SERIES
Freight Transportation & Logistics:
Resilient Freight Leadership: Navigating Recovery, Disruption, and the Future of Moving Freight
July 20-22, 2026
CLICK TO REGISTER - JULY 2026
Northwestern University Transportation Center’s (NUTC) 2026 Executive Education Freight Transportation & Logistics program, Resilient Freight Leadership - Navigating Recovery, Disruption, and the Future of Moving Freight, will be offered on July 20-22 at NUTC headquarters in Evanston.
Over the last couple of years, the global logistics community has managed challenges across the first, middle, and final mile. The ongoing global turbulence associated with war-related disruptions and complex tariff policies in the supply of various commodities, labor recruitment challenges, and inflation have continued to pressure supply chains and increase volatility on both the demand and supply sides. Even with a gradual recovery from the “freight recession,” other economic and operational uncertainties will continue to impact the freight transportation system across every mode and across all geographies. In this essential three-day Executive Education program, Northwestern faculty and industry experts will provide fundamental knowledge and practical insights for managing through these challenges and beyond.
NUTC’s Freight Transportation & Logistics three-day Executive Education program has a proven track record of delivering current and forward-looking insight and actionable knowledge into North American/global transportation and supply chains. From domestic transportation (intermodal, parcel and last mile delivery, rail, third-party logistics, trucking, warehousing), to international transportation (air cargo, ocean shipping, ports, sourcing), the program provides an unmatched view into how freight moves. Attendees will get a first-hand look at domestic and international logistics and supply chain trends and learn how to leverage freight management technology and data analytics for greater efficiency and resilience. This program is specifically designed for early- to mid-level transportation managers, at both carriers and shippers, to deepen their overall knowledge of the freight transportation ecosystem.
Program content will be thoroughly integrated by our instructors, so that participants will gain a comprehensive understanding and view of both domestic and international transportation sectors. The program is interactive in nature and will provide many opportunities for discussions with faculty and fellow participants. Prior knowledge and experience in logistics, transportation and supply chain management will be useful, but is not a prerequisite.
INSTRUCTORS
Mark Baxa - President and CEO, CSCMP
Mike Brennan - Advisor, Farmer’s Fridge
Mike Burton – CEO, MEDLOG
Eric Jakubowski - Rail consultant
Shawn McWhorter - President (Americas Region), Nippon Cargo Airlines
Marty O'Hara - CenterPoint Properties, VP Strategic Projects & Planning
Chris Pickett - Chief Operating Officer, Flock Freight
Steven Rothberg - Founding Partner, Mercator International
Ian Savage - Associate Chair and Professor of Instruction in Economics, Northwestern
Joseph L. Schofer - Professor Emeritus of Civil and Environmental Engineering, Northwestern
Bill Seliger - Director, Amazon Delivery Central Operations, Amazon
Dana Thompson - Transportation and Logistics Strategy Consultant, Timothy L Jones & Associates
Jan Van Mieghem - A.C. Buehler Professor & Deputy Dean, Kellogg School of Management, Northwestern
Justin Zubrod - Managing Partner, Justin Zubrod & Co.
TOPICS
Freight Transportation & Logistics Trends
Data Science & Transportation Analytics
Managing Under Uncertainty
Global Sourcing (On / Near-Shoring) Strategy
Freight & Logistics Operations:
> Air Cargo
> Intermodal
> Ocean Shipping and Ports
> Rail
> Trucking
> 3PL/4PL, Brokerage, Warehouse
Package / Parcel Shipping & Last-Mile Services
Freight Performance Measurement
Transportation Pricing & Costs
Future of Freight Technology and Trends
REGISTRATION
Registration includes attendee tuition, materials, breakfast, lunch and a welcome reception.
For group rates, please contact Bret Johnson.
General Registration (early bird $2500) (increase to $3,000 on June 20)
Business Advisory Council Company Employees ($2,200)
Look up Business Advisory Council companies
Government & Academic Professionals ($2,300)
CLICK TO REGISTER - JULY 2026
Time
Monday, July 20, 2026 at 8:00 AM - 5:00 PM
Location
Ruan Conference Center, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center
NUTC Exec Ed (Summer 2026) Freight Transportation & Logistics
Northwestern University Transportation Center
8:00 AM
//
Ruan Conference Center, Chambers Hall
Details
EXECUTIVE EDUCATION SERIES
Freight Transportation & Logistics:
Resilient Freight Leadership: Navigating Recovery, Disruption, and the Future of Moving Freight
July 20-22, 2026
CLICK TO REGISTER - JULY 2026
Northwestern University Transportation Center’s (NUTC) 2026 Executive Education Freight Transportation & Logistics program, Resilient Freight Leadership - Navigating Recovery, Disruption, and the Future of Moving Freight, will be offered on July 20-22 at NUTC headquarters in Evanston.
Over the last couple of years, the global logistics community has managed challenges across the first, middle, and final mile. The ongoing global turbulence associated with war-related disruptions and complex tariff policies in the supply of various commodities, labor recruitment challenges, and inflation have continued to pressure supply chains and increase volatility on both the demand and supply sides. Even with a gradual recovery from the “freight recession,” other economic and operational uncertainties will continue to impact the freight transportation system across every mode and across all geographies. In this essential three-day Executive Education program, Northwestern faculty and industry experts will provide fundamental knowledge and practical insights for managing through these challenges and beyond.
NUTC’s Freight Transportation & Logistics three-day Executive Education program has a proven track record of delivering current and forward-looking insight and actionable knowledge into North American/global transportation and supply chains. From domestic transportation (intermodal, parcel and last mile delivery, rail, third-party logistics, trucking, warehousing), to international transportation (air cargo, ocean shipping, ports, sourcing), the program provides an unmatched view into how freight moves. Attendees will get a first-hand look at domestic and international logistics and supply chain trends and learn how to leverage freight management technology and data analytics for greater efficiency and resilience. This program is specifically designed for early- to mid-level transportation managers, at both carriers and shippers, to deepen their overall knowledge of the freight transportation ecosystem.
Program content will be thoroughly integrated by our instructors, so that participants will gain a comprehensive understanding and view of both domestic and international transportation sectors. The program is interactive in nature and will provide many opportunities for discussions with faculty and fellow participants. Prior knowledge and experience in logistics, transportation and supply chain management will be useful, but is not a prerequisite.
INSTRUCTORS
Mark Baxa - President and CEO, CSCMP
Mike Brennan - Advisor, Farmer’s Fridge
Mike Burton – CEO, MEDLOG
Eric Jakubowski - Rail consultant
Shawn McWhorter - President (Americas Region), Nippon Cargo Airlines
Marty O'Hara - CenterPoint Properties, VP Strategic Projects & Planning
Chris Pickett - Chief Operating Officer, Flock Freight
Steven Rothberg - Founding Partner, Mercator International
Ian Savage - Associate Chair and Professor of Instruction in Economics, Northwestern
Joseph L. Schofer - Professor Emeritus of Civil and Environmental Engineering, Northwestern
Bill Seliger - Director, Amazon Delivery Central Operations, Amazon
Dana Thompson - Transportation and Logistics Strategy Consultant, Timothy L Jones & Associates
Jan Van Mieghem - A.C. Buehler Professor & Deputy Dean, Kellogg School of Management, Northwestern
Justin Zubrod - Managing Partner, Justin Zubrod & Co.
TOPICS
Freight Transportation & Logistics Trends
Data Science & Transportation Analytics
Managing Under Uncertainty
Global Sourcing (On / Near-Shoring) Strategy
Freight & Logistics Operations:
> Air Cargo
> Intermodal
> Ocean Shipping and Ports
> Rail
> Trucking
> 3PL/4PL, Brokerage, Warehouse
Package / Parcel Shipping & Last-Mile Services
Freight Performance Measurement
Transportation Pricing & Costs
Future of Freight Technology and Trends
REGISTRATION
Registration includes attendee tuition, materials, breakfast, lunch and a welcome reception.
For group rates, please contact Bret Johnson.
General Registration (early bird $2500) (increase to $3,000 on June 20)
Business Advisory Council Company Employees ($2,200)
Look up Business Advisory Council companies
Government & Academic Professionals ($2,300)
CLICK TO REGISTER - JULY 2026
Time
Tuesday, July 21, 2026 at 8:00 AM - 5:00 PM
Location
Ruan Conference Center, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center
NUTC Exec Ed (Summer 2026) Freight Transportation & Logistics
Northwestern University Transportation Center
8:00 AM
//
Ruan Conference Center, Chambers Hall
Details
EXECUTIVE EDUCATION SERIES
Freight Transportation & Logistics:
Resilient Freight Leadership: Navigating Recovery, Disruption, and the Future of Moving Freight
July 20-22, 2026
CLICK TO REGISTER - JULY 2026
Northwestern University Transportation Center’s (NUTC) 2026 Executive Education Freight Transportation & Logistics program, Resilient Freight Leadership - Navigating Recovery, Disruption, and the Future of Moving Freight, will be offered on July 20-22 at NUTC headquarters in Evanston.
Over the last couple of years, the global logistics community has managed challenges across the first, middle, and final mile. The ongoing global turbulence associated with war-related disruptions and complex tariff policies in the supply of various commodities, labor recruitment challenges, and inflation have continued to pressure supply chains and increase volatility on both the demand and supply sides. Even with a gradual recovery from the “freight recession,” other economic and operational uncertainties will continue to impact the freight transportation system across every mode and across all geographies. In this essential three-day Executive Education program, Northwestern faculty and industry experts will provide fundamental knowledge and practical insights for managing through these challenges and beyond.
NUTC’s Freight Transportation & Logistics three-day Executive Education program has a proven track record of delivering current and forward-looking insight and actionable knowledge into North American/global transportation and supply chains. From domestic transportation (intermodal, parcel and last mile delivery, rail, third-party logistics, trucking, warehousing), to international transportation (air cargo, ocean shipping, ports, sourcing), the program provides an unmatched view into how freight moves. Attendees will get a first-hand look at domestic and international logistics and supply chain trends and learn how to leverage freight management technology and data analytics for greater efficiency and resilience. This program is specifically designed for early- to mid-level transportation managers, at both carriers and shippers, to deepen their overall knowledge of the freight transportation ecosystem.
Program content will be thoroughly integrated by our instructors, so that participants will gain a comprehensive understanding and view of both domestic and international transportation sectors. The program is interactive in nature and will provide many opportunities for discussions with faculty and fellow participants. Prior knowledge and experience in logistics, transportation and supply chain management will be useful, but is not a prerequisite.
INSTRUCTORS
Mark Baxa - President and CEO, CSCMP
Mike Brennan - Advisor, Farmer’s Fridge
Mike Burton – CEO, MEDLOG
Eric Jakubowski - Rail consultant
Shawn McWhorter - President (Americas Region), Nippon Cargo Airlines
Marty O'Hara - CenterPoint Properties, VP Strategic Projects & Planning
Chris Pickett - Chief Operating Officer, Flock Freight
Steven Rothberg - Founding Partner, Mercator International
Ian Savage - Associate Chair and Professor of Instruction in Economics, Northwestern
Joseph L. Schofer - Professor Emeritus of Civil and Environmental Engineering, Northwestern
Bill Seliger - Director, Amazon Delivery Central Operations, Amazon
Dana Thompson - Transportation and Logistics Strategy Consultant, Timothy L Jones & Associates
Jan Van Mieghem - A.C. Buehler Professor & Deputy Dean, Kellogg School of Management, Northwestern
Justin Zubrod - Managing Partner, Justin Zubrod & Co.
TOPICS
Freight Transportation & Logistics Trends
Data Science & Transportation Analytics
Managing Under Uncertainty
Global Sourcing (On / Near-Shoring) Strategy
Freight & Logistics Operations:
> Air Cargo
> Intermodal
> Ocean Shipping and Ports
> Rail
> Trucking
> 3PL/4PL, Brokerage, Warehouse
Package / Parcel Shipping & Last-Mile Services
Freight Performance Measurement
Transportation Pricing & Costs
Future of Freight Technology and Trends
REGISTRATION
Registration includes attendee tuition, materials, breakfast, lunch and a welcome reception.
For group rates, please contact Bret Johnson.
General Registration (early bird $2500) (increase to $3,000 on June 20)
Business Advisory Council Company Employees ($2,200)
Look up Business Advisory Council companies
Government & Academic Professionals ($2,300)
CLICK TO REGISTER - JULY 2026
Time
Wednesday, July 22, 2026 at 8:00 AM - 5:00 PM
Location
Ruan Conference Center, Chambers Hall Map
Contact
Calendar
Northwestern University Transportation Center