Carnegie Mellon University

The Vehicle Electrification Group at Carnegie Mellon University was founded by Professor Jeremy Michalek and Professor Jay Whitacre in 2009 to study systems-level issues of hybrid and plug-in vehicles. We have since expanded to study other vehicle and transportation trends, like ridehailing. Research areas include:

  1. Technology: Vehicle, battery, and electric power systems, design, control and optimization
  2. Life-cycle: economic, environmental, and energy security implications
  3. Behavior: technology adoption and driver behavior
  4. Policy: policy-relevant technical findings and policy analysis

Top Findings: Technology

EV Batteries

  • Fast-charging EVs can degrade nickel-cobalt batteries quickly; iron batteries take more abuse [study]
  • Mobilizing grid-scale energy storage via EV trucks can improve profitability, reduce grid congestion [study]
  • Big factories won't make EV batteries cheap [study] [press release]
  • EV batteries degrade faster in hot weather, aggressive driving [study]
  • Battery experts see incremental engineering driving near term costs down, not breakthrough technology [study]
  • EV range, efficiency are better in mild weather regions [study] [press release] [Science Magazine] [podcast]

EV Charging

Parking Systems

  • Parking reservation systems increase accommodation in ideal conditions but can make things worse when arrival times are uncertain [study 1, study 2]

Top Findings: Life Cycle

Environment

Economics

  • When retiring EV batteries: repurpose LFP, recycle NCA, sort NMC [study]
  • EV battery supply chain vulnerabilities depend on battery chemistry [study] [thread]
  • Electrifying Uber & Lyft helps climate, hurts traffic & pollution, offers overall externality benefits to society [study]
  • Uber and Lyft are cleaning air but clogging streets and increasing climate change [study] [press release]
  • Three studies optimize plug-in vehicle fleets for minimum cost & GHGs [study 1] [study 2] [study 3]

Top Findings: Behavior

Electric Vehicle Adoption

  • Most pickup truck owners are open to EVs if range and cost improve [study]
  • Multi-vehicle households adopt EVs more often [study]
  • Consumers haven't changed -- technology advancement is driving EV adoption [story][study]
  • Drivers may be willing to try other fuels, pay for climate benefits [study]
  • China may adopt EVs first [study] [press release] [podcast]
  • Limited residential parking is a barrier to widespread EV adoption [study] [press release]
  • Vehicle sales predictions hinge on how competitors are represented [study 1] [study 2]
  • Combining sales & survey data can improve understanding of vehicle purchase behavior, under the right conditions [study]
  • Consumer preferences for one automobile can be shifted by the presence of another automobile [study]
  • For automotive sales forecasts, bias isn't always bad [study]

Ridehailing

Autonomous Vehicles

  • Consumers are willing to pay somewhat less for grocery delivery when autonomous [study]
  • Autonomous grocery delivery increases road congestion in many scenarios, but factors like off-peak delivery timing can reverse this effect [study]
  • Drones that hitchhike on public buses or use recharging points can have competitive rapid delivery times and greenhouse gas emissions [study

Top Findings: Public Policy

EV Policy

  • US proposal revoking power to regulate greenhouse gas emissions and vehicle emissions is flawed [public comment][news summary]
  • US industrial policy may reduce electric vehicle supply chain vulnerabilities [study]
  • Transportation policy effects on used car fleet externalities may be smaller than previously assumed [study]
  • State zero-emissions vehicle mandates increase GHG emissions due to features in federal standards [study]
  • Problems with the rollback of federal car and light truck fuel economy standards [op-ed] [public comment]
  • US alternative fuel vehicle adoption triggers higher-emitting fleets [study] [press release]
  • Public charging infrastructure an expensive way to save gasoline [study] [press release].

Ridehailing Policy

  • If Uber/Lyft fleets paid the cost of their emissions, they would electrify more [study] [press release]

Automotive policy

  • After state safety inspection mandates were removed, vehicle ownership rose, but travel and gasoline consumption didn't [study]

Affiliations

Academic Units

Research Groups