Electric Vehicles

Advancing Alternative Fuel Aviation Technologies in California

Liu, Yati
Hansen, Mark
Ro, Jin Wook
Murphy, Colin W.
2025

The aviation sector in California is facing increased pressure to reduce its carbon footprint, leading to a growing interest in alternative fuel aviation (AFA) technologies such as sustainable aviation fuel (SAF), as well as electric- and hydrogen- powered aircraft. The report develops a California Aviation Energy Model (CAVEM), examining various AFA technologies and analyzing possible policy options. The analysis emphasizes the importance of SAF in the short term, with projections indicating sufficient supply for intrastate flights and capped vegetable oil-based fuel consumption. Long-...

A Network Spatial Analysis Simulating Response Time to Calls for Service at Variable Staffing Levels

Clark, Callie
Dangwal, Chitra
Kato, Dylan
Gonzalez, Marta
2022

In light of recent events, there has been a surge in discussions of defunding police. On one hand, policy that reduces police presence aims to reduce frequency of police violence. On the other hand, downsizing the police force triggers concerns of public safety and police response time. In this work, we use spatial analysis to examine the impact a reduced police force may have on response time. Modeling the transportation system of Chicago as a network, we simulate the response of police officers from stations to incidents. We then use this simulation to calculate the impacts of resource...

Deadline Differentiated Dynamic EV Charging Price Menu Design

Lu, Chenbei
Wu, Jiaman
Cui, Jingshi
Xu, Yanyan
Wu, Chenye
Gonzalez, Marta C.
2023

The increasing number of electric vehicles (EVs) on the road brings both opportunities and challenges to the power system. For the EV charging stations (EVCSs), it is often difficult to conduct effective operations due to the incomplete information in EVs’ departure times and the opacity of their preference information. To tackle this challenge, we seek to design the optimal deadline differentiated dynamic price menu that offers multiple choice-pairs of deadlines and charging prices. We prove that such price menus can incentivize EVs to truthfully reveal their departure time. We then...

EEZ Mobility: A Toolf or Modeling Equitable Installation of Electric Vehicle Charging Stations

Clark, Callie
Ozturk, Ayse Tugba
Hong, Preston
Gonzalez, Marta C.
Moura, Scott J.
2022

Public electric vehicle (EV) chargers are unevenly distributed in California with respect to income, race and education-levels. This creates inequitable access to electric mobility especially for low-income communities of color, which. are less likely to have access to home charging stations. These vulnerable communities are also more likely to be located in areas with poor air quality and would therefore benefit from EV adoption. Currently programs exist in California that fund incentives for public EV chargers in “Disadvantaged Communities” but the process for identifying these...

Multimicrogrid Load Balancing Through EV Charging Networks

Chen, Xi
Wang, Haihui
Wu, Fan
Wu, Yujie
González, Marta C.
Zhang, Junshan
2022

Energy demand and supply vary from area to area, where an unbalanced load may occur and endanger the system security constraints and cause significant differences in the locational marginal price (LMP) in the power system. With the increasing proportion of local renewable energy (RE) sources in microgrids that are connected to the power grid and the growing number of electric vehicle (EV) charging loads, the imbalance will be further magnified. In this article, we first model the EV charging network as a cyber–physical system (CPS) that is coupled with both the transportation networks and...

Optimized PV-coupled Battery Systems for Combining Applications: Impact of Battery Technology and Geography

Pena-Bello, A.
Barbour, E.
Gonzalez, M. C.
Patel, M. K.
Parra, D.
2019

Interest in residential batteries to supply photovoltaic (PV) electricity on demand is increasing, however they are not profitable yet. Combining applications has been suggested as a way to increase their attractiveness, but the extent to which this can be achieved, as well as how the different value propositions may affect the optimal battery technology, remain unclear. In this study, we develop an open-source optimization framework to determine the best-suited battery technology depending on the size and the applications combined, including PV self-consumption, demand load-shifting,...

Optimized PV-coupled Battery Systems for Combining Applications: Impact of Battery Technology and Geography

Pena-Bello, A.
Barbour, E.
Gonzalez, M. C.
Patel, M. K.
Parra, D.
2019

Interest in residential batteries to supply photovoltaic (PV) electricity on demand is increasing, however they are not profitable yet. Combining applications has been suggested as a way to increase their attractiveness, but the extent to which this can be achieved, as well as how the different value propositions may affect the optimal battery technology, remain unclear. In this study, we develop an open-source optimization framework to determine the best-suited battery technology depending on the size and the applications combined, including PV self-consumption, demand load-shifting,...

Joint Price and Power MPC for Peak Power Reduction at Workplace EV Charging Stations

Cambronne, Thibaud
Bobick, Samuel
Zeng, Wente
Moura, Scott
2025

Demand charge often constitutes a significant portion of electricity costs for commercial electric vehicle (EV) charging station operators. This paper explores control methods to reduce peak power consumption at workplace EV charging stations in a joint price and power optimization framework. We optimize a menu of price options to incentivize users to select controllable charging service. Using this framework, we propose a model predictive control approach to reduce both demand charge and overall operator costs. Through a Monte Carlo simulation, we find that our algorithm outperforms a...

Joint Price and Power Optimization Experiment for Workplace Charging Stations

Ozturk, Ayse Tugba
Obeid, Hassan
Zeng, Teng
Zeng, Wente
Moura, Scott J.
2025

Workplace electric vehicle (EV) charging infrastructure is a key enabler of sustainable urban transitions—by facilitating daytime charging aligned with renewable energy and expanding access for drivers without home-charging options. However, financial sustainability remains challenging as these services are often provided for free or at flat rates. This paper demonstrates the effectiveness of joint price and power optimization in increasing revenue and shifting load at workplace charging stations. We integrate empirically estimated behavioral models to influence user decisions through...