Mobility Forum with Jinhua Zhao

Jinhua Zhao

Welcome to the Mobility Forum, where the leading minds in transportation come together to shape how we move. About Me: zhaojinhua.com Mobility Forum Newsletter signup: https://zhaojinhua.com/mf/

Episodes

  1. 3d ago

    What Does It Take to Operate a Driverless Fleet? Inside the Infrastructure of AV Fleet Operations with Ming Maa, CEO of Moove

    What does it take to keep a fleet of driverless vehicles running 24/7? Much of the autonomous vehicle conversation focuses on the technology inside the car. But once AV begin operating at scale, an entirely different set of challenges emerges: Where do they charge? Who cleans and maintains them? How do operators manage hundreds of vehicles across multiple facilities? Where does the electricity come from? And what must cities do to prepare? In this episode of Mobility Forum, Jinhua Zhao speaks with Ming Ma, co-founder and CEO of Moove AV, which operates Waymo fleet in Phoenix, Miami, and Las Vegas. Ming takes us behind the scenes of autonomous mobility—from charging, maintenance, sensor cleaning, parking, and fleet orchestration to power constraints, workforce needs, weather, deadheading, and the economics of operating robotaxis at scale. The autonomous vehicle itself may account for only 30–40% of its total five-year cost of operation. The remaining 60–70% comes from the operational ecosystem around it. The conversation also explores what this transition means for cities. Power availability, zoning, parking, pickup and drop-off design, and coordination with AV operators could increasingly determine how quickly and how effectively autonomous mobility scales. The autonomous vehicle may drive itself. But the system around it does not operate itself.

  2. 4d ago

    The Next Generation of Activity-Based Travel Demand Modeling with Michel Bierlaire

    EPFL's Michel Bierlaire — creator of Biogeme and one of the field's foundational voices in discrete choice modeling — joins Jinhua Zhao to lay out the next generation of travel demand models. The shift: from individual trips to full-day activity schedulesfrom an assumed decision hierarchy to every decision on the same level, with the data deciding the orderfrom isolated travelers to households, colleagues, and social networksfrom a static population snapshot to synthetic populations that live whole lives Michel explains: how to manage the choice set explosion in four moves: Formulate → Optimize → Choose → Estimate: billions of possible daily schedules written as constraints, solved without enumeration, simulated for random utility, and estimated from a sampled choice set.why the payoff is the broader set of questions a model can pose, not forecast precision: telework as a change in the primary activity, who wins and who loses below the segment average, trip chaining, school hours, off-peak rail demandhow a synthetic population acquires a life course: demographic priors updated against each censuswhat happened when the Swiss Federal Railways tested the method inside its own activity-based model The question for transportation agencies is not whether the latest activity based model is more precise. It is whether it allows us to ask—and answer—questions we could not before.

  3. Jun 14

    Microtransit at Scale: Via CEO Daniel Ramot on Citywide Transit and the AI in the Control Room

    How a DOT with no transit history, no appetite for risk, and a skeptical public built a microtransit system that works ? Arlington, Texas with 400,000 people, 99 square miles, 3 failed transit votes over 25 years— built citywide public transit for a fraction of the cost of conventional fixed-route transit. A ride is now available within a two-block walk of every resident. I sits down with Daniel Ramot, CEO of Via, and Alicia Winkelblech, Director of Transportation for the City of Arlington, Texas, who lived the transition firsthand. Via now serves 800+ cities across 30+ countries, powering microtransit, paratransit, school bus, transit planning, and autonomous-vehicle networks, and went public on the NYSE in 2025. This episode is for the practitioner staring at a bus network bleeding both ridership and budget. It walks Arlington's route from the inside: how to procure for outcomes instead of vehicles; how to de-risk a launch so a skeptical public will tolerate it; and whether on-demand transit can scale to meet the needs of growing cities, and what role it plays alongside fixed-route systems. We also covers the role of AI in the next generation of public transit. How Via is using it to reshape planning, scheduling, and real-time decision-making for DOT and cities. If we want to joint live session of Mobility Forum, subscribe here: https://zhaojinhua.com/mobility-forum/

Ratings & Reviews

5
out of 5
2 Ratings

About

Welcome to the Mobility Forum, where the leading minds in transportation come together to shape how we move. About Me: zhaojinhua.com Mobility Forum Newsletter signup: https://zhaojinhua.com/mf/