Cao, Yankai

Cao, Yankai

people

Yankai Cao

Associate Professor
yankai.cao@ubc.ca
Home department: Chemical and Biological Engineering
Website: Cao Research Group


Research Interests

  • Machine Learning
  • Large-scale Optimization
  • Energy Systems
  • Process Control

Current Research Work

My research group focuses on the design and implementation of large-scale local and global optimization algorithms to tackle problems that arise in diverse decision-making paradigms such as machine learning, stochastic optimization, and optimal control. Our algorithms combine mathematical techniques and emerging high-performance computing hardware to achieve computational scalability.

The problems that we are addressing are of unprecedented complexity and defy the state-of-the-art. For example, in our recent work, we developed a novel global optimization algorithm capable of solving k-center clustering problems (an unsupervised learning task) with up to 1 billion samples, while state-of-the-art approaches in the literature can only address several thousand samples.

We are currently using our tools to address engineering and scientific questions that arise in diverse application domains, including optimal decision trees, optimal clustering, deep-learning-based control, optimal power system planning, AI for bioprocess operation, and optimal design of zero energy buildings.

Steen, John

people

John Steen

Associate Professor, Mining Engineering
Director of the Bradshaw Research Initiative in Minerals and Mining (BRIMM)
john.steen@ubc.ca
Home department: https://mining.ubc.ca/person/john-steen/
Website: https://brimm.ubc.ca/people/john-steen/

Yazdan Panah, Fahimeh

people

Fahimeh Yazdan Panah

Project Lead – Biomass Canada
UBC Biomass and Bioenergy Research Group
fahimeh.yazdanpanah@ubc.ca

Upham, Chester

people

Chester Upham

Assistant Professor, Chemical and Biological Engineering
chester.upham@ubc.ca
Home department: https://chbe.ubc.ca/chester-upham/
Website: https://upham.chbe.ubc.ca/

Wetton, Brian

people

Brian Wetton

Professor, Department of Mathematics
wetton@math.ubc.ca
Home department: https://www.math.ubc.ca/user/2722/1000

Bonakdarpour, Arman

people

Arman Bonakdarpour

Adjunct Professor
arman@chbe.ubc.ca
Home department: Chemical and Biological Engineering


Research Interests

  • Electrochemical Technologies
  • Advanced Battery Materials
  • Li-ion and Na-based Batteries
  • Materials Synthesis and Characterizations
  • Hydrogen Fuel Cells and Electrolysis
  • Electrocatalysis
  • Diagnostics and Modeling

Research Projects

My research spans a broad spectrum of electrochemical science and technologies, including advanced batteries (aqueous and non-aqueous), hydrogen systems such as fuel cells, electrolysis, and hydrogen storage, as well as electrochemical approaches for water treatment and the conversion of waste into value-added chemicals. I am particularly interested in the development of novel materials and their characterization using a range of physical techniques, diagnostics, electroanalytical methods, and modeling—and more recently, in the application of AI and machine learning to battery cycle life and degradation. Recent and past collaborations with industrial and governmental partners have included Anodyne, E-One Moli Energy, Ballard Power Systems, Fraunhofer Institute, the National Research Council, Johnson Matthey, 3M, and others.

I am currently engaged in a collaborative Challenge project with the National Research Council, developing oxygen evolution catalysts and transport layers for electrolyzers. Another active area includes sodium-based batteries, with a focus on materials and cell architectures tailored for extreme environmental conditions, ranging from high temperatures to arctic cold.

Giang, Amanda

people

Amanda Giang

Assistant Professor
amanda.giang@ubc.ca
Home department: Mechanical Engineering
Website: https://www.leap-ires.org/


Research Interests

  • Her research addresses environmental policy analysis challenges through an interdisciplinary lens, with a focus on developing better modeling tools and methods for assessing and addressing pollution and environmental injustice, and understanding the links between air quality, decarbonization, and equity to inform planning decisions. This research is often action-oriented and in partnership with community groups and government environment and health authorities.

Current Research Projects

  • Enhancing the air quality and equity benefits of decarbonizing freight transport
  • Developing methods to assess and address cumulative environmental impacts for overburdened communities
  • Holistic assessment of environmental impacts in technology design

UBC Clean Energy Research Centre NEW Director