Adam Wierman
Carl F Braun Professor of Computing and Mathematical Sciences; Director, Information Science and Technology
B.S., Carnegie Mellon University, 2001; M.S., 2004; Ph.D., 2007. Assistant Professor, Caltech, 2007-12; Professor, 2012-24; Braun Professor, 2024-; Executive Officer, 2015-20; Associate Director, Information Science and Technology, 2015-16; Director, Information Science and Technology, 2016-.
Research interests: sustainable computing, online algorithms, online optimization, online learning, stochastic networks, applied probability, network economics
Overview
Adam Wierman's research strives to make the networked systems that govern our world sustainable and resilient. His lab develops new mathematical tools in machine learning, optimization, control, and economics and applies these tools to design new algorithms and markets with provable guarantees that can be deployed in data centers, the electricity grid, transportation systems, and beyond.
Related News
Read more newsPublications
- Su, Yu;Anand, Vivek et al. (2024) Learning-Augmented Energy-Aware List Scheduling for Precedence-Constrained TasksACM Transactions on Modeling and Performance Evaluation of Computing Systems
- Christianson, Nicolas;Sun, Bo et al. (2024) Risk-Sensitive Online AlgorithmsACM SIGMETRICS Performance Evaluation Review
- Yeh, Christopher;Yu, Jing et al. (2024) Online Learning for Robust Voltage Control Under Uncertain Grid TopologyIEEE Transactions on Smart Grid
- Feng, Jie;Shi, Yuanyuan et al. (2023) Stability Constrained Reinforcement Learning for Decentralized Real-Time Voltage ControlIEEE Transactions on Control of Network Systems
- Werner, Lucien;Christianson, Nicolas et al. (2023) Pricing Uncertainty in Stochastic Multi-Stage Electricity Markets
- Lale, Sahin;Shi, Yuanyuan et al. (2023) KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Discrete-Time Systems
- Lechowicz, Adam;Christianson, Nicolas et al. (2023) The Online Pause and Resume Problem: Optimal Algorithms and An Application to Carbon-Aware Load ShiftingProceedings of the ACM on Measurement and Analysis of Computing Systems
- Yu, Jing;Gupta, Varun et al. (2023) Online Adversarial Stabilization of Unknown Linear Time-Varying Systems
- Qin, Junjie;Vardi, Shai et al. (2023) Minimization Fractional Prophet Inequalities for Sequential ProcurementMathematics of Operations Research
- Shin, Sungho;Lin, Yiheng et al. (2023) Near-Optimal Distributed Linear-Quadratic Regulator for Networked SystemsSIAM Journal on Control and Optimization
Related Courses
2023-24
CS/EE/IDS 143 – Networks: Algorithms & Architecture
CS/EE 145 – Projects in Networking
CS 42 – Computer Science Education in K-14 Settings
2022-23
CMS/CS/EE/IDS 144 – Networks: Structure & Economics
CS/EE 145 – Projects in Networking
CS 42 – Computer Science Education in K-14 Settings
2021-22
CMS/CS/EE/IDS 144 – Networks: Structure & Economics
CS/EE 145 – Projects in Networking
CS 42 – Computer Science Education in K-14 Settings
2020-21
CMS/CS/EE/IDS 144 – Networks: Structure & Economics