{"id":84,"date":"2017-08-17T16:05:02","date_gmt":"2017-08-18T00:05:02","guid":{"rendered":"http:\/\/depts.washington.edu\/uwrainlab\/?page_id=84"},"modified":"2020-11-19T18:49:25","modified_gmt":"2020-11-20T02:49:25","slug":"siavash-alemzadeh","status":"publish","type":"page","link":"http:\/\/depts.washington.edu\/uwrainlab\/siavash-alemzadeh\/","title":{"rendered":"Siavash Alemzadeh"},"content":{"rendered":"

\"\"I’m a PhD candidate in the Robotics, Aerospace, Information, and Networks (RAIN) lab located at the William E. Boeing department of Aeronautics and Astronautics. Before that, I completed my undergraduate in Mechanical Engineering from Sharif University of Technology in 2014 and my master’s degree in Mechanical Engineering from University of Washington in 2016. I am also enrolled in a concurrent master’s degree in Applied Mathematics at University of Washington. <\/span>I am passionate about solving new problems using tools from engineering, mathematics, and simulations. I am interested in both theoretic and applied aspects of problems in machine learning, reinforcement learning, and control theory. I am also curious about large-scale planning and control of real-world systems such as robotics swarms, infrastructure platforms, transportation, and social networks. <\/span>My portfolio spans a wide range of numerical and theoretical analysis of data-driven control and reinforcement learning for multiagent settings. <\/span>In my leisure time, I watch and play soccer, play the piano, cook, and read.<\/span><\/p>\n

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Links:\u00a0 \u00a0\"\"<\/a>\u00a0 \u00a0\"\"<\/a>\u00a0 \u00a0\"\"<\/a> \u00a0 \"\"<\/a> \u00a0 \"\"<\/a><\/h3>\n\n\n\n\n\t\n\t\n\t\n\t\n\t\n\t
Education <\/b><\/td><\/td><\/td>\n<\/tr>\n
PhD in Aeronautics and Astronautics<\/td> University of Washington<\/td> 2015-Present<\/td>\n<\/tr>\n
MS in Applied Mathematics<\/td> University of Washington<\/td> 2018-present<\/td>\n<\/tr>\n
MS in Mechanical Engineering<\/td> University of Washington<\/td> 2014-2016<\/td>\n<\/tr>\n
BS in Mechanical Engineering<\/td> Sharif University of Technology<\/td> 2009-2014<\/td>\n<\/tr>\n
<\/td><\/td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\t\n\t\n\t
Work Experience <\/b><\/td>\n<\/tr>\n
Research Intern at Honda Research Institute, San Jose CA, 2020<\/td>\n<\/tr>\n
Research Intern at NEC Laboratories America, San Jose CA, 2019 <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\t\n\t\n\t\n\t
Research Interests <\/b><\/td><\/td>\n<\/tr>\n
Machine Learning for Control<\/td> Reinforcement Learning<\/td>\n<\/tr>\n
Multiagent Systems<\/td> Distributed Control and Optimization<\/td>\n<\/tr>\n
<\/td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\t\n\t\n\t\n\t\n\t\n\t\n\t\n\t\n\t\n\t\n\t
Publications <\/b><\/td><\/td><\/td><\/td>\n<\/tr>\n
Adaptive Traffic Control with Deep Reinforcement Learning: Towards State-of-the-art and Beyond
\n Siavash Alemzadeh <\/b>, Ramin Moslemi, Ratnesh Sharma, Mehran Mesbahi<\/td>		 Submitted<\/td> Link <\/a><\/td> Code <\/a><\/td>\n<\/tr>\n
On Regularizability and its Application to OnlineControl of Unstable LTI Systems
\n Shahriar Talebi, Siavash Alemzadeh <\/b>, Newsha Rahimi, Mehran Mesbahi<\/td>		 Submitted<\/td> Link <\/a><\/td> Code <\/a><\/td>\n<\/tr>\n
Deep Learning-based Resource Allocation for Infrastructure Resilience
\n Siavash Alemzadeh <\/b>, Hesam Talebiyan, Shahriar Talebi, Leonardo Duenas-Osorio, Mehran Mesbahi<\/td>		 ICTAI 2020<\/td> Link <\/a><\/td> Code <\/a><\/td>\n<\/tr>\n
Online Regulation of Unstable LTI Systems from a Single Trajectory
\n Shahriar Talebi, Siavash Alemzadeh <\/b>, Newsha Rahimi, Mehran Mesbahi<\/td>		 CDC 2020<\/td> Link <\/a><\/td> Code <\/a><\/td>\n<\/tr>\n
Distributed Learning in Network Games: a Dual Averaging Approach
\n Shahriar Talebi, Siavash Alemzadeh <\/b>, Lillian Ratliff, Mehran Mesbahi<\/td>		 CDC 2019<\/td>Link<\/a><\/td>-<\/td>\n<\/tr>\n
Distributed Q-Learning for Dynamically Decoupled Systems
\n Siavash Alemzadeh <\/b>, Mehran Mesbahi<\/td>		 ACC 2019<\/td>Link<\/a><\/td>-<\/td>\n<\/tr>\n
Influence Models on Layered Uncertain Networks:\u00a0A Guaranteed-Cost Design Perspective
\n Siavash Alemzadeh <\/b>, Mehran Mesbahi<\/td>		 CDC 2018<\/td>Link<\/a><\/td>-<\/td>\n<\/tr>\n
Linear Model Regression on Time-series Data: Non-asymptotic Error Bounds and Applications
\n Atiye Alaeddini, Siavash Alemzadeh <\/b>, Afshin Mesbahi, Mehran Mesbahi<\/td>		 CDC 2018<\/td> Link<\/a><\/td>-<\/td>\n<\/tr>\n
Controllability and Data-Driven Identification of Bipartite Consensus on Nonlinear Signed Networks
\n Mathias Hudoba de Badyn, Siavash Alemzadeh <\/b>, Mehran Mesbahi<\/td>		 CDC 2017<\/td> Link<\/a><\/td>-<\/td>\n<\/tr>\n
Controllability and Stabilizablity Analysis of Signed Consensus Networks
\n Siavash Alemzadeh <\/b>, Mathias Hudoba de Badyn, Mehran Mesbahi<\/td>		 CCTA 2017<\/td> Link<\/a><\/td>-<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\t\n\t\n\t\n\t\n\t\n\t\n\t\n\t\n\t\n\t
Talks <\/b><\/td><\/td><\/td>\n<\/tr>\n
Resource Allocation for Infrastructure Resilience using Artificial Neural Networks<\/td> ICTAI 2020<\/td>-<\/td>\n<\/tr>\n
Distributed Q-Learning for Dynamically Decoupled Systems <\/td> Microsoft Research<\/td>Link<\/a> <\/td>\n<\/tr>\n
Applications of Networked Dynamical Systems in Social Networks<\/td> Guest Lecture - Networked Systems<\/td> Link<\/a><\/td>\n<\/tr>\n
Optimization and Control for the Resilience of the Interdependent Networks<\/td> NSF CRISP Workshop<\/td> Link<\/a><\/td>\n<\/tr>\n
Distributed Q-Learning for Dynamically Decoupled Systems<\/td> ACC 2019<\/td> Link<\/a><\/td>\n<\/tr>\n
A Compositional Approach for Modeling and Control of Layered Networks <\/td> INFORMS 2018 <\/td>Link<\/a> <\/td>\n<\/tr>\n
Influence Models on Layered Uncertain Networks: A Guaranteed-Cost Perspective<\/td> CDC 2018 <\/td>Link<\/a> <\/td>\n<\/tr>\n
Controllability and Stabilizablity Analysis of Signed Consensus Networks<\/td> CCTA 2017<\/td> Link<\/a><\/td>\n<\/tr>\n
<\/td><\/td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n","protected":false},"excerpt":{"rendered":"

I’m a PhD candidate in the Robotics, Aerospace, Information, and Networks (RAIN) lab located at the William E. Boeing department of Aeronautics and Astronautics. Before that, I completed my undergraduate in Mechanical Engineering from Sharif University of Technology in 2014 and my master’s degree in Mechanical Engineering from University of Washington in 2016. I am […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"http:\/\/depts.washington.edu\/uwrainlab\/wp-json\/wp\/v2\/pages\/84"}],"collection":[{"href":"http:\/\/depts.washington.edu\/uwrainlab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/depts.washington.edu\/uwrainlab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/depts.washington.edu\/uwrainlab\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/depts.washington.edu\/uwrainlab\/wp-json\/wp\/v2\/comments?post=84"}],"version-history":[{"count":56,"href":"http:\/\/depts.washington.edu\/uwrainlab\/wp-json\/wp\/v2\/pages\/84\/revisions"}],"predecessor-version":[{"id":2026,"href":"http:\/\/depts.washington.edu\/uwrainlab\/wp-json\/wp\/v2\/pages\/84\/revisions\/2026"}],"wp:attachment":[{"href":"http:\/\/depts.washington.edu\/uwrainlab\/wp-json\/wp\/v2\/media?parent=84"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}