A Control-Theoretic Approach for Dynamic Adaptive Video Streaming over HTTP Xiaoqi Yin, Abhishek Jindal, Vyas Sekar, Bruno Sinopoli Carnegie Mellon University {yinxiaoqi522, abhishekjindal93}@gmail.com, {vsekar,brunos}@andrew.cmu.edu
Vyas Sekar I am an Assistant Professor in the ECE Department at Carnegie Mellon University, with a courtesy appointment in the CS Department. My research spans networking, security, and systems. I am affiliated with CyLab
Control Theoretic Model
Control Theoretic Model
QOE
QOE
Classes of Algorithms
Model Predictive Control Approach for Optimal Bitrate Adaptation
Principles of MPC Model Predictive Control (MPC) is a multivariable control algorithm that uses: an internal dynamic model of the process a history of past control moves and an optimization cost function J over the receding prediction horizon, to calculate the optimum control moves.
Principles of MPC
Decision Table ROBOST MPC
Evaluation
Evaluation
Result
demo https://users.ece.cmu.edu/~vsekar/mpcdashdemo/v5.0/demo.html