Search Results for author: Jiachen Mao

Found 3 papers, 0 papers with code

Planning low-carbon distributed power systems: Evaluating the role of energy storage

no code implementations20 Sep 2020 Jiachen Mao, Mehdi Jafari, Audun Botterud

This paper introduces a mathematical formulation of energy storage systems into a generation capacity expansion framework to evaluate the role of energy storage in the decarbonization of distributed power systems.

DASNet: Dynamic Activation Sparsity for Neural Network Efficiency Improvement

no code implementations13 Sep 2019 Qing Yang, Jiachen Mao, Zuoguan Wang, Hai Li

In addition to conventional compression techniques, e. g., weight pruning and quantization, removing unimportant activations can reduce the amount of data communication and the computation cost.


HyPar: Towards Hybrid Parallelism for Deep Learning Accelerator Array

no code implementations7 Jan 2019 Linghao Song, Jiachen Mao, Youwei Zhuo, Xuehai Qian, Hai Li, Yiran Chen

In this paper, inspired by recent work in machine learning systems, we propose a solution HyPar to determine layer-wise parallelism for deep neural network training with an array of DNN accelerators.

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