A novel double sparse structure dictionary learning–based compressive data-gathering algorithm in wireless sensor networks
Sign Up to like & getrecommendations! Published in 2021 at "Sensor Review"
DOI: 10.1108/sr-09-2020-0221
Abstract: As the limited energy of wireless sensor networks (WSNs), energy-efficient data-gathering algorithms are required. This paper proposes a compressive data-gathering algorithm based on double sparse structure dictionary learning (DSSDL). The purpose of this paper is… read more here.
Keywords: data gathering; sparse structure; compressive data; sparse representation ... See more keywords
Double Sparse Deep Reinforcement Learning via Multilayer Sparse Coding and Nonconvex Regularized Pruning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Cybernetics"
DOI: 10.1109/tcyb.2022.3157892
Abstract: Deep reinforcement learning (DRL), which highly depends on the data representation, has shown its potential in many practical decision-making problems. However, the process of acquiring representations in DRL is easily affected by interference from models,… read more here.
Keywords: double sparse; reinforcement learning; multilayer sparse; sparse coding ... See more keywords