853 citations · 1.3k across the 13 of their papers we have counts for
6 papers · 1 filter
Rate-distortion Balanced Data Compression for Wireless Sensor Networks
Mohammad Abu Alsheikh, Shaowei Lin, Dusit Niyato +1
This paper presents a data compression algorithm with error bound guarantee for wireless sensor networks (WSNs) using compressing neural networks. The proposed algorithm minimizes…
Toward a Robust Sparse Data Representation for Wireless Sensor Networks
Mohammad Abu Alsheikh, Shaowei Lin, Hwee-Pink Tan +1
Compressive sensing has been successfully used for optimized operations in wireless sensor networks. However, raw data collected by sensors may be neither originally sparse nor eas…
Markov Decision Processes with Applications in Wireless Sensor Networks: A Survey
Mohammad Abu Alsheikh, Dinh Thai Hoang, Dusit Niyato +2
Wireless sensor networks (WSNs) consist of autonomous and resource-limited devices. The devices cooperate to monitor one or more physical phenomena within an area of interest. WSNs…
Efficient Data Compression with Error Bound Guarantee in Wireless Sensor Networks
Mohammad Abu Alsheikh, Puay Kai Poh, Shaowei Lin +2
We present a data compression and dimensionality reduction scheme for data fusion and aggregation applications to prevent data congestion and reduce energy consumption at network c…
Machine Learning in Wireless Sensor Networks: Algorithms, Strategies, and Applications
Mohammad Abu Alsheikh, Shaowei Lin, Dusit Niyato +1
Wireless sensor networks monitor dynamic environments that change rapidly over time. This dynamic behavior is either caused by external factors or initiated by the system designers…
Area Coverage Under Low Sensor Density
Mohammad Abu Alsheikh, Shaowei Lin, Hwee-Pink Tan +1
This paper presents a solution to the problem of monitoring a region of interest (RoI) using a set of nodes that is not sufficient to achieve the required degree of monitoring cove…