Entropy-driven sensor deployment and source detection in hypergraphs

Qiao Ke

doi:10.1016/j.eswa.2026.134058

Entropy-driven sensor deployment and source detection in hypergraphs

2026-08-19

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DOI：10.1016/j.eswa.2026.134058

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<ul class="list"> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="p0001"> The framework SSDH addresses sensor-based source detection in hypergraphs. </div></span></li> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="p0002"> Our deployment strategy maximizes coverage under limited sensor resources. </div></span></li> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="p0003"> The algorithm combines path uncertainty and topological distance for accuracy. </div></span></li> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="p0004"> SSDH outperforms baselines by 5-30% on synthetic and empirical datasets. </div></span></li> </ul>

Keywords:

Sensor deployment

Source detection

Hypergraph

Information entropy

Entropy-driven sensor deployment and source detection in hypergraphs

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