In-Network Data Processing Based on Compressed Sensing in WSN: A Survey
Sign Up to like & getrecommendations! Published in 2017 at "Wireless Personal Communications"
DOI: 10.1007/s11277-017-4288-y
Abstract: Energy conservation in resource constrained wireless sensor networks (WSNs) is an important concern. Techniques such as, energy conserving MAC protocols have been proved to be efficient to minimize the energy consumption in such networks. However,… read more here.
Keywords: data processing; network; compressed sensing; based compressed ... See more keywords
Research on Big Data Security Storage Based on Compressed Sensing
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2018.2889716
Abstract: Big data have the characteristics of volume and variety, which causes huge storage and communication overhead. The traditional encryption system has a high computational complexity and cannot effectively implement the secure storage for the big… read more here.
Keywords: compressed sensing; storage; security; based compressed ... See more keywords
Efficient Acquisition Method for Marine Monitoring Data Based on Compressed Sensing
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2950278
Abstract: There is a prominent contradiction between the existing resolution requirements of marine monitoring data (MMD) and the cost of sensor network deployment. This article proposes an MMD acquisition and reconstruction scheme based on compressed sensing… read more here.
Keywords: reconstruction; acquisition; monitoring data; based compressed ... See more keywords
Secure Image Encryption Based on Compressed Sensing and Scrambling for Internet-of-Multimedia Things
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3145005
Abstract: In this paper, we propose a secure image encryption system based on compressed sensing (CS) with a scrambling mechanism. For efficient encryption, we use a sparse measurement matrix, where the nonzero elements are generated by… read more here.
Keywords: secure image; based compressed; encryption; image encryption ... See more keywords
Small Target Detection for FOD Millimeter-Wave Radar Based on Compressed Imaging
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2021.3138730
Abstract: Foreign object debris (FOD) radar systems are often used to detect foreign materials that appear on the pavement that can pose as a threat to aircraft and personnel. Scan-mode millimeter-wave (MMW) radar with a fixed… read more here.
Keywords: compressed imaging; fod; based compressed; millimeter wave ... See more keywords
Rakeness-Based Compressed Sensing of Multiple-Graph Signals for IoT Applications
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2018.2821241
Abstract: Signals on multiple graphs may model IoT scenarios consisting of a local wireless sensor network performing sets of acquisitions that must be sent to a central hub that may be far from the measurement field.… read more here.
Keywords: sensing multiple; compressed sensing; rakeness based; based compressed ... See more keywords
DECONET: an Unfolding Network for Analysis-based Compressed Sensing with Generalization Error Bounds
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Signal Processing"
DOI: 10.1109/tsp.2023.3272286
Abstract: We present a new deep unfolding network for analysis-sparsity-based Compressed Sensing. The proposed network coined Decoding Network (DECONET) jointly learns a decoder that reconstructs vectors from their incomplete, noisy measurements and a redundant sparsifying analysis… read more here.
Keywords: network; deconet; based compressed; unfolding network ... See more keywords
MIMO SAR Imaging for Wide-Swath Based on Compressed Sensing
Sign Up to like & getrecommendations! Published in 2017 at "Mathematical Problems in Engineering"
DOI: 10.1155/2017/9310865
Abstract: To reduce the amount of data to be stored and software/hardware complexity and suppress range ambiguity, a novel MIMO SAR imaging based on compressed sensing is proposed under the condition of wide-swath imaging. Random phase… read more here.
Keywords: range; compressed sensing; sar imaging; based compressed ... See more keywords