13 اردیبهشت 1403
عباسعلي شريفي

عباسعلی شریفی

مرتبه علمی: دانشیار
نشانی: بناب-بزرگراه ولایت- دانشگاه بناب
تحصیلات: دکترای تخصصی / مهندسی برق (مخابرات- سیستم)
تلفن: 041-37745000
دانشکده: دانشکده فنی و مهندسی
گروه: گروه مهندسی برق

مشخصات پژوهش

عنوان
Fully cooperative and distributed focal underdetermined system solver compressive sensing recovery algorithm for wireless sensor networks
نوع پژوهش مقاله چاپ شده
کلیدواژه‌ها
compressive sensing, distributed algorithm, sparse signals, wireless sensor networks
پژوهشگران قنبر آذرنیا (نفر اول)، عباسعلی شریفی (نفر دوم)

چکیده

The designed algorithms for wireless sensor networks (WSNs) should not impose a high computational load on sensor nodes because they are batterypowered devices. To distribute the computations between sensors, distributed algorithms are required. On the other hand, since the sensors observe related phenomena, the acquired signals, besides the intra-signal correlation, also have some inter-signal correlation. When the designed algorithms are cooperative, these joint structures are used. In this study, we propose a distributed and cooperative algorithm based on the focal underdetermined system solver (FOCUSS) for compressive sensing signal reconstruction in WSNs. Unlike the other FOCUSS-based sparse recovery algorithms, the proposed algorithm is quite distributed and implemented by one-hop communication between the neighboring node without collaborating any fusion center (FC). In the suggested system model, the reconstructed signals from the underdetermined systems of equations are different for each sensor node. The obtained results verified that the proposed approach performs better than the existing works regarding signal reconstruction and convergence rate.