کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4977753 1451933 2017 33 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Distributed target localization using quantized received signal strength
ترجمه فارسی عنوان
محاسبه هدف توزیع شده با استفاده از قدرت سیگنال دریافتی کوانتومی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر پردازش سیگنال
چکیده انگلیسی
In this paper, we propose a distributed gradient algorithm for received signal strength based target localization using only quantized data. The Maximum Likelihood of the Quantized RSS is derived and Particle Swarm Optimization is used to provide an initial estimate for the gradient algorithm. A practical quantization threshold designer is presented for RSS data. To derive a distributed algorithm using only the quantized signal, the local estimate at each node is also quantized. The RSS measurements and the local estimate at each sensor node are quantized in different ways. By using a quantization elimination scheme, a quantized distributed gradient method is proposed. In the distributed algorithm, the quantization noise in the local estimate is gradually eliminated with each iteration. Section 5 shows that the performance of the centralized algorithm can reach the Cramer Rao Lower Bound. The proposed distributed algorithm using a small number of bits can achieve the performance of the distributed gradient algorithm using unquantized data.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Signal Processing - Volume 134, May 2017, Pages 214-223
نویسندگان
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