An online optimization planning method for wireless sensor network performance based on immune principle
A technology of wireless sensor network and optimal planning, applied in network planning, wireless communication, network topology, etc., to reduce the performance degradation of wireless sensor network and realize the effect of optimal allocation
Active Publication Date: 2018-11-02
南京微传物联网科技有限公司
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[0004] The problem to be solved by the present invention is to try to use the immune principle to solve the complex optimization networking problem of large-scale wireless sensor network optimization, and to provide an online optimization planning method for wireless sensor network performance based on immune Rapid Establishment of Model Parameters for Inductive Performance Optimization
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[0037] Embodiments of the present invention will be described in detail below, and the embodiments described below with reference to the accompanying drawings are exemplary, and are only used to explain the present invention, and cannot be construed as limiting the present invention.
[0038] Those skilled in the art can understand that, unless otherwise defined, all terms (including technical terms and scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. It should also be understood that terms such as those defined in commonly used dictionaries should be understood to have a meaning consistent with the meaning in the context of the prior art, and will not be interpreted in an idealized or overly formal sense unless defined as herein Explanation.
[0039] 1. In a complete wireless sensor network, according to the data information such as node sampling frequency, node acquisition channel,...
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The invention discloses a wireless sensor network performance online optimization and planning method based on an immune theory. In a complete wireless sensor network, an optimum resource configuration of the current wireless sensor network is obtained by using an immune theory algorithm; whether the wireless sensor network performance reaches the optimum state is detected; after antibodies are coded, when the wireless sensor network performance is reduced, the network resource configurations of the wireless sensor network are detected; and online optimization is carried out to all resource configurations of the wireless sensor network by using an immune theory optimization algorithm. In the optimization process, the wireless sensor network obtains new resource configurations through antibody clone, antibody variation, antibody excellent learning, clone selection, antibody compression selection, similarity filter, antibody population recruitment and antibody training convergence; the wireless sensor network works under the new resource configurations; therefore, the optimized distribution of the communication resources is realized; and reduction of the wireless sensor network performance resulted from resource configurations is reduced.
Description
technical field [0001] The invention discloses an immune principle-based wireless sensor network performance online optimization planning method, which belongs to the technical field of wireless sensor networks. Background technique [0002] After decades of development, artificial intelligence algorithms, especially some intelligent bionic algorithms, have achieved a lot of results both in theory and in engineering applications. At present, the four major information processing systems of biological brain nervous system, genetic system, immune system and endocrine system have received more and more attention from scholars. The artificial neural network (Artificial Neuxal Netvsrork, ANN) based on the brain nervous system and the evolutionary algorithm (Evolutionary Algorithm) based on the genetic system have obtained relatively in-depth theoretical research and engineering applications. However, algorithm theory research and engineering application practice based on the pri...
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IPC IPC(8): H04W16/04H04W16/18H04W24/02H04W84/18
CPCH04W16/04H04W16/18H04W24/02H04W84/18
Inventor 高尚史兴娟孙建成陈滨范孟豹
Owner 南京微传物联网科技有限公司