传感技术学报
傳感技術學報
전감기술학보
Journal of Transduction Technology
2014年
10期
1406-1411
,共6页
无线传感器网络%定位算法%凸规划%梯度下降法%移动锚节点
無線傳感器網絡%定位算法%凸規劃%梯度下降法%移動錨節點
무선전감기망락%정위산법%철규화%제도하강법%이동묘절점
wireless sensor network%localization algorithm%convex optimization%gradient descent method%mobile anchor node
为了提高无线传感器网络的节点定位精度,对相关文献进行了研究,提出了一种改进的移动锚节点凸规划定位算法。该算法对原算法作了以下改进:利用正半定松弛方法扩大求解问题的可行域,以降低求解优化问题的计算复杂度;采用局部梯度下降法进行迭代优化来逼近最优估计,以提高优化问题的求解精度。实验结果表明,改进算法比原算法具有更高的定位精度,并可以更好地适应不同的网络规模。
為瞭提高無線傳感器網絡的節點定位精度,對相關文獻進行瞭研究,提齣瞭一種改進的移動錨節點凸規劃定位算法。該算法對原算法作瞭以下改進:利用正半定鬆弛方法擴大求解問題的可行域,以降低求解優化問題的計算複雜度;採用跼部梯度下降法進行迭代優化來逼近最優估計,以提高優化問題的求解精度。實驗結果錶明,改進算法比原算法具有更高的定位精度,併可以更好地適應不同的網絡規模。
위료제고무선전감기망락적절점정위정도,대상관문헌진행료연구,제출료일충개진적이동묘절점철규화정위산법。해산법대원산법작료이하개진:이용정반정송이방법확대구해문제적가행역,이강저구해우화문제적계산복잡도;채용국부제도하강법진행질대우화래핍근최우고계,이제고우화문제적구해정도。실험결과표명,개진산법비원산법구유경고적정위정도,병가이경호지괄응불동적망락규모。
In order to enhance the node localization accuracy in wireless sensor networks,this article had studied the related references,and proposed an improved convex programming localization algorithm of mobile anchor node. The algorithm made some improvements on the original algorithm to reduce the computational complexity of solving opti ̄mization problems,positive semidefinite relaxation method was utilized for enlarging the feasible region of solving problems to improve the accuracy of solving optimization problems and local gradient descent method was used to approximate the optimal estimate. The experimental results show that the algorithm has higher positioning accuracy than the original algorithm,and can better adapt to the different network scale.