無(wú)線傳感器網(wǎng)絡(luò)分布式迭代定位誤差控制算法
doi: 10.11999/JEIT170344
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2.
(東部戰(zhàn)區(qū)空軍信息化處 南京 210018)
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3.
(解放軍94860部隊(duì) 南京 210018)
基金項(xiàng)目:
國(guó)家自然科學(xué)基金(61273047, 61573376)
Error Control Algorithm of Distributed Localization in Wireless Sensor Networks
Funds:
The National Natural Science Foundation of China (61273047, 61573376)
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摘要: 針對(duì)無(wú)線傳感器網(wǎng)絡(luò)分布式迭代定位中誤差的傳播和累積問(wèn)題,該文首先分析了錨節(jié)點(diǎn)幾何形狀對(duì)定位誤差的影響,提出了基于幾何精度因子的誤差控制算法,巧妙設(shè)計(jì)了加權(quán)策略,將錨節(jié)點(diǎn)幾何形狀對(duì)定位精度的影響以權(quán)值的形式定量體現(xiàn)在迭代定位過(guò)程中,在每一輪迭代中有效控制了誤差的傳遞,進(jìn)而提高了整個(gè)網(wǎng)絡(luò)的分布式定位精度。與傳統(tǒng)的最小二乘定位算法和基于輪數(shù)的誤差控制算法進(jìn)行了仿真比較,結(jié)果表明,基于幾何精度因子的誤差控制算法定位性能最優(yōu),網(wǎng)絡(luò)定位精度分別提高了25%和15%。
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關(guān)鍵詞:
- 無(wú)線傳感器網(wǎng)絡(luò) /
- 分布式定位 /
- 誤差控制 /
- 幾何精度因子
Abstract: To solve the problem of error propagation and accumulation in distributed multihop iterative localization process in wireless sensor networks, the localization error influence of anchor geometry is firstly analyzed and an error control algorithm based on Geometric Dilution Of Precision (GDOP) is proposed. By designing a delicate weighting scheme, the error magnification effect of geometry is quantitatively involved in terms of weight which effectively control error propagation in every iterative step and improve distributed localization accuracy of the whole network. The performance evaluation shows that, compared with classic iterative localization algorithm based on least squared estimation and another weighted algorithm based on iterative round, localization precision of GDOP weighted algorithm is improved by 25% and 15% respectively. -
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