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基于SPC的農(nóng)產(chǎn)品冷鏈物流感知數(shù)據(jù)壓縮方法
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國(guó)家自然科學(xué)基金資助項(xiàng)目(71072153)、中央高校基本科研業(yè)務(wù)費(fèi)專項(xiàng)資金資助項(xiàng)目(2010JS101)、上海市教委重點(diǎn)學(xué)科食品經(jīng)濟(jì)管理資助項(xiàng)目(J50703)和中國(guó)農(nóng)業(yè)大學(xué)研究生科研創(chuàng)新專項(xiàng)資助項(xiàng)目(KYCX2011067)


Sensing Data Compression Method Based on SPC for Agri-food Cold-chain Logistics
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    摘要:

    針對(duì)無(wú)線傳感器網(wǎng)絡(luò)實(shí)時(shí)監(jiān)控的農(nóng)產(chǎn)品冷鏈物流環(huán)境中,傳感器節(jié)點(diǎn)的感知數(shù)據(jù)傳輸頻率高、能耗高和監(jiān)測(cè)時(shí)間短的問題,提出基于統(tǒng)計(jì)過程控制(SPC)的感知數(shù)據(jù)壓縮方法,設(shè)計(jì)了適用于傳感器節(jié)點(diǎn)數(shù)據(jù)處理的動(dòng)態(tài)-單值-滑動(dòng)極差(D-X-RS)算法。通過冷鏈物流環(huán)境試驗(yàn)仿真,對(duì)比了D-X-RS算法、閾值算法和K-滑動(dòng)均值算法的數(shù)據(jù)壓縮性能。結(jié)果表明,D-X-RS算法數(shù)據(jù)的每數(shù)據(jù)點(diǎn)壓縮開銷(CCP)在溫度穩(wěn)定和波動(dòng)狀態(tài)均與最優(yōu)方法所得結(jié)果接近,具有良好的平衡性和適應(yīng)性。

    Abstract:

    In order to reduce the sensing data transfer frequency and node energy consumption in real-time cold-chain logistics monitoring system for agri-food based on wireless sensor networks, a sensing data compression method based on statistics process control was presented. The D-X-RS algorithm that fits for the sensor nodes’ data processing capability was designed. The data compression performance of D-X-RS algorithm, threshold algorithm and K-means algorithm by cold-chain logistics environmental simulation in laboratory was compared. The result showed that the compression cost per point (CCP) of D-X-RS algorithm was close to the best algorithm both in temperature fluctuation and steady states. The algorithm had good balance and flexibility. 

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齊林,田東,張健,張小栓,傅澤田.基于SPC的農(nóng)產(chǎn)品冷鏈物流感知數(shù)據(jù)壓縮方法[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2011,42(10):129-134. Qi Lin,Tian Dong, Zhang Jian, Zhang Xiaoshuan,Fu Zetian. Sensing Data Compression Method Based on SPC for Agri-food Cold-chain Logistics[J]. Transactions of the Chinese Society for Agricultural Machinery,2011,42(10):129-134.

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