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農(nóng)作物病蟲害遙感監(jiān)測關(guān)鍵技術(shù)研究進展與展望
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國家重點研發(fā)計劃項目(2022YFD2002400),、兵團財政科技計劃項目(2023AB014),、國家自然科學(xué)基金項目(31901401)、廣東省科技計劃項目(2021B1212040009)和廣東省基礎(chǔ)與應(yīng)用基礎(chǔ)研究基金項目(2022A1515011528,、2020A1515110225)


Research Progress and Prospect of Key Technologies in Crop Disease and Insect Pest Monitoring
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    摘要:

    病蟲害是影響農(nóng)作物健康生長,、產(chǎn)量和質(zhì)量的制約因素之一,加強農(nóng)作物病蟲害的監(jiān)測,,對農(nóng)作物病蟲害進行精準防控,,對保障糧食安全,提高農(nóng)產(chǎn)品產(chǎn)量和質(zhì)量具有重要意義,。隨著信息技術(shù)的發(fā)展,,農(nóng)作物病蟲害監(jiān)測由傳統(tǒng)的人工監(jiān)測逐漸向自動化、信息化和智能化方向發(fā)展,。農(nóng)作物病蟲害監(jiān)測平臺,、監(jiān)測傳感器技術(shù)以及相關(guān)的數(shù)據(jù)分析和處理技術(shù)是研究農(nóng)作物病蟲害遙感監(jiān)測的關(guān)鍵技術(shù),這些關(guān)鍵技術(shù)的發(fā)展水平,,決定了農(nóng)作物病蟲害遙感監(jiān)測技術(shù)的發(fā)展水平,。本文從監(jiān)測平臺、監(jiān)測傳感器技術(shù)和相關(guān)數(shù)據(jù)分析與處理技術(shù)3方面對農(nóng)作物病蟲害監(jiān)測技術(shù)研究進展進行綜述,。在監(jiān)測平臺方面,,歸納總結(jié)了地面監(jiān)測平臺、航空監(jiān)測平臺和衛(wèi)星監(jiān)測平臺的國內(nèi)外研究現(xiàn)狀,,并分析了上述平臺優(yōu)缺點,;在監(jiān)測傳感器技術(shù)方面,綜述了雷達傳感器,、圖像傳感器,、熱成像傳感器和光譜傳感器等在作物病蟲害領(lǐng)域的研究進展;在相關(guān)數(shù)據(jù)分析與處理技術(shù)方面,,闡述了經(jīng)典統(tǒng)計算法,、計算機圖像處理算法、機器學(xué)習(xí)算法和深度學(xué)習(xí)算法在農(nóng)作物病蟲害監(jiān)測領(lǐng)域的研究成果,。最后提出了監(jiān)測平臺,、監(jiān)測傳感器技術(shù)和相關(guān)數(shù)據(jù)分析與處理技術(shù)的未來發(fā)展趨勢,,以期為進一步促進我國農(nóng)作物病蟲害監(jiān)測平臺及相關(guān)技術(shù)的發(fā)展提供參考。

    Abstract:

    Diseases and insect pest are the most restricting factors affecting the crop health, the improvement of the crop yield and quality. It is of great significant to strengthen the development of crop disease and insect pest monitoring. Therefore, to undertake the precise prevent and control on the crop disease and insect pest is key for ensuring the food safety, and improve the yield and quality of crop. The traditional disease and insect pest monitoring mainly relies on the manual field investigation, with low efficiency and quality, which can no longer meet the needs of efficient, intelligent and professional modern agriculture. With the development of information technology, the monitoring of crop diseases and insect pest has gradually developed from the traditional manual monitoring to remote sensing monitoring. Crop monitoring platform, monitoring sensor technology, data analysis and processing technology are key technologies for the development of remote sensing monitoring of crop diseases and insect pest. The development of the above technologies determined the development of remote sensing monitoring technology of crop disease and insect pest. The research progress of monitoring platform, monitoring sensor technology, data analysis and processing technology for crop disease and insect pests were summarized. In terms of monitoring platform, the research status of ground machinery platform, aircraft platform, and satellite platform was summarized. In the monitoring sensor technology, the research progress of radar sensor, image sensor, thermal imaging sensor and spectral sensor for crop diseases and pests monitoring was summarized. In data analysis and processing technology, the research achievements of classical statistical algorithms, computer image processing algorithms, machine learning algorithms and deep learning algorithms in crop diseases and insect pests monitoring were expounded. Furthermore, recommendations were proposed for further promoting the development of crop diseases and insect pests monitoring, including building multi-scale integrated application monitoring platform, promoting the development of multi-scale data fusion sensor, and continuous optimizing multidisciplinary theory and algorithm structure research.

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廖娟,陶婉琰,臧英,曾弘毅,汪沛,羅錫文.農(nóng)作物病蟲害遙感監(jiān)測關(guān)鍵技術(shù)研究進展與展望[J].農(nóng)業(yè)機械學(xué)報,2023,54(11):1-19. LIAO Juan, TAO Wanyan, ZANG Ying, ZENG Hongyi, WANG Pei, LUO Xiwen. Research Progress and Prospect of Key Technologies in Crop Disease and Insect Pest Monitoring[J]. Transactions of the Chinese Society for Agricultural Machinery,2023,54(11):1-19.

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  • 收稿日期:2023-06-29
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  • 在線發(fā)布日期: 2023-11-10
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