用 AI 分析了解蜜蜂消失的原因
Date:
7/21/2022 12:00:00 AM
美國環境研究與政策中心(Environment America Research & Policy Center)表示,近年蜂農通報中每年冬天平均損失約 30% 的蜂群。如此數量是經濟上可承受損失的兩倍。該政策中心也表示野生蜜蜂的數量正在持續下降。
根據美國環境研究與政策中心的資料,全人類 90% 食物的100 種作物中,就有 71 種仰賴蜜蜂授粉。檢視蜂巢失敗的各種原因,約有 25% 到 40% 案例是由蜂后失能所造成的,其他原因則可追溯到環境風險、營養不良、寄生蟲和疾病。
那我們應該如何更加解蜂巢健康、蜜蜂行為和蜂后失能的原因,以避免未來有更多蜂巢死亡? SAS ,一家透過創新軟體和服務進行分析的業界龍頭公司,承諾要運用資料和分析能力試圖解決全球最緊迫的問題, SAS希望透過深入瞭解蜂巢衰敗的原因,來減緩蜜蜂的傷亡。因此SAS開始監測與追蹤蜂巢的健康,包含追蹤目標:
• 了解蜂巢健康
• 測量和量化蜜蜂和蜂巢的各方面資訊
• 深入了解供應飼料的可行性
• 判定植被開花時間
• 觀察蜜蜂行為受到的外在影響
• 偵測重要的蜂巢事件
為了實現這些目標,SAS 必須有效應用物聯網(IoT)技術,例如機器學習、人工智慧 (AI)和視覺化分析,而為了全面理解蜂巢的健康狀況,SAS 必須能夠收集、視覺化和分析各種物聯網的資料,例如:
• 傳統感測器資料:蜂巢的重量、溫度和濕度
• 蜂巢內部的聲音串流 :聲學分析
• 蜂巢外部的視訊串流:電腦視覺
感測器和人工智慧推理系統被應用於北卡羅來納州卡瑞鎮(Cary, N.C.)的 SAS 園區蜂巢,以收集所需的資料。這些裝備開始將蜂巢資料直接傳輸到雲端以測量蜂巢內部和周遭的資料點,例如重量、溫度、濕度 、飛行活動和聲學資料等。機器學習模型也被用來「聆聽」蜂巢的聲音,並且可以分析健康度、壓力水準、蜂群活動和蜂后狀態。
SAS 選擇研華的 MIC-720AI 邊緣AI 推理系統來支援處理來自蜂巢外視訊串流的機器視覺資料。研華 MIC-720AI是研華MIC-AI 推理系統地第一台,由 NVIDIA® Jetson™ 平台驅動。有了 MIC-720AI,客戶可以在嵌入式模組中得到一整個 GPU 工作站的所有性能。該裝置可承受工業級振動和高溫,並採用模組化和緊湊設計。在此蜂巢監控專案中,MIC-720AI 被置於現場的耐候外殼中,並且必須能夠承受高溫和潮濕。
此專案收集到的資料有詳細和細密的性質,包含視訊串流上的單隻蜜蜂,蜂巢的嗡鳴聲等,因此SAS 團隊需要利用一種稱為穩健主成分分析(robust principal component analysis,RPCA)的機器學習技術。舉例來說,在草被風吹動時,RPCA 能協助將前景的蜜蜂影像與背景的草分開。
資料接下來會被彙編至儀表板以進行即時分析。像 MIC-720AI 的工業級邊緣硬體,能夠將分析方法直接以串流傳輸到蜂巢。這點對於電腦視覺而言尤其關鍵,因為透過高效應用的連接,SAS 獲得的不只是原始視訊,而是他們最感興趣的結果分析。
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)
1. 支援GPU 運算的邊緣系統: 在小型的邊緣系統,擁有一整個 GPU 工作站的所有性能
2. 可靠的工業設計: 防震、防塵與寬溫設計,可以在戶外與高溫下運作
3. 輕鬆部署: 緊湊型設計與簡單的維護