環保專案成果報告查詢系統

109-110年共用性地理資料維護管理及協作功能強化計畫

專案計畫編號	EPA074109029
經費年度	109
計畫經費	7,780 千元
預算科目	環境監測資訊-規劃設計環境保護資訊系統
專案開始日期	2020/03/30
專案結束日期	2021/04/10
專案主持人	常健行
主辦單位	監資處
承辦人	黃柏禎
執行單位	互動國際數位股份有限公司內湖分公司
專案分類	環境資訊系統
中文關鍵字	機器學習、物件導向分類模式、環境圖資整合應用平臺
英文關鍵字	Machine Learning, Object based Classification, platform as a service
協同主持人
共同主持人
計畫聯絡人	李昆穎
計畫聯絡電話	02-26585858#6682
計畫聯絡信箱	ianlee@igis.com.tw

中文摘要	本案延續108年之發展成果，透過共用性地理平臺，以平臺即服務 (platform as a service)之理念，於109-110年執行期間，已協助5個以上業務單位透過本平臺導入共用工具與圖資服務，建置單位所需之應用成果，擴大本平臺應用效益及協助資料治理與應用，並透過自動化圖資檢核機制，定期檢核空間資訊，提升環保署業管之環境圖資精確度與正確性，同時協助環保署辦理圖資共享協作、圖資資產管理及資料標準推動，完成擴充圖資產製、申請、供應等線上流程機制。有鑑於民眾對於環境品質重視，為了提升環境治理及環境監測，本案推動「衛星影像結合環境監測智慧應用」的智慧化雲端服務，以全方位發展衛星影像、人工智慧應用，目標讓人工智慧能成為環境治理重要一部分，並強化環境之時空監測，藉由衛星進行全國高精度（空間）及全時段（時間）之影像監控，輔助並強化環保署現有環境事件民眾通報及主動稽查機制。現已透過多時序高解析度衛星影像，建立棄置物型態樣本資料庫，並導入機器學習演算法，自動判識影像變異點及可能之違法情形，目前已可針對太空包堆置、營建廢棄物堆置及地表污泥傾倒、魚塭回填等樣態自動判識，提供地方環保機關參考使用，除了傳統由民眾通報的方式外，更可主動察覺不法，增進稽查執法效率。
中文關鍵字	機器學習、物件導向分類模式、環境圖資整合應用平臺

中文摘要

本案延續108年之發展成果，透過共用性地理平臺，以平臺即服務 (platform as a service)之理念，於109-110年執行期間，已協助5個以上業務單位透過本平臺導入共用工具與圖資服務，建置單位所需之應用成果，擴大本平臺應用效益及協助資料治理與應用，並透過自動化圖資檢核機制，定期檢核空間資訊，提升環保署業管之環境圖資精確度與正確性，同時協助環保署辦理圖資共享協作、圖資資產管理及資料標準推動，完成擴充圖資產製、申請、供應等線上流程機制。有鑑於民眾對於環境品質重視，為了提升環境治理及環境監測，本案推動「衛星影像結合環境監測智慧應用」的智慧化雲端服務，以全方位發展衛星影像、人工智慧應用，目標讓人工智慧能成為環境治理重要一部分，並強化環境之時空監測，藉由衛星進行全國高精度（空間）及全時段（時間）之影像監控，輔助並強化環保署現有環境事件民眾通報及主動稽查機制。現已透過多時序高解析度衛星影像，建立棄置物型態樣本資料庫，並導入機器學習演算法，自動判識影像變異點及可能之違法情形，目前已可針對太空包堆置、營建廢棄物堆置及地表污泥傾倒、魚塭回填等樣態自動判識，提供地方環保機關參考使用，除了傳統由民眾通報的方式外，更可主動察覺不法，增進稽查執法效率。

中文關鍵字

機器學習、物件導向分類模式、環境圖資整合應用平臺

類型	檔名	檔案大小	說明	最新版公開日期
期末報告	EPA074109029_結案報告定稿版.pdf	24MB	結案報告定稿版_109-110年共用性地理資料維護管理及協作功能強化計畫.pdf	2021/6/30 上午 12:00:00

摘要	Environmental datasets information system brings decision-leading location services to EPA as a platform as a service (PaaS). It gives EPA a new way to build applications with direct access to powerful location services using the mapping libraries of their choice. This platform with flexible tools and applications has Supported 5 different departments of EPA Organizational. Land use in Taiwan is so complex to define legal or illegal fields, illegal waste disposal includes dumping, tipping, or burying waste on private or public land that’s not licensed to accept it. It’s sometimes referred to as ‘illegal dumping’. It’s a significant issue for local governments and Environmental Protection Agency(EPA) in Taiwan, Not only is it a public health issue, but it also is a threat to the environment, contaminating soil and nearby waterways. Often, it is costly to prevent, monitor, enforce, and clean up illegal dumping sites, with the main challenge being the time and resources needed to capture those doing the dumping. In other to prevent and reduce large-scale illegal waste disposal, EPA’s focuses on illegal large-scale industrial and hazardous waste disposal includes Flexible Intermediate Bulk Container、Toxic waste soil construction and demolition materials.EPA use AI tools to find, investigate, and prosecute illegal waste disposal offenses. These include GIS platform、Image change detection、AI(ML)、 High-resolution satellite image(SPOT image), Finally, it obtains the results of monitoring areas for the checking and verifying.
英文關鍵字	Machine Learning, Object based Classification, platform as a service

摘要

Environmental datasets information system brings decision-leading location services to EPA as a platform as a service (PaaS). It gives EPA a new way to build applications with direct access to powerful location services using the mapping libraries of their choice. This platform with flexible tools and applications has Supported 5 different departments of EPA Organizational. Land use in Taiwan is so complex to define legal or illegal fields, illegal waste disposal includes dumping, tipping, or burying waste on private or public land that’s not licensed to accept it. It’s sometimes referred to as ‘illegal dumping’. It’s a significant issue for local governments and Environmental Protection Agency(EPA) in Taiwan, Not only is it a public health issue, but it also is a threat to the environment, contaminating soil and nearby waterways. Often, it is costly to prevent, monitor, enforce, and clean up illegal dumping sites, with the main challenge being the time and resources needed to capture those doing the dumping. In other to prevent and reduce large-scale illegal waste disposal, EPA’s focuses on illegal large-scale industrial and hazardous waste disposal includes Flexible Intermediate Bulk Container、Toxic waste soil construction and demolition materials.EPA use AI tools to find, investigate, and prosecute illegal waste disposal offenses. These include GIS platform、Image change detection、AI(ML)、 High-resolution satellite image(SPOT image), Finally, it obtains the results of monitoring areas for the checking and verifying.

英文關鍵字

Machine Learning, Object based Classification, platform as a service

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