CN112200011B - 曝气池状态检测方法、***、电子设备及存储介质 - Google Patents
曝气池状态检测方法、***、电子设备及存储介质 Download PDFInfo
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- G06V20/50—Context or environment of the image
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CN113096180A (zh) * | 2021-04-02 | 2021-07-09 | 青岛丰禾星普科技有限公司 | 水产养殖中监控泡沫的方法、终端设备及可读存储介质 |
CN113239989A (zh) * | 2021-04-26 | 2021-08-10 | 深圳市水务科技有限公司 | 气体浓度识别方法、***、电子设备及存储介质 |
CN114180733B (zh) * | 2021-11-02 | 2022-08-09 | 合肥中盛水务发展有限公司 | 基于视频分析算法的污水曝气量检测及曝气控制*** |
CN114249437B (zh) * | 2021-12-21 | 2023-09-29 | 北控(秦皇岛)水务有限责任公司 | 一种应用于污水处理的控制方法和装置 |
CN116253446B (zh) * | 2023-03-24 | 2024-01-30 | 青岛思普润水处理股份有限公司 | 一种污水处理智能曝气设置方法 |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107758885A (zh) * | 2017-11-01 | 2018-03-06 | 浙江成功软件开发有限公司 | 一种实时污水曝气情况监测方法 |
CN110134826A (zh) * | 2019-04-25 | 2019-08-16 | 上海市政工程设计研究总院(集团)有限公司 | 一种污水处理厂生物反应池曝气状况视频智能识别分析***及方法 |
JP2020032394A (ja) * | 2018-08-31 | 2020-03-05 | 株式会社明電舎 | 汚水処理運転状況評価装置及び汚水処理運転状況評価方法 |
CN111144221A (zh) * | 2019-11-29 | 2020-05-12 | 光大环境科技(中国)有限公司 | 一种通过图像识别技术对曝气池运行情况评价的方法、装置 |
CN111222529A (zh) * | 2019-09-29 | 2020-06-02 | 上海上实龙创智慧能源科技股份有限公司 | 一种基于GoogLeNet-SVM的污水曝气池泡沫识别方法 |
CN111626371A (zh) * | 2020-05-29 | 2020-09-04 | 歌尔科技有限公司 | 一种图像分类方法、装置、设备及可读存储介质 |
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Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107758885A (zh) * | 2017-11-01 | 2018-03-06 | 浙江成功软件开发有限公司 | 一种实时污水曝气情况监测方法 |
JP2020032394A (ja) * | 2018-08-31 | 2020-03-05 | 株式会社明電舎 | 汚水処理運転状況評価装置及び汚水処理運転状況評価方法 |
CN110134826A (zh) * | 2019-04-25 | 2019-08-16 | 上海市政工程设计研究总院(集团)有限公司 | 一种污水处理厂生物反应池曝气状况视频智能识别分析***及方法 |
CN111222529A (zh) * | 2019-09-29 | 2020-06-02 | 上海上实龙创智慧能源科技股份有限公司 | 一种基于GoogLeNet-SVM的污水曝气池泡沫识别方法 |
CN111144221A (zh) * | 2019-11-29 | 2020-05-12 | 光大环境科技(中国)有限公司 | 一种通过图像识别技术对曝气池运行情况评价的方法、装置 |
CN111626371A (zh) * | 2020-05-29 | 2020-09-04 | 歌尔科技有限公司 | 一种图像分类方法、装置、设备及可读存储介质 |
Non-Patent Citations (1)
Title |
---|
吴萌 等.分类器设计.《图像识别与色彩恒常计算》.2020, * |
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