Heating user valve adjusting method and system based on artificial intelligence and equipment
The invention discloses a heating user valve adjusting method and system based on artificial intelligence. The adjusting method comprises the following steps that whether historical data of a specificuser exist in a database or not is judged, the data scale is judged; if the historical data of the u...
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| creator | YU DAYONG LIU WENQING LI CHEN JIN CHENG LIU JIANHUI QIAN LYUQIU YAN DAOWEI JIANG ZHOUXUN WANG YAN |
| description | The invention discloses a heating user valve adjusting method and system based on artificial intelligence. The adjusting method comprises the following steps that whether historical data of a specificuser exist in a database or not is judged, the data scale is judged; if the historical data of the user are large data, the optimal prediction model based on the LSTM time sequence is used for obtaining the heat supply flow to be predicted; if the historical data of the user are small data, an optimal prediction model based on GBDT or a gray time sequence is used for obtaining predicted heat supply flow; if the historical data of the user do not exist, the historical data of other users closest to the user from the database are found out in a feature clustering mode, the corresponding optimalprediction model is selected according to the scales of the historical data of the other users to obtain the predicted heat supply flow; and the predicted heat supply flow serves as a tracing flow value of a PID control algor |
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The adjusting method comprises the following steps that whether historical data of a specificuser exist in a database or not is judged, the data scale is judged; if the historical data of the user are large data, the optimal prediction model based on the LSTM time sequence is used for obtaining the heat supply flow to be predicted; if the historical data of the user are small data, an optimal prediction model based on GBDT or a gray time sequence is used for obtaining predicted heat supply flow; if the historical data of the user do not exist, the historical data of other users closest to the user from the database are found out in a feature clustering mode, the corresponding optimalprediction model is selected according to the scales of the historical data of the other users to obtain the predicted heat supply flow; and the predicted heat supply flow serves as a tracing flow value of a PID control algor</description><language>chi ; eng</language><subject>BLASTING ; CALCULATING ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; COUNTING ; DOMESTIC HOT-WATER SUPPLY SYSTEMS ; DOMESTIC- OR SPACE-HEATING SYSTEMS, e.g. CENTRAL HEATINGSYSTEMS ; ELEMENTS OR COMPONENTS THEREFOR ; HEATING ; LIGHTING ; MECHANICAL ENGINEERING ; PHYSICS ; RANGES ; VENTILATING ; WEAPONS</subject><creationdate>2020</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20200821&DB=EPODOC&CC=CN&NR=111561734A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25563,76318</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20200821&DB=EPODOC&CC=CN&NR=111561734A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>YU DAYONG</creatorcontrib><creatorcontrib>LIU WENQING</creatorcontrib><creatorcontrib>LI CHEN</creatorcontrib><creatorcontrib>JIN CHENG</creatorcontrib><creatorcontrib>LIU JIANHUI</creatorcontrib><creatorcontrib>QIAN LYUQIU</creatorcontrib><creatorcontrib>YAN DAOWEI</creatorcontrib><creatorcontrib>JIANG ZHOUXUN</creatorcontrib><creatorcontrib>WANG YAN</creatorcontrib><title>Heating user valve adjusting method and system based on artificial intelligence and equipment</title><description>The invention discloses a heating user valve adjusting method and system based on artificial intelligence. 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The adjusting method comprises the following steps that whether historical data of a specificuser exist in a database or not is judged, the data scale is judged; if the historical data of the user are large data, the optimal prediction model based on the LSTM time sequence is used for obtaining the heat supply flow to be predicted; if the historical data of the user are small data, an optimal prediction model based on GBDT or a gray time sequence is used for obtaining predicted heat supply flow; if the historical data of the user do not exist, the historical data of other users closest to the user from the database are found out in a feature clustering mode, the corresponding optimalprediction model is selected according to the scales of the historical data of the other users to obtain the predicted heat supply flow; and the predicted heat supply flow serves as a tracing flow value of a PID control algor</abstract><oa>free_for_read</oa></addata></record> |
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| language | chi ; eng |
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| subjects | BLASTING CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING DOMESTIC HOT-WATER SUPPLY SYSTEMS DOMESTIC- OR SPACE-HEATING SYSTEMS, e.g. CENTRAL HEATINGSYSTEMS ELEMENTS OR COMPONENTS THEREFOR HEATING LIGHTING MECHANICAL ENGINEERING PHYSICS RANGES VENTILATING WEAPONS |
| title | Heating user valve adjusting method and system based on artificial intelligence and equipment |
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