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METHOD OF PREDICTION OF WATER SUPPLY FLOW USING ENSEMBLE ARTIFICIAL INTELLIGENCE ALGORITHM
A method for predicting a water supply flow rate using an ensemble artificial intelligence algorithm according to the present invention includes: a first step of collecting flow rate history data from an external host server through an internal communication unit; a second step of performing a preprocessing process on the collected flow rate history data through an internal artificial intelligence calculation unit; a third step of calculating a slope of the flow rate using the ensemble artificial intelligence algorithm for the flow rate history data preprocessed in the second step; and a fourth step of predicting a future demand amount using new flow rate history data obtained through the ensemble artificial intelligence algorithm. Accordingly, the present invention can minimize a prediction error of a water demand amount for one day.
본 발명의 앙상블 인공지능 알고리즘을 사용한 상수도 유량 예측 방법은, 외부의 호스트 서버로부터 유량 이력데이터를 내부의 통신부를 통해 수집하는 제1 단계; 수집한 유량 이력데이터를 내부의 인공지능 계산부를 통해 전 처리과정을 수행하는 제2 단계; 상기 제2 단계에서 전 처리된 유량 이력데이터에 대해 앙상블 인공지능알고리즘을 사용하여 유량의 기울기를 계산하는 제3 단계; 및 상기 앙상블 인공지능 알고리즘을 통해 획득된 새로운 유량 이력데이터를 이용하여 미래의 수요량을 예측하는 제4 단계를 포함하는 기술을 제공함에 기술적 특징이 있다.
METHOD OF PREDICTION OF WATER SUPPLY FLOW USING ENSEMBLE ARTIFICIAL INTELLIGENCE ALGORITHM
A method for predicting a water supply flow rate using an ensemble artificial intelligence algorithm according to the present invention includes: a first step of collecting flow rate history data from an external host server through an internal communication unit; a second step of performing a preprocessing process on the collected flow rate history data through an internal artificial intelligence calculation unit; a third step of calculating a slope of the flow rate using the ensemble artificial intelligence algorithm for the flow rate history data preprocessed in the second step; and a fourth step of predicting a future demand amount using new flow rate history data obtained through the ensemble artificial intelligence algorithm. Accordingly, the present invention can minimize a prediction error of a water demand amount for one day.
본 발명의 앙상블 인공지능 알고리즘을 사용한 상수도 유량 예측 방법은, 외부의 호스트 서버로부터 유량 이력데이터를 내부의 통신부를 통해 수집하는 제1 단계; 수집한 유량 이력데이터를 내부의 인공지능 계산부를 통해 전 처리과정을 수행하는 제2 단계; 상기 제2 단계에서 전 처리된 유량 이력데이터에 대해 앙상블 인공지능알고리즘을 사용하여 유량의 기울기를 계산하는 제3 단계; 및 상기 앙상블 인공지능 알고리즘을 통해 획득된 새로운 유량 이력데이터를 이용하여 미래의 수요량을 예측하는 제4 단계를 포함하는 기술을 제공함에 기술적 특징이 있다.
METHOD OF PREDICTION OF WATER SUPPLY FLOW USING ENSEMBLE ARTIFICIAL INTELLIGENCE ALGORITHM
앙상블 인공지능 알고리즘을 사용한 상수도 유량 예측 방법
LIM SUNG GYU (author) / KIM HAN SEUNG (author) / LEE YUN YEONG (author)
2018-02-22
Patent
Electronic Resource
Korean
IPC:
G06Q
Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke
,
DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES
/
E03B
Anlagen oder Verfahren zum Gewinnen, Sammeln oder Verteilen von Wasser
,
INSTALLATIONS OR METHODS FOR OBTAINING, COLLECTING, OR DISTRIBUTING WATER
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