본 발명에 따른 머신러닝 기반 에너지관리시스템에 의하면, 전력 기준으로 추진부하/서비스 전기부하(전력부하 모듈) 및 발전원을 제어하는 종래 PMS(Power Management System)과 달리 에너지 기준으로 제어를 수행하는 EMS(Energay Management system)를 중심으로 전력부하 모듈과 발전원 모듈을 관리-제어하는 시스템을 구축하게 되므로, 에너지 효율과 경제성이 극대화된 운전조건으로 발전원이 요구부하를 운용할 수 있게 되고, 발전기의 부하 크기값에 따라 배터리의 충전과 방전을 제어하면서 전체 발전효율 증대 및 에너지 절감을 유도하는 LCS(Load Control System)와 EMS가 연동되는 한편 전력부하 모듈의 요구부하에 대응하는 발전원의 전력공급 제어신호가 부하 데이터/전력 데이터에 대한 머신러닝(ML:Machine Learning)을 수행하는 제어신호생성용 EMS알고리즘에 의해 실시간 산출되므로, 전력부하 모듈의 부하 특성, 요구부하, 부하 변동에 맞추어 발전원이 최적제어됨에 따라 출력효율과 에너지 절감효율이 극대화될 수 있게 된다.

    Disclosed is a machine learning-based energy management system, in which a system that manages and controls a power load module and a power source module on the basis of an energy management system (EMS) that performs controlling on the basis of energy is established so that a power source is able to operate a required load under an operating condition that maximizes energy efficiency and economic efficiency, and while the EMS operates in conjunction with a load control system (LCS) inducing an overall power generation efficiency increase and energy saving while controlling the charging and discharging of a battery according to the load size value of a generator, the power supply control signal of the power source corresponding to the required load of the power load module is calculated in real time by a control signal generation EMS algorithm that performs machine learning (ML) of load data/power data.


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    Title :

    Energy management system based on machine learning


    Additional title:

    머신러닝 기반 에너지관리시스템


    Contributors:
    OH JIN SEOK (author)

    Publication date :

    2025-03-13


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Korean


    Classification :

    IPC:    H02J CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER , Schaltungsanordnungen oder Systeme für die Abgabe oder Verteilung elektrischer Leistung / B63J Hilfsanlagen auf Schiffen , AUXILIARIES ON VESSELS / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen



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