A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
MACHINE LEARNING DEVICE, SETTING DEVICE, INFERENCE DEVICE, MACHINE LEARNING METHOD, SETTING METHOD, INFERENCE METHOD, MACHINE LEARNING PROGRAM, SETTING PROGRAM, AND INFERENCE PROGRAM
To provide a machine learning device capable of efficient operation of entire fluid supply devices with a bird's-eye view.SOLUTION: The machine learning device is a machine learning device for generating a setting learning model for controlling a fluid supply device including: a fluid supply unit (water supply unit WSU) placed within a building 1, the fluid supply unit having a motor the rotation of which is controlled by an inverter and a pump for transferring fluid using the motor as the driving source; and a usage trend acquisition unit that acquires information on fluid usage trends at consumers in the building 1. The machine learning device includes: a learning data storage unit storing a plurality of sets of learning data including at least data relating to the usage trend of the fluid acquired by the usage trend acquisition unit as input data; and a machine learning unit that inputs multiple sets of the learning data to the learning model to cause the learning model to learn a correlation between the input data and parameters for the inverter to control the motor. The learning model that is learned by the machine learning unit is stored.SELECTED DRAWING: Figure 1
【課題】流体供給装置全体を俯瞰的にみた効率的な運用が可能となる機械学習装置を提供する。【解決手段】機械学習装置は、インバータによって回転が制御されるモータと、前記モータを駆動源とし流体を移送するポンプと、を有し、建物１内に設置される流体供給ユニット（給水ユニットＷＳＵ）と、前記建物1内の需要家における流体の利用動向を取得する利用動向取得部と、を含む流体供給装置を制御する際の設定の学習モデルを生成する機械学習装置であって、前記利用動向取得部で取得される流体の利用動向に係るデータを入力データとして少なくとも含む学習用データを複数組記憶する学習用データ記憶部と、前記学習モデルに前記学習用ータを複数組入力することで、前記入力データと、前記インバータが前記モータを制御する際のパラメーターと、の相関関係を前記学習モデルに学習させる機械学習部と、前記機械学習部により学習させた前記学習モデルを記憶する。【選択図】図１
MACHINE LEARNING DEVICE, SETTING DEVICE, INFERENCE DEVICE, MACHINE LEARNING METHOD, SETTING METHOD, INFERENCE METHOD, MACHINE LEARNING PROGRAM, SETTING PROGRAM, AND INFERENCE PROGRAM
To provide a machine learning device capable of efficient operation of entire fluid supply devices with a bird's-eye view.SOLUTION: The machine learning device is a machine learning device for generating a setting learning model for controlling a fluid supply device including: a fluid supply unit (water supply unit WSU) placed within a building 1, the fluid supply unit having a motor the rotation of which is controlled by an inverter and a pump for transferring fluid using the motor as the driving source; and a usage trend acquisition unit that acquires information on fluid usage trends at consumers in the building 1. The machine learning device includes: a learning data storage unit storing a plurality of sets of learning data including at least data relating to the usage trend of the fluid acquired by the usage trend acquisition unit as input data; and a machine learning unit that inputs multiple sets of the learning data to the learning model to cause the learning model to learn a correlation between the input data and parameters for the inverter to control the motor. The learning model that is learned by the machine learning unit is stored.SELECTED DRAWING: Figure 1
【課題】流体供給装置全体を俯瞰的にみた効率的な運用が可能となる機械学習装置を提供する。【解決手段】機械学習装置は、インバータによって回転が制御されるモータと、前記モータを駆動源とし流体を移送するポンプと、を有し、建物１内に設置される流体供給ユニット（給水ユニットＷＳＵ）と、前記建物1内の需要家における流体の利用動向を取得する利用動向取得部と、を含む流体供給装置を制御する際の設定の学習モデルを生成する機械学習装置であって、前記利用動向取得部で取得される流体の利用動向に係るデータを入力データとして少なくとも含む学習用データを複数組記憶する学習用データ記憶部と、前記学習モデルに前記学習用ータを複数組入力することで、前記入力データと、前記インバータが前記モータを制御する際のパラメーターと、の相関関係を前記学習モデルに学習させる機械学習部と、前記機械学習部により学習させた前記学習モデルを記憶する。【選択図】図１
MACHINE LEARNING DEVICE, SETTING DEVICE, INFERENCE DEVICE, MACHINE LEARNING METHOD, SETTING METHOD, INFERENCE METHOD, MACHINE LEARNING PROGRAM, SETTING PROGRAM, AND INFERENCE PROGRAM
機械学習装置、設定装置、推論装置、機械学習方法、設定方法、推論方法、機械学習プログラム、設定プログラム、及び、推論プログラム
SUGIYAMA KAZUHIKO (author) / YAMADA YASUMASA (author) / HARADA YOSUKE (author) / SEKIGUCHI TAKASHI (author)
2022-08-25
Patent
Electronic Resource
Japanese
IPC:
E03B
Anlagen oder Verfahren zum Gewinnen, Sammeln oder Verteilen von Wasser
,
INSTALLATIONS OR METHODS FOR OBTAINING, COLLECTING, OR DISTRIBUTING WATER
/
G05B
Steuer- oder Regelsysteme allgemein
,
CONTROL OR REGULATING SYSTEMS IN GENERAL
/
G06N
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
,
Rechnersysteme, basierend auf spezifischen Rechenmodellen
/
G16Y
| European Patent Office | 2024
SETTING SYSTEM, SETTING DEVICE, SETTING METHOD, AND PROGRAM
| European Patent Office | 2020