Air-conditioning control system

An air-conditioning control system for performing air-conditioning of a target space by an air-conditioning apparatus, the air-conditioning control system comprising:

• a processor including
• a generation unit configured to generate a plurality of candidates for an operation condition of the air-conditioning apparatus;
• a prediction unit configured to use a learning model in order to predict an environment state of the target space based on the operation condition, to predict the environment state;
• an evaluation unit configured to evaluate the environment state corresponding to the operation condition;
• an extraction unit configured to extract, from the plurality of candidates for the operation condition, the operation condition for which an evaluation by the evaluation unit satisfies a predetermined condition;
• a control unit configured to control the air-conditioning apparatus with the operation condition extracted by the extraction unit;
• and
• a computing unit configured to perform a computational fluid dynamics simulation of the environment state using the operation condition as an input,
• the computing unit being configured to calculate a first environment state and a second environment state having a lower simulation accuracy than the first environment state, and
• the learning model being configured to predict the first environment state using the second environment state as an input, and
• the learning model having performed learning using the second environment state as an explanatory variable and the first environment state as an objective variable.

An air-conditioning control system for performing air-conditioning of a target space by an air-conditioning apparatus, the air-conditioning control system comprising:

• a processor including
• a generation unit configured to generate a plurality of candidates for an operation condition of the air-conditioning apparatus;
• a prediction unit configured to use a learning model in order to predict an environment state of the target space based on the operation condition, to predict the environment state;
• an evaluation unit configured to evaluate the environment state corresponding to the operation condition;
• an extraction unit configured to extract, from the plurality of candidates for the operation condition, the operation condition for which an evaluation by the evaluation unit satisfies a predetermined condition;
• a control unit configured to control the air-conditioning apparatus with the operation condition extracted by the extraction unit;
• an acquisition unit, the environment state being a value of an environment parameter at a plurality of locations including a first location and a second location in the target space, the acquisition unit being configured to acquire the value of the environment parameter at the first location by actual measurement;
• and
• a computing unit configured to perform a computational fluid dynamics simulation of the values of the environment parameters at the first location and the second location, using the operation conditions as an input,
• the learning model being configured to predict
• the value of the environment parameter at the second location based on the value of the environment parameter at the first location acquired by the acquisition unit when the air-conditioning apparatus has been controlled with the operation condition, and
• the values of the environment parameter at the first location and the second location calculated by the computing unit, and
• the learning model having performed learning using, as an explanatory variable, the value of the environment parameter at the first location acquired by the acquisition unit, and, as an objective variable, the value of the environment parameter at the second location predicted by inputting the value of the environment parameter at the second location calculated by the computing unit to a first learning model that has performed learning using,
• as an explanatory variable, the value of the environment parameter at the first location calculated by the computing unit, and,
• as an objective variable, the value of the environment parameter at the first location acquired by the acquisition unit.