Hitachi, Ltd.

Shin Tezuka

Nobuhiro Maki

Yuichi Taguchi

Keisuke Hatasaki

Yoshiko Yasuda

Souichi Takashige

Takaya Ide

Kentarou Watanabe

Tomoya Oota

Daisuke Komaki

Yuji Kakutani

Satoru Moriya

Regarding MS information, information about each of a plurality of MS's includes meta information of the relevant MS. Regarding model information, information about each of one or a plurality of models includes meta information of the relevant model. A system evaluates appropriateness of an evaluation destination MS/model for an evaluation source MS/model as a replacement MS/model for the evaluation source MS/model on the basis of the meta information of the evaluation destination MS/model and the meta information of the evaluation source MS/model. The system recommends one or more evaluation destination MS's/models, as a candidate for a replacement MS/model of a designated MS/model, to a user on the basis of evaluation of each of one or two or more evaluation destination MS's/models regarding which the MS/model designated by the user in an application configured from one or two or more MS's/models is the evaluation source MS/model.

Replacement candidate recommendation system and method

A system for performing operation management of a machine learning model includes a task-inference ID association unit configured to, on the basis of a system data stream for outputting content of a task performed by a system that calls a machine learning model and a recorded data stream for inputting/outputting data when inference of the machine learning model is processed, calculate, with regard to association between the system data stream and the recorded data stream, the association between the system data stream and the recorded data stream from configuration information representing dependency between the system and the machine learning model.

Machine learning model operation management system and method

An equipment analysis support apparatus includes an equipment constraint information storage unit that stores equipment constraint information which is a correspondence relationship between each process constituting work performed using a plurality of pieces of equipment and a constraint to be imposed on the equipment in each process; a work process information acquisition unit that acquires work process information which is information on a process of the work currently in progress; a configuration information generation unit that, when it is determined that a current work state is changed, specifies a constraint to be imposed on the equipment in the changed work state and generates a configuration of analysis processing of the equipment satisfying the specified constraint based on the acquired work process information and the equipment constraint information; and a processing execution unit that performs processing necessary for analysis of the equipment based on the generated configuration.

Equipment analysis support apparatus, equipment analysis support method, and equipment analysis system

Described is a means for switching a plurality of different data processing methods or means for changing the type of sensor data to be collected is required. A management computer includes a control unit which stores, in a memory, monitoring means for monitoring a plurality of operation processes to be monitored and management means connected to a network to manage management information about a plurality of different types of external devices for processing a plurality of types of sensor information via the network, the control unit executing the monitoring means and management means in a CPU, in which the control unit determines whether the plurality of operation processes to be monitored is changed, and instructs, when determining that the operation processes are changed, the plurality of different types of external devices to change the processing of the sensor information required to execute the operation processes before changing.

Management computer, data processing system, and data processing program

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Tokyo, Japan

Shin Tezuka