This is an introduction to a method for exploratory determination of the maximum and minimum values of functions with unknown shapes or functions that cannot be differentiated.
Bayesian optimization is a method for exploratory search to find the maximum or minimum of a function whose overall shape is unknown or cannot be differentiated, while estimating the shape of the function. The key point is how to find an optimal value with as few evaluations as possible in situations where unknown evaluations are very time-consuming and costly. This document also includes "use cases in the field of FA," "system integration and a wide range of proposals," and "an overview of the Pipeline Pilot product." [Examples of Bayesian Optimization Applications] - Optimization of operating conditions for various devices - Exploration of optimal compositions for various materials - Utilization in hyperparameter search for machine learning - Efficient discovery of accurate learning models *For more details, please refer to the PDF document or feel free to contact us.
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Our company develops and sells a "Maintenance Management System" for managing and operating various plants, factories, and other facilities and assets. Currently, this system is undergoing significant evolution into a system that incorporates IoT technologies, such as sensor information and input from tablet devices, as well as AI technologies like machine learning, featuring functions for failure prediction and automatic scheduling. Additionally, as part of the recent trend of digital transformation (DX), there is a growing movement to digitize and automate manufacturing processes and research and development sites in factories to improve operational efficiency. In line with this trend, our company provides a solution aimed at enhancing efficiency in research and development environments, which is the Laboratory Information Management System (LIMS). This software includes features such as workflow management, data tracking, data management, data analysis, and integration of electronic lab notebooks.