A deep learning prediction model and surrogate model can be constructed on the screen! It also supports multi-objective optimization.
"Neural Designer" is a no-code application for data science and machine learning. It allows for the easy construction of predictive models and surrogate models using AI (deep learning). The supported predictive models include approximation models, classification models, and time series forecasting models. By using this product, simulations that previously took about a week can now yield results in just a few seconds to a few minutes, making it very effective for simulations that require long computational times. [Features] ■ No programming required; predictive models can be built using only GUI settings with deep learning. ■ The relationship between the target variable and each design variable is expressed in the form of y=f(x). ■ The created models can be output in C or Python format. *For more details, please refer to the PDF document or feel free to contact us.
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basic information
【Other Features】 - Not only can predictive models be built, but it is also possible to output relationships and create surrogate models. - Basic statistical processes, such as checking for missing values and examining the correlation between variables, can be performed with the push of a button. - The relationship between the target variable (such as quality, operating rate, or probability of cancellation) and each design variable can be visualized in graphs. *For more details, please refer to the PDF document or feel free to contact us.*
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Applications/Examples of results
【Applications (Excerpt)】 ■ Modeling the strength of high-performance concrete ■ Predicting noise generated from wings ■ Predicting residual resistance of sailing yachts ■ Predicting power generation of combined cycle power plants ■ Predicting power generation of solar power plants ■ Modeling power generation of wind turbines ■ Modeling pollutant emissions and proposing reduction measures ■ Modeling toxicity levels in water bodies ■ Remote monitoring of Parkinson's disease ■ Modeling wine quality based on physicochemical tests, etc. *For more details, please refer to the PDF document or feel free to contact us.
Detailed information
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Neural Designer is an AI software that requires no programming. You can easily build predictive models using AI with mouse-only GUI operations. By utilizing these predictive models, it is possible to reduce simulation time and optimize operating conditions and settings for various devices.
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High performance that allows you to quickly check results even on a portable laptop.
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This is an image of the adaptation of Neural Designer in a manufacturing environment.
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Neural Designer can make three types of model predictions: approximation prediction, classification prediction, and time series prediction.
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As Neural Designer, you can check the results from data preprocessing to model utilization with just a mouse click.
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The results can be widely utilized for trend and factor analysis, design and condition optimization, and systematization.
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Specific example of an approximate model: It is possible to predict the strength of concrete.
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Specific example of a classification model: It is possible to predict the failure diagnosis of ultrasonic flow meters.
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Specific examples of time series forecasting models It is possible to predict air pollutants.
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Company information
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 one 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 towards digital transformation (DX), there is a growing movement to digitize and automate manufacturing processes and research and development sites in factories to enhance operational efficiency. In line with this trend, our company provides a solution aimed at improving efficiency in research and development environments, known as the Laboratory Information Management System (LIMS), which includes features such as workflow management, data tracking, data management, data analysis, and integration of electronic lab notebooks.