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Data modeling software - List of Manufacturers, Suppliers, Companies and Products

Data modeling software Product List

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Data modeling software "DTEmpower"

A graphical operating environment and powerful algorithms! Usable in various scenes of corporate activities.

"DTEmpower" is a data analysis and modeling software that can extract valuable information from various data it holds and build high-quality data models. It provides a graphical operating environment and powerful algorithms, allowing users without data modeling experience to easily perform data analysis and model construction. With its unique algorithm AIOD for outlier detection, it can identify samples that exhibit abnormal characteristics in local subsets. 【Features】 ■ Data Cleaning ■ Data Clustering ■ Sensitivity Analysis ■ Regression Models ■ Zero Coding *For more details, please refer to the PDF materials or feel free to contact us.

  • Data conversion software

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[Example] AIAgent Training 'DTEmpower'

A case where the effects were verified using a simulation dataset based on the Styblinski-Tang function!

We will introduce case studies on data cleaning and AIAgent training using our intelligent data modeling software "DTEmpower." This software provides users with a variety of algorithms related to different aspects of data modeling, such as sensitivity analysis and model training. Using a simulation dataset based on the Styblinski-Tang function, we verified the effectiveness of the model training algorithm "AIAgent." The response surface is essentially aligned with theoretical values, confirming high accuracy. [Case Overview] - The goal of data modeling is to obtain a predictive model from x (x1 to x5) to y. - To confirm the superiority of AIAgent, a new project was simultaneously created, and validation using an integrated learning algorithm was also conducted. - The response surface of the model trained by AIAgent is essentially aligned with theoretical values, confirming high accuracy. *For more details, please download the PDF or feel free to contact us.*

  • AIAgentトレーニング2.png
  • Other Software

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[Case Study] Data Preprocessing and Visualization 'DTEmpower'

A case where it was visually confirmed that there is a possibility of some anomaly, as it deviates significantly from the curve!

We would like to introduce the application examples of data preprocessing and visualization using our intelligent data modeling software "DTEmpower." This software enables effective utilization of existing data even in situations where there is no experience in data modeling. Most of the sample points in this case are distributed along the same curve corresponding to normal operations, but in datasets with anomalies, some sample points are significantly deviated from the curve, allowing for a visual confirmation of potential anomalies. [Case Overview] - Preparing an appropriate dataset is an important task in modeling, so we use the built-in data preprocessing and visualization tools. - Samples from two types of data sources used here are plotted on the same scatter plot and displayed in two colors. *For more details, please download the PDF or feel free to contact us.

  • Other Software

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[Case Study] Parameter Timing Prediction 'DTEmpower'

Solve data characteristics and model training issues! Ultimately, the R2 index of the predictive model improved from 0.68 to 0.94.

We would like to introduce an application case of timing prediction for parameters of our intelligent data modeling software "DTEmpower." This product is equipped with graphical process construction features, allowing all data and model operations to be performed simply by manipulating the modules within the toolbox. In the time series forecasting problem, our software addressed issues related to data characteristics and model training, ultimately improving the R2 index of the prediction model from 0.68 to 0.94. [Case Overview] - Faced with a complex dynamic biochemical process model characterized by strong external interference, time-varying factors, coupling, and non-linearity, we built a data-driven system based on a large amount of measurement data. - By rationally selecting external features and introducing feature engineering techniques such as MDI/PCA, we not only enhanced the richness of input information but also improved model prediction accuracy and mitigated issues arising from excessive input. *For more details, please download the PDF or feel free to contact us.

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DTEmpower Turbo Machinery Fault Diagnosis

Enhancing the monitoring and diagnosis of machinery leads to improved safety and reliability, as well as reduced operational and maintenance costs!

The in-house developed data modeling software DTEmpower is a data modeling platform designed for industrial users, developed by delving into the data modeling needs of industrial companies. DTEmpower offers a wide range of algorithms for data modeling, including data cleaning, feature extraction, feature selection, and model training. It enables the improvement of model quality while reducing the need for user experience through algorithm development for specific cases, an intelligent scheduling engine, and super reference optimization. DTEmpower is equipped with a complete set of diagnostic solutions for failure diagnosis of turbomachinery. *For more detailed information, please refer to the related links. For further inquiries, feel free to download the PDF or contact us.*

  • 【DTEmpower】ターボ機械の故障診断2.png
  • Other analyses

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