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Newsletter Registration [email protected] us a line anytime! HomeProduct Professional Edition Starter Edition JDisc Discovery Add-OnsDownloadsPricingSupport FAQ Documentation Video Tutorials Getting started Discovery Scenarios Azure Cloud Discovery Reporting Device Grouping Custom Attributes Document Management Device History Add-On Networking Add-On Dependency Mapping Add-On Measurement Add-On Troubleshooting Create a ticket when having problems scanning your IT Remote Support via TeamViewerJDisc BlogContact Us Search for: Download Free Book a demo HomeProduct Professional Edition Starter Edition JDisc Discovery Add-OnsDownloadsPricingSupport FAQ Documentation Video Tutorials Getting started Discovery Scenarios Azure Cloud Discovery Reporting Device Grouping Custom Attributes Document Management Device History Add-On Networking Add-On Dependency Mapping Add-On Measurement Add-On Troubleshooting Create a ticket when having problems scanning your IT Remote Support via TeamViewerJDisc BlogContact Us Search for: Download Free Book a demo Search for: Download Free Book a demo HomeProduct Professional Edition Starter Edition JDisc Discovery Add-OnsDownloadsPricingSupport FAQ Documentation Video Tutorials Getting started Discovery Scenarios Azure Cloud Discovery Reporting Device Grouping Custom Attributes Document Management Device History Add-On Networking Add-On Dependency Mapping Add-On Measurement Add-On Troubleshooting Create a ticket when having problems scanning your IT Remote Support via TeamViewerJDisc BlogContact Us Getting Snapshot Information for VMware, Hyper-V and Citrix Xen Server By: Thomas Trenz Date: May 09, 2019 Comment: 0 Dear JDisc friends, we have added a new feature to collect snapshot information for virtual machines. In virtual environments, users can create so called snapshots for their virtual machines. A snapshot saves a virtual machine’s the disk and memory configuration. Later you can revert to a saved snapshot. That makes it easy to revert to[...] Read More

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Adaptive Physics-Based Feature Engineering for Machine Learning-Assisted Alloy DiscoveryThis repository contains the code and dataset used in the study:"A Novel Adaptive Physics-based Feature Engineering Approach for Machine Learning-assisted Alloy Discovery"by Yasaman J. Soofi, Yijia Gu, and Jinling Liu.The study introduces an adaptive physics-based feature engineering method that improves machine learning predictions for alloy properties by leveraging domain-specific knowledge. By decomposing categorical features into meaningful subunits, this approach outperforms traditional encoding methods like one-hot encoding, achieving enhanced prediction accuracy (R² up to 0.94).Read the published paper here.OverviewThis repository demonstrates how physics-informed feature engineering can significantly enhance the performance of machine learning models in alloy discovery. The adaptive encoding method integrates domain-specific physics into categorical feature representations, leading to improved model robustness and interpretability.Key contributions include:Improved prediction accuracy for material properties (R² up to 0.94) compared to one-hot encoding.Validation using advanced statistical techniques such as Student’s t-test (P-values Leave-One-Out Cross-Validation (LOOCV), and random seed testing.Application of Random Forest regression and classification models for mechanical and technological property prediction.Code FilesStatistical Analysiscorrelation_heatmap.ipynbPerforms Spearman correlation analysis and generates heatmaps to visualize variable relationships.feature_importance.ipynbAnalyzes feature importance for mechanical and technological properties and generates top-10 feature importance plots.Predictive Modeling20221025-Hu_Dataset_prediction.ipynbImplements Random Forest regression models to predict alloy properties for 100 different random seeds using the dataset from Hu et al.100seeds_mechanical.ipynbImplements Random Forest regression models for mechanical property prediction across 100 random seeds.100seeds_technological.ipynbImplements Random Forest classification models for technological property prediction across 100 random seeds.Key FeaturesPhysics-Informed Feature Engineering: Decomposes categorical features into domain-specific subunits to enhance model performance and interpretability.Supervised Learning Models: Random Forest regression and classification for predicting material properties.Statistical Validation: Ensures reliability with LOOCV, random seed testing, and Student’s t-test.Visualization: Correlation heatmaps and feature importance plots to highlight key variables.Technologies UsedProgramming Languages: Python (pandas, numpy, scikit-learn, Matplotlib).Machine Learning Techniques: Random Forest Regression, Random Forest Classification.Statistical Methods: Spearman correlation, LOOCV, Student’s t-test.Dataset: Includes processed data from Hu et al. and other alloy studies.Related WorkFor additional insights into machine learning-assisted alloy design, explore my earlier project:ML-Assisted Alloy Design Using Wrought Aluminum Alloys.CitationIf you use this repository in your work, please cite:"A Novel Adaptive Physics-based Feature Engineering Approach for Machine. Download alloy discovery 6.5 for free. Business software downloads - Alloy Discovery by Alloy Software, Inc. The product comes in two editions: Alloy Discovery Enterprise and Alloy Discovery Express (Free). Enterprise is designed for medium and enterprise business environments, while

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