Deep Learning, Factor Analysis
Using AI to Predict Global Warming Potential for Sustainable Refrigerant Design
Climate change has become one of the most pressing challenges of our time. Synthetic refrigerants used in cooling systems, such as air conditioning and refrigeration, con...
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Multi-objective optimization of an advanced Lorenz cycle (ALC) using a surrogate model based on Multi-Sigma®
Background In pursuit of a carbon-neutral society, the development of highly efficient thermal energy conversion technologies for both heating and cooling is becoming inc...
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Chain Analysis, Precise Optimization
Driving Innovation with AI Chain Analysis: Integrating Experimental Data for High-Performance MOF Development
Driving Innovation with AI Chain Analysis: Integrating Experimental Data for High-Performance MOF Development Introduction: Revealing the Whole Picture Through AI Chain M...
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Exploration of
next-generation solar cell materials using Multi-Sigma
Using the AI analysis platform Multi-Sigma®, we will construct a prediction model of formation energy and bandgap based on material descriptors. The models were linked fo...
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Multi-Objective Optimization of MEMS Sensor Manufacturing Process with Multi-Sigma®
We used the AI analysis platform, Multi-Sigma®, to predict and analyze factors and optimize the manufacturing of high-performance MEMS sensors 1. Prediction of performanc...
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Balancing Density Control and CO₂ Adsorption Capacity in MOF Synthesis using Multi-Sigma®
This case study showcases how AIZOTH's AI analytics platform, Multi-Sigma®, is utilized to optimize the synthesis of Metal-Organic Frameworks (MOFs), achieving both optim...
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Hydration Free Energy Prediction in Molecular Design Using Multi-Sigma®
This case study introduces the use of AIZOTH’s AI analytics platform,Multi-Sigma®, to predict, analyze key factors influencing, and optimizehydration free energy, a criti...
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Dimensionality Reduction (1): Principal Component Analysis
Introduction This article explains the concept of dimensionality reduction techniques. Specifically, we introduce a method called Principal Component Analysis (PCA) to pe...
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Prediction Model Integration and Multi-Objective Optimization in Pharmaceutical Development Using Multi-Sigma®
This case study showcases Aizoth's Multi-Sigma®, leveraging its AI chain analysis and multi-objective optimization to balance drug activity (pIC50) and side effects for B...
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Chain Analysis
Optimizing Sleep Conditions through AI Chain Analysis using Multi-Sigma®
AIZOTH’s AI analysis platform Multi-Sigma® combines three AI models to find sleep conditions that minimize fatigue and maximize concentration the next day. 1. Training an...
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