[Book] Improving R&D Efficiency through Automation and Autonomy of Experiments (No. 2230)
[Available for preview] - AI, robotics technology, ChatGPT, MI, Bayesian optimization, secure computation, etc.
Book Title: Streamlining R&D through Automation and Autonomy of Experiments --------------------- ☆ Reduce variability due to experimenters, skill levels, and experiment dates! ☆ Unveiling the secret strategies to achieve "unprecedented development speed" and "overwhelming cost reduction"! --------------------- ■ Key Points of This Book 1. How to encourage personnel to voluntarily input data? 2. How to build a system for accumulating and utilizing experimental data scattered in different formats? 3. How to integrate and control a diverse array of devices with varying standards and specifications? 4. How to mitigate cost challenges in introducing automated experimental robots? 5. I want to automate, but I don't know how... 6. Efficient exploration of optimal experimental conditions using Bayesian optimization! 7. Shortening experiments and improving precision and reproducibility with AI and robots! 8. Methods to reduce implementation costs and maximize the use of existing commercial equipment! 9. Utilizing machine learning based on limited training data in material development! 10. Data collection and expansion of experimental space using generative AI! 11. How to safely collaborate and utilize inter-company data through secure computation technology!
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■ Table of Contents Chapter 1: Expectations and Support Systems for Experimental Automation and Autonomy (Laboratory Automation) Chapter 2: Steps Toward Achieving Laboratory Automation Chapter 3: Organizational Structure and Internal Deployment for Operating Automated and Autonomous Experiments Chapter 4: Characteristics of Automated Experimental Equipment and Autonomous Experimental Systems, and Key Points for Introduction into Research and Development Operations Chapter 5: Efficiency Improvement and Productivity Enhancement in Research and Development Operations through RPA Chapter 6: Reducing Experiment Duration with Collaborative Robots and Applications for Experiment Automation and Autonomy Chapter 7: Reducing Experiment Duration and Achieving Experiment Automation and Autonomy Using AI Technology Chapter 8: Efficient Exploration of Experimental Conditions through Bayesian Optimization and Its Application for Experiment Efficiency Chapter 9: Efficiency Improvement in Material Exploration through Automated and Autonomous Experiments and Key Points for Operation Chapter 10: Initiatives and Case Studies for Experimental Automation and Autonomy Toward Laboratory Automation --------------------- ● Publication Date: December 27, 2023 ● Format: A4, 545 pages ● Authors: 89 individuals ● ISBN: 978-4-86104-994-1 ---------------------
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