[Available for preview] - AI, robotics technology, ChatGPT, MI, Bayesian optimization, secure computation, etc.
Book Title: Streamlining R&D through Automation and Autonomy of Experiments and Operational Methods --------------------- ☆ Reduce variability caused by experimenters, skill levels, and experiment days! ☆ 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 aggregating and utilizing experimental data scattered in different formats? 3. How to integrate and control a diverse range of devices with varying standards and specifications? 4. How to mitigate cost challenges in the introduction of 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, increasing precision, and improving 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 materials development! 10. Data collection and expansion of experimental space using generative AI! 11. How to safely collaborate and utilize inter-company data through secure computing technologies!
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■ Table of Contents Chapter 1: Expectations and Support Systems for Experimental Automation and Autonomy (Laboratory Automation) Chapter 2: Steps to Achieve Laboratory Automation Chapter 3: Organizational Structure and Internal Deployment for the Operation of 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: Shortening Experiments with Collaborative Robots and Application Methods for Experimental Automation and Autonomy Chapter 7: Shortening Experiments and Achieving Automation and Autonomy through the Use of AI Technology Chapter 8: Efficient Exploration of Experimental Conditions through Bayesian Optimization and Its Application to Experiment Efficiency Chapter 9: Efficiency Improvement in Material Exploration through Automated and Autonomous Experiments and Operational Points Chapter 10: Efforts and Case Studies on Experimental Automation and Autonomy Towards Laboratory Automation --------------------- ● Publication Date: December 27, 2023 ● Format: A4, 545 pages ● Authors: 89 ● ISBN: 978-4-86104-994-1 ---------------------
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