{"title":"AI4OPT：人工智能优化进步研究所","authors":"Pascal Van Hentenryck, Kevin Dalmeijer","doi":"10.1002/aaai.12146","DOIUrl":null,"url":null,"abstract":"<p>This article is a short introduction to <span>AI4OPT</span>, the NSF AI Institute for Advances in Optimization. <span>AI4OPT</span> fuses AI and optimization, inspired by societal challenges in supply chains, energy systems, chip design and manufacturing, and sustainable food systems. By combining machine learning and mathematical optimization, <span>AI4OPT</span> strives to develop AI-assisted optimization systems that bring orders of magnitude improvements in efficiency, perform accurate uncertainty quantification, and address challenges in resiliency and sustainability. <span>AI4OPT</span> also applies its “teaching the teachers” philosophy to provide longitudinal educational pathways in AI for engineering.</p>","PeriodicalId":7854,"journal":{"name":"Ai Magazine","volume":"45 1","pages":"42-47"},"PeriodicalIF":2.5000,"publicationDate":"2024-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/aaai.12146","citationCount":"0","resultStr":"{\"title\":\"AI4OPT: AI Institute for Advances in Optimization\",\"authors\":\"Pascal Van Hentenryck, Kevin Dalmeijer\",\"doi\":\"10.1002/aaai.12146\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>This article is a short introduction to <span>AI4OPT</span>, the NSF AI Institute for Advances in Optimization. <span>AI4OPT</span> fuses AI and optimization, inspired by societal challenges in supply chains, energy systems, chip design and manufacturing, and sustainable food systems. By combining machine learning and mathematical optimization, <span>AI4OPT</span> strives to develop AI-assisted optimization systems that bring orders of magnitude improvements in efficiency, perform accurate uncertainty quantification, and address challenges in resiliency and sustainability. <span>AI4OPT</span> also applies its “teaching the teachers” philosophy to provide longitudinal educational pathways in AI for engineering.</p>\",\"PeriodicalId\":7854,\"journal\":{\"name\":\"Ai Magazine\",\"volume\":\"45 1\",\"pages\":\"42-47\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2024-02-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/aaai.12146\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Ai Magazine\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/aaai.12146\",\"RegionNum\":4,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ai Magazine","FirstCategoryId":"94","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/aaai.12146","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
摘要
本文简要介绍了 AI4OPT，即国家自然科学基金会人工智能优化进展研究所（NSF AI Institute for Advances in Optimization）。AI4OPT 将人工智能与优化相结合，其灵感来自供应链、能源系统、芯片设计与制造以及可持续食品系统中的社会挑战。通过将机器学习与数学优化相结合，AI4OPT 致力于开发人工智能辅助优化系统，以提高效率、准确量化不确定性，并应对弹性和可持续性方面的挑战。AI4OPT 还运用其 "教师教学 "理念，提供工程人工智能的纵向教育途径。
This article is a short introduction to AI4OPT, the NSF AI Institute for Advances in Optimization. AI4OPT fuses AI and optimization, inspired by societal challenges in supply chains, energy systems, chip design and manufacturing, and sustainable food systems. By combining machine learning and mathematical optimization, AI4OPT strives to develop AI-assisted optimization systems that bring orders of magnitude improvements in efficiency, perform accurate uncertainty quantification, and address challenges in resiliency and sustainability. AI4OPT also applies its “teaching the teachers” philosophy to provide longitudinal educational pathways in AI for engineering.
期刊介绍：
AI Magazine publishes original articles that are reasonably self-contained and aimed at a broad spectrum of the AI community. Technical content should be kept to a minimum. In general, the magazine does not publish articles that have been published elsewhere in whole or in part. The magazine welcomes the contribution of articles on the theory and practice of AI as well as general survey articles, tutorial articles on timely topics, conference or symposia or workshop reports, and timely columns on topics of interest to AI scientists.
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