人工智能在纳米科学应用中的发展趋势

G. Dagnaw, Gubala Getu Endeshaw
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引用次数: 1

摘要

纳米技术被认为是一场新的工业革命背后的驱动力。私人和公共部门的支出都在不断增加。近年来,汽车、医疗、航天、通信、航天和军事等行业从纳米技术、机器人和人工智能(NRAI)领域的发现中获得了巨大的利益。在过去的十年中,在纳米技术研究中越来越多地使用人工智能工具。人工智能(AI)和纳米技术是实现精准医疗目标的两个重要领域,为每位癌症患者量身定制最佳治疗方案。最近这两个领域之间的转换使得更好的患者数据采集和改进的非物质设计用于精确的癌症医学。诊断性非材料用于收集患者特异性疾病概况,然后通过一系列治疗性纳米技术加以利用,以改善治疗效果。然而,肿瘤内部和患者间的高度异质性使得合理设计诊断和治疗平台以及分析其输出非常困难。人工智能方法的整合可以弥补这一差距,使用模式分析和分类算法来提高诊断和治疗的准确性。纳米医学设计也受益于人工智能的应用,通过根据与目标药物、生物液体、免疫系统、脉管系统和细胞膜的预测相互作用来优化材料特性,所有这些都会影响治疗效果。本文介绍了人工智能的基本概念,并回顾了纳米技术与人工智能结合对未来精准癌症医学的贡献和前景。纳米级应用将与人工智能协同工作,从世界的实验室走向战场。正如人工智能系统现在被完全整合到军事决策过程中,例如允许卫星以互补的方式自主阻止攻击,纳米技术正在为军事空间发展提供基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Current Trends of Artificial Intelligence in Nanosciences Application
Nanotechnologies are being spoken of as the driving force behind a new industrial revolution. Both private and public-sector spending are constantly increasing. In recent years the industries like Automobile, Medical, Space, Communication, Space and Military have realized tremendous benefits originating from discoveries made in the fields of Nanotechnology, Robotics and Artificial Intelligence (NRAI).During the last decade there has been increasing use of artificial intelligence tools in nanotechnology research. Artificial intelligence (AI) and nanotechnology are two fields that are instrumental in realizing the goal of precision medicine tailoring the best treatment for each cancer patient. Recent conversion between these two fields is enabling better patient data acquisition and improved design of nonmaterial’s for precision cancer medicine. Diagnostic nonmaterial’s are used to assemble a patient-specific disease profile, which is then leveraged, through a set of therapeutic nanotechnologies, to improve the treatment outcome. However, high intratumor and interpatient heterogeneities make the rational design of diagnostic and therapeutic platforms, and analysis of their output, extremely difficult. Integration of AI approaches can bridge this gap, using pattern analysis and classification algorithms for improved diagnostic and therapeutic accuracy. Nanomedicine design also benefits from the application of AI, by optimizing material properties according to predicted interactions with the target drug, biological fluids, immune system, vasculature, and cell membranes, all affecting therapeutic efficacy. Here, fundamental concepts in AI are described and the contributions and promise of nanotechnology coupled with AI to the future of precision cancer medicine are reviewed. Nanoscale applications working alone and in concert with AI will begin to move from the laboratories of the world into the theatres of war. Just as AI systems are now being wholly integrated into military decision making processes such as allowing satellites to deter attacks autonomously, in complimentary fashion, nanotechnology is providing the fabric for military space development.
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