首页|集对论在人工智能中的若干应用与进展综述

集对论在人工智能中的若干应用与进展综述

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集对论(SPT)把事物所在的时空视为一个既确定又不确定(D-U)时空,把事物的确定性与不确定性作为一个确定不确定系统处理,对不确定性"客观承认、系统描述、定量刻画、具体分析、实践检验",在应用中不断发展.该文综述集对(SP)及其联系数(CN)的来源与性质,集对论的成对原理与不确定原理、不确定性系统理论与同异反系统理论和基本算法之后,概述集对论在智能定义、航天数据快速评估和多雷达信号分选、复杂系统智能预测、不确定性智能决策、以及自然数的联系数化与群体智能测算等涉及人工智能基础方面的若干应用,简介集对论在智能算法创新方面的若干进展,包括偏联系数计算与联系数系统能守恒计算在内的绿色智能计算等;期待"集对论+非集对论"集成的绿色智能算法在新一代人工智能中得到更多应用.
Some Applications and Progress of Set Pair Theory in Artificial Intelligence
Set Pair Theory(SPT) regards the spacetime of things as a Deterministic Uncertainty(D-U) spacetime which is both definite and uncertain, treats certainty and uncertainty of things as a system of certainty and uncertainty, and "Objective recognition, systematic description, quantitative description, concrete analysis and practical test" of uncertainty, in the application of continuous development. After reviewing the source and property of Set Pair (SP) and its Connection Number (CN), the pairwise principles and uncertainty principle of set pair theory, the uncertainty system theory and the theory of similarities and differences, and the basic algorithms; some applications of set pair theory in intelligent definition, space data rapid evaluation and multi-radar signal sorting, intelligent prediction of complex systems, intelligent decision-making under uncertainty, connection digitalization of natural numbers and intelligent calculation of groups are summarized. This paper briefly introduces some progresses of set pair theory in the field of intelligent algorithm innovation, including the green intelligent computation involving the calculation of partial connection coefficient and the conservation of system energy of connection number, etc.. It is expected that the green intelligent algorithm based on "set-to-theory non-set-to-theory" integration will be more applied in the new generation of artificial intelligence.

Set Pair Theory (SPT)Artificial intelligenceUncertaintyConnection Number (CN)System energyGreen intelligence computing

赵克勤

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诸暨市联系数学研究所 诸暨 311800

集对论 人工智能 不确定性 联系数 系统能 绿色智能计算

诸暨市联系数学研究所人工智能专题研究项目

zjc202301

2024

电子与信息学报
中国科学院电子学研究所 国家自然科学基金委员会信息科学部

电子与信息学报

CSTPCD北大核心
影响因子:1.302
ISSN:1009-5896
年,卷(期):2024.46(2)
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