专业英语人工智能最终版.pptx

Artificial Intelligence Communications 1202 Group 7 Artificial Intelligence Search engines Labor Appliances Science content Definition Meanings History and greatmen Developing and difficulties Knowledge Current situation Applications and Achievements Future Definition 定义 Artificial Intelligence (AI) is the intelligence of machines and the branch of computer science that aims to create it. Definition in AI textbook :”the study and design of intelligent agents” 人工智能（AI）是机器智能与计算机科学，旨 在创建它的分支。在AI教科书的定义：“学习 的智能代理的设计。” 人工智能是计算机科学的前沿，充满机遇和挑战。 “A student in physics might reasonably feel that all the good ideas have already been taken by Galileo,Newton,Einstein,and the rest,and that it takes many years of study before one can contribute new ideas,AI,on the other hand,still has openings for a full-time Einstein.” _Artificial Intelligence:A modern Approach （一位在物理学领域的学生会理所当然的认为所有的好点子已经 被伽利略，牛顿，爱因斯坦和其他人，它需要许多年前的研究能 做出贡献的新思路，另一方面，AI，仍然作为一个全职的爱因斯 坦。） “Science of making machines do things that would require intelligence if done by man.” 让让机器做的事情，需要智慧，如果做了人的 科学。 Minsky “make computer more useful and to understand principles that make intelligence possible.” 使电脑 更加有用和明白原则，使智力成为可 能。 Wi nston The exciting new effort to make computers thinks machine with minds, in the full and literal sense” (Haugeland 1985) “The art of creating machines that perform functions that require intelligence when performed by people” (Kurzweil, 1990) “The study of mental faculties through the use of computational models” (Charniak et al. 1985) A field of study that seeks to explain and emulate intelligent behavior in terms of computational processes” (Schalkol, 1990) Systems that think like humansSystems that think rationally Systems that act like humansSystems that act rationally Views of AI fall into four categories: What is AI? 19561956BirthBirth EnthusiasmEnthusiasm（狂热狂热 ） 19661966 DifficultiesDifficulties Neural Networks RebornNeural Networks Reborn 19861986 Computational IntelligenceComputational Intelligence 19691969 IJCAI was heldIJCAI was held 19701970 AI was launchedAI was launched Knowledge EngineeringKnowledge Engineering 19771977 PresentPresent 国际人工智能联合会议 The History of AI Secondary Translation - Machine Translation the spirit is willing but the flesh is weak the vodka is good but the meat is rotten Combinatorial explosion problem (组合爆炸) The fact that a program can find a solution in principle does not means that the program contains any of the mechanisms needed to find it in practice. Perceptron limitations(感知机局限性) A two-input perceptron cannot be trained to recognize when its two inputs are different. Difficulties McCarthyMcCarthy 麦卡锡麦卡锡 MinskyMinsky 明斯基明斯基 ShannonShannon 香农香农 GreatmenGreatmen The American scholar McCarthy who is considered the father of artificial intelligence of organized a Society, many experts and scholars gathered together for a discussion of up to two months. Inviting them to participate in the “Summer Dartmouth Artificial Intelligence Research Society.“ Since then, this field is named “artificial intelligence“ McCarthyMcCarthy 麦卡锡麦卡锡 ExampleExample In machine learning, in 1957 Rosenblatt ( 罗森布拉特 )successfully developed Perceptron(感知机); 在1957年机器产生时代 ，罗森布拉特成功的研 制出感知机。 achievement In theorem proving, in 1958 Wang Hao in the IBM-704 machine with a 3-5 minute proved all 220 theorem “Principia Mathematica” in the relevant propositional calculus;In 1965, Robinson made due to the resolution principle(归 结原理); 定理证明，1958年王皓用IBM-704机用3-5分钟 的证明所有220定理“数学原理”中的相关命题 演算;1965年，罗宾逊作出了应有的决议原则。 In pattern recognition( 模式识别), 1959 Selfridge(塞尔福里奇 )launched a pattern recognition program; 1965 Roberts prepared a distinguished building block construction procedures( 可分辨积木构造程序); 1959年塞尔弗里奇用模式识 别推出了模式识别程序; 1965年罗伯茨准备了杰出的 建筑模块结构的程序。 In terms of problem solving(问题求解): 1960 Newell(纽厄尔) compiled a universal problem solver (GPS), can solve 11 different types of problems; In expert systems(专家系统): the results of the 1968 Feigenbaum(费根鲍姆) developed DENDRAL expert system and put into use; achievement 在专家系统：1968的结果费根鲍姆开发DENDRAL“专家系 统”并投入使用； 在解决问题方面：1960纽厄尔编译一个普遍的问题解决者 (GPS),可以解决11个不同类型的问题; May 1997, the U.S. IBMs “Deep Blue” supercomputer beat the world chess champion Garry Kasparov(卡斯帕罗 夫). The great achievements of artificial intelligence 1997五月，美国IBM的“深蓝 ”超级计算机击败了国际象棋 世界冠军卡斯帕罗夫（卡斯帕 罗夫）。 Computational Intelligence thriving (90s-now)Artificial Neural Network人工神经网络 Genetic Algorithm遗传算法 Fuzzy Reasoning模糊推理 Particle Swarm Optimization粒子群优化 Artificial Immune System人工免疫系统 Artificial intelligence (人工智能 ) Turing test (图灵测试) pattern recognition(模式识别) expert systems(专家系统) Neural Network(神经网络) The Turing test (1936) nAlan turing （1912-1954） nThe Turing test is a test of a machines ability to exhibit intelligent behavior or indistinguishable from that of a human. If the judger cannot reliably tell the machine from the human, the machine is said to have passed the test. n图灵测试是一种测试机器的能力,表现出 人类的智能行为或难以区分的。如果测试 的人不能明确地区分出人类和机器,这台 机器就通过了测试。 Applications The main areas General machine intelligence, conversationl behavior ,data-mining, 一般机器智能,对话行为,数据挖掘 Driverless cars, robot soccer and games 无人驾驶汽车,机器人足球和游戏 Robot soccer Conversational behavior A comprehensive survey paper provides a thorough review of intelligent systems in process engineering. The process control research in this area has largely been concerned with three AI methods:knowledge- based systems,neural nerworks and fuzzy logic. 一个广泛的调查提供了一个全面的关于智能技术在 工程进程中的一系列问题的复查，针对此领域的这 项进程控制调查研究主要集中在三个方面：知识库 系统、神经网络和模糊逻辑。 AI methods:knowledge-based systems, Neural networks and Fuzzy logic provides 人工智能主要集中在三个方面：知识库系统、神经网络和模糊逻辑 Knowledge-based systems(KBS),also referred to as expert systems,use a set of “rules” to perform logical inferences about the state of a process operation or some other activityof interest.Industrial applications of KBS systems have largely been concerned with supervisory,which have included the following problems: complex control schemes ,recovery from extreme conditons and emergency shutdowns. 知识库系统（KBS）也就是专家系统，就是应用一系列的规则对 操作过程的状态或其他关心的行为作出逻辑推理。知识库系统在 工业上主要应用在管理活动上。管理控制的应用包括这样一些问 题：复杂管理计划、从极端条件和紧急停工的恢复。 Neural networks provide a powerful approach for developing empirical nonlinear models for variety of physical phenomena. Neural networks also provide a promising approach for pattern recognition problems such as senor data analysis and faulty detection where traditional modeling techniques are not easily applied. 神经网络为发展大量物理现象的非线性经验模型提 供了有效的途径。神经网络同样为模式识别问题提 供了非常有前景的途径，如传感数据分析、错误检 测等这些传统模型已不能轻松应用的领域。 Fuzzy logic provides conceptual framework for practical problems where some process variable are represented as “linguistic variables” which have only a few possible values (e.g. very large ,large ,normal ,small etc.). Thus applications of fuzzy logic and fuzzy control can be viewed as special cases of KBS,which have fuzzy boundaries for the rules. 模糊逻辑为实际问题提供了一个概念上的框 架。在这些实际问题中，过程的变化被描述为 语言上的变化，这些变化仅仅只有一些可能值 （如很大、大、正常、小等）。因此，模糊逻 辑和模糊控制就可看作是知识库系统的特例， 其规则之间的界限是模糊的。 Meaning of AI The most important fields of research in this area are information processing ,pattern recognition ,game-playing computer ,and applied fields such as medical diagnosis. Present research in information processing deals with programs that enable a