Artificial Intelligence in Chemistry

Author:

Jakuš Vladimír

Abstract

The definition of artificial intelligence and the associated tasks of this branch of science are discussed. The tasks include pattern recognition, adaptation and learning, problem solving by means of expert systems or neural networks, and understanding the natural language and communication with a machine in it. The principles of problem solving are analyzed. It is demonstrated how artificial intelligence-based computer programs in which chemical expertise is encoded assist in structure elucidation, in the investigation of relations between structure and biological activity or chromatographic retention, etc.; problems emerging in the synthesis planning with a retrosynthetic analysis, or in the planning of experiments and intelligent consultations are dealt with. Several models used for structure elucidation and synthesis planning are evaluated. An overview is presented of additional expert systems which, along with artificial intelligence-based robotics, are used in intelligent instrumentation. Also discussed is the role of neural networks, which begin to be successfully employed in structure elucidation, synthesis planning, in intelligent instrumentation and in the treatment of natural languages. They are expected to be an important tool in the implementation of intelligent systems for the classification of chemical databases and prediction of properties of molecules.

Publisher

Institute of Organic Chemistry & Biochemistry

Subject

General Chemistry

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Artificial Intelligence and Friends;A Practical Guide to Scientific Data Analysis;2009-12-29

2. Use of expert systems for the synthesis of downstream protein processes;Computers & Chemical Engineering;2000-10

3. Application of neural networks in structure-activity relationships;Medicinal Research Reviews;1999-05

4. An Overview of Recent Expert System Applications in Analytical Chemistry;Critical Reviews in Analytical Chemistry;1996-12

5. Expert Systems and Analytical Chemistry:  Recent Progress in the ACexpert Project;Journal of Chemical Information and Computer Sciences;1996-01-01

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