《智能信息處理技術》課程介紹
智能信息處理就是模拟人或者自然界其他生物處理信息的行為,建立處理複雜系統信息的理論、算法和系統的方法和技術。智能信息處理是當前科學技術發展中的前沿學科,同時也是新思想、新觀念、新理論、新技術不斷出現并迅速發展的新興學科,具有非常廣泛的應用領域。
《智能信息處理技術》課程是物聯網工程專業的選修課。開設本課程的目的是使學生掌握智能信息處理的基本概念、基本原理、基本計算方法;培養學生分析、解決問題的能力,為日後從事工程技術工作、科學研究以及開拓新技術領域,打下堅實的基礎。
本課程主要内容包括:智能信息處理基本概念和基本方法,多傳感器數據融合的基本原理,分布式自适應動态數據融合方法,神經網絡信息處理技術的基本方法,模糊推理系統的基本原理,模糊控制系統設計及應用,協同進化遺傳算法,蟻群智能算法等。
本課程第四學年第一學期開設,計劃學時32,先修課為:離散數學,數據結構,算法設計與分析,模糊數學。本課程含16學時的實驗課程。
Introduction to the Course“Intelligent Information Processing Technique”
Intelligent information processing stimulates behavior of human or other creatures in natural world, constructs the principles and algorithms as well as systemic techniques to process information of complex systems. Intelligent information processing is a front line subject in modern sciences. Meanwhile, it is a quickly developing new subject with the advent of new ideas and new theory along with new techniques. It has been widely used in many fields.
The course “Intelligent Information Processing Technique” is an optional course for students who are majoring in The Internet of Things. The course aims at teaching students to grasp basic concepts, basic principles and basic methods in intelligent information processing, as well as the abilities to analyze and solve practical problems. In order to lay solid foundation for future work such as engineering design, science research as well as exploiting new technique fields.
The main content of the course includes basic concepts and methods of intelligent information processing, basic principles of multi-sensor fusion systems, distributed adaptive dynamic data fusion methods, basic methods of neural network information processing, basic theories of fuzzy inference systems, co-genetic algorithms, ant colony algorithms and so on.
The course will be taught in the first semester of the forth academic year, which includes 32 hours. Its prerequisite courses include discreet mathematics, data structure, algorithm analysis and design, fuzzy mathematics. There are 16 hour experiments in this course.