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Research On The Design And Application Of Artificial Intelligence Algorithm Library For Industry

Posted on:2022-04-24Degree:MasterType:Thesis
Country:ChinaCandidate:J X ChenFull Text:PDF
GTID:2518306566491224Subject:Software engineering
Abstract/Summary:PDF Full Text Request
Intelligent algorithm is the core technology of Industry 4.0 and the core content for industrial applications.However,there are two obvious problems in the development and application of intelligent algorithms: The first is that the development cost of artificial intelligence algorithm models is relatively high,and the development of small projects in the industrial field also requires experienced engineers to operate.The second is that various algorithms are complicated and how to develop and manage them to be used in an orderly manner in the industrial field has become an urgent problem to be solved.In response to the above problems,an industry-oriented artificial intelligence algorithm library is designed.The algorithm library can not only provide a callable dynamic link library for algorithm developers,but also provide users with an algorithm integration visualization platform,which aims to make the Personnel with senior algorithm experience can use algorithms to analyze problems in the industrial field,thereby reducing the threshold for algorithm use and greatly reducing model development costs.This paper conducts a comprehensive demand analysis of the algorithm library,gives the functional requirements and non-functional requirements of the algorithm library,and combines the overall requirements of the algorithm library,and initially designs the main functional modules.Then the algorithm library is analyzed and designed,mainly focusing on the documents required by the algorithm library,various algorithm interfaces,dynamic DLL calls of the algorithm library,and algorithm platform implementation.According to the functional requirements of the algorithm library,the features and behaviors of each algorithm are abstracted and encapsulated,function interfaces are designed according to categories,and various function parameters are designed according to the characteristics of each category.On the one hand,it is encapsulated into a dynamic link library to meet the requirements of multilanguage calls for use by algorithm developers,and the algorithm is tested for correctness and performance;on the other hand,the algorithm library visualization platform is designed to achieve easy assembly and designation through componentization.Drag and drop operation of algorithm flow.The test of the algorithm library platform shows that the visualization platform can achieve the expected goals.Finally,the application of the algorithm library is introduced,which can play an effective value in real application scenarios.At present,the algorithm library can be used stably,providing basic support for the industrial field,realizing the rapid integration of artificial intelligence technology into the industrial field,thereby ensuring the use of artificial intelligence algorithms,and ensuring its wide application in the industrial field.
Keywords/Search Tags:industrial field, Algorithm library, artificial intelligence, Demand analysis
PDF Full Text Request
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