Use Case of Artificial Intelligence in Machine Learning Manufacturing 4.0
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Abstract:
The sector manufacturing rebellion (Manufacturing generation) has been enticing consideration from entirel over the biosphere over the past few years. Digital technology progression has positioned companies in the face of a projected change in pari gms and management methods. Manufacturing 4.0 is altering the manufacturing sector. The novel scientific tendencies, the arrival of manufacturing 4.o and artificial Intelligence (AI) and machine-learning make it imperative to replicate on manufacturing practices and their efficiency with appreciate to the new technological framework. AI and Machine Learning in industry 4.0 paves way for immense revolution for manufacturing companies with different industry opportunities. Industry 4.0 embrace IoT, AI, cyber-physical systems, Machine learning and cognitive computing which enables the startups for smart factories. The production processes in smart factory are allied to interfaces, machines and modules communicate with one another where large amount of information can be collected to enhance the manufacturing process. Artificial intelligence and machine learning in manufacturing is focused on industrial automation in the pursuit of efficacy.Keywords:
Manufacturing
Integrated Computer-Aided Manufacturing
Manufacturing execution system
Machine shop
Advanced manufacturing and network technologies have impacted on every aspect of product development significantly. Meanwhile, the increasing product complexity and globalization manufacturing bring manufacturing enterprise to adapt advance manufacturing mode and some digital technology for satisfying new requirement. In order to satisfy the production development requirements, a lot of precious manufacturing resources have been put in the process of manufacturing. How to improve manufacturing resource capability for advancing the core capability of manufacturing enterprise becomes a very important problem that must been solved. The intelligent modeling method for manufacturing resource is put forward in the paper. Some relative enable technologies have been researched in deeply. These technologies include knowledge-based Manufacturing resource description, Structural management mode for manufacturing resource, Optimization for Manufacturing Task and manufacturing resource and intelligent acquisition mode for manufacturing resource. At last, the system framework for manufacturing resource integration has been constructed.
Manufacturing execution system
Integrated Computer-Aided Manufacturing
Manufacturing
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Along with the continuous development of the electronic, information and other new-and high techniques and the individualization and diversification of the market requirements, the mechanical manufacturing has been not the one in the traditional meanings, and its developing features and trends are mainly externalized as the flexible manufacturing, network manufacturing, agile manufacturing, virtual manufacturing, intelligent manufacturing, green manufacturing and computer integrated manufacturing.
Integrated Computer-Aided Manufacturing
Agile Manufacturing
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Management of manufacturing CIM control strategies quality assurance and quality control systems process modelling expert systems in manufacturing production planning robotic and other automated assembly systems manufacturing simulation computer-aided production control systems artificial intelligence in manufacturing design of integrated manufacturing systems computer-aided information systems.
Manufacturing execution system
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Cyber Manufacturing system (CMS) is the future of manufacturing system integration, which can completely change the manufacturing industry in all areas to benefit everyone from the companies to the consumers. This research paper describes how this form of manufacturing can be achieved through the cooperation of several areas of digital manufacturing. The included Manufacturing Automation Framework displays how the different systems can work together to achieve successful cyber manufacturing. The framework provides the basic structure of the system needed to easily transfer the technology and ideas to various industries.
Integrated Computer-Aided Manufacturing
Cyber-physical system
Manufacturing execution system
Manufacturing
Digital Manufacturing
Industry 4.0
Smart Manufacturing
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Due to the fact that crucial and often the complex components of product can not be manufactured outsourcing as a whole in one organization, this paper presents a solution of manufacturing execution supporting rapid extended manufacturing. The background of rapid extended manufacturing and Manufacturing Execution System are explained. The article analyzes several main issues of manufacturing execution system supporting rapid extended manufacturing. According to the problems of manufacturing execution system supporting rapid extended manufacturing, key technologies of manufacturing execution system supporting rapid extended manufacturing are studied: production scheduling for rapid extended manufacturing; manufacturing resource discovery and selection; manufacturing execution and management for process cooperation oriented mobilized rapid response manufacturing; information integration of manufacturing execution system with other systems based on manufacturing resources optimum allocation platform.
Manufacturing execution system
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Cloud Manufacturing
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The contemporary manufacturing engineering is a organic whole to take manufacturing science as basal, from manufacturing mode and manufacturing technology composing of, carrying on process to handle to manufacturing resources and manufacturing information. In order to fully bring into play the effects manufacturing technology, according to the contemporary manufacturing engineering the characteristics of whole process, big scope and high technology, re-know the connotation of the manufacturing engineering and manufacturing science. The concept and the essence of the manufacturing system were discussed. According to the inside regulation that the manufacturing system evolve and cross character of technology and management in modern manufacturing enterprise, with three layers of "manufacturing system-manufacturing mode-manufacturing technology", give the new model of the research "Advanced Manufacturing System". Manufacturing system, manufacturing mode and manufacturing technology were strictly defined, and three relations were analysed. Manufacturing technology is the method that manufacturing system carry out the products. Manufacturing mode is the road that manufacturing system efficiently deal in operation; manufacturing mode is the foundation of the establishment manufacturing system, Manufacturing system is a physics realization of manufacturing mode. Manufacturing technology is a foundation that becomes manufacturing mode, manufacturing mode is an essential condition of using manufacturing technology. The new model of advanced manufacturing system now be used to contents system of the published new textbook "Advanced Manufacturing System" of Chinese industry engineering profession.
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1. Essentials of manufacturing systems 2. Process systems for manufacturing 3. Management systems for manufacturing 4. Value systems for manufacturing 5. Automation systems for manufacturing 6. Information systems for manufacturing 7. Social systems for manufacturing 8. Concluding remarks 9. Review questions and problems
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A local and temporal separated manufacturing becomes possible, which can enhance the economic efficiency of the production. Complex products such as spacecraft, large CNC Machine, large compressor face challenges in their development process. The cloud manufacturing which is based on the development of cloud computing and Internet of Things system makes the collaborative manufacturing process of complex customized product become rapid intelligent efficient and of low-energy consumption. Cloud Manufacturing is a new manufacturing pattern which organizes the manufacturing resource to provide customers with all kinds of manufacturing services as needed. Customers who have taken part in this kind of manufacturing process could integrate the resource anytime anywhere according to the product requirement. Different from the traditional manufacturing pattern, Cloud manufacturing is multi-selective dynamic and the process may be across the stage. With more resources in the manufacturing process involved, cost of the manufacturing may be increased, so the cloud manufacturing is more suitable for small batch manufacture process of large and complex manufacturing process of customized products. In this article, we put forward a dynamic tolerance design and management framework of complex customized product based on cloud manufacturing. When the product comes into the manufacturing process, the dimension might be overflown of the acceptable zone which had been designed in the engineering phase, therefore we introduce a dynamic control that at every stage of the manufacturing we re-organize the resource based on the real-time information of the manufacturing cloud (in other word, ability of the manufacturing service) and the performance of former service. To ensure the function of the product expressed integrality and assembly process carried out smoothly, we could obtain the target optimal solution of dynamic allocation process of the tolerance on the follow-up process according to the minimum goal of the cost time and quality loss in dynamic adjustment and process stability.
Cloud Manufacturing
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This research report examines the role of information systems in manufacturing industries, in particular in the areas of production, product design and material management. Basing on a detailed review of literature and academic studies, this report documents the historical development of manufacturing, the recent industrial trends, changing role of computer technology, various levels of manufacturing decisions and operations, user requirements for information systems, impact of current computer applications and the future of information systems in manufacturing. This research finds that there is a trend towards a more competitive and integrated global market. Also, customers are now demanding for faster response, shorter life cycle, better quality, greater product variety which make manufacturing process to become more complicated. In response to these, many manufacturing companies have deployed computer-based technology to support more sophisticated data management, decision-making process, manufacturing strategy formulation, enterprise integration and implementation of epoch-making manufacturing approaches such as just-in-time, flexible manufacturing systems, total quality control, group technology, etc. to improve their positions in the highly competitive market.
Integrated Computer-Aided Manufacturing
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