này trình bày các kinh nghiệm thu được từ sự hợp tác nghiên cứu đang diễn ra giữa Trường Kỹ thuật Máy tính tại Đại học Công nghệ và các trung tâm điện tử Khoa học Southampton tại Đại học Southampton bằng cách sử dụng một phương pháp tiếp cận serviceoriented để tối ưu hóa thiết kế kỹ thuật phức tạp Nanyang. | A Service-Oriented Approach for Aerodynamic Shape Optimization across Institutional Boundaries ITT 1 1 1 X r 1 z-x 2 TT TS-1 IT 2 1 Tr 1 n z 5 1 1 T- n T 2 Wenbin Song Yew Soon Ong Hee Khiang Ng Andy Keane Simon Cox and Bu Sung Lee 1 Southampton e-Science Centre University of Southampton Southampton SO17 1BJ UK ajk sjc @ 2School of Computer Engineering Nanyang Technological University Singapore 639798 asysong mhkng ebslee @ Abstract This paper presents the experiences gained from ongoing research collaboration between the School of Computer Engineering at Nanyang Technological University and the Southampton e-Science centre at the University of Southampton using a service-oriented approach for complex engineering design optimization. The service-oriented approach enables programmatic collaboration to be realized while maintaining the autonomy of individual codes at the different institutes and organizations. In the current work a Genetic algorithm optimization logic implemented as a Grid service at Southampton is used to drive the design search process while the aerodynamic analysis code located in Singapore is used to evaluate the objective function of the design points. Experience gathered from the current study on airfoil shape optimization is valuable for establishing effective efficient and customised programmatic links between institutions to solve complicated engineering design problems. 1. Introduction Collaboration lies at the heart of Grid computing. 1 Grid computing provides the infrastructure and tools to encourage collaboration between departments institutions and research centres to deliver better research outcomes. The concepts of service-oriented computing are seeing wide acceptance and becoming a standard approach for tackling distributed heterogeneous computing problems. Web services Grid services are evolving fast and the proposed WSRF WS-Resources Framework 2 is seen as a joint effort between industry and academia and