针对架构技术应用于复杂体系设计时的新问题、新特点，探讨了复杂体系架构的概念内涵，充分应用大数据和人工智能等技术，提出一种模型和数据混合驱动的复杂体系架构设计新范式，分析了体系架构设计新范式的难点，梳理了复杂体系架构设计新范式研究面临的挑战。
Focused on the new problems of architecture design of system of systems (SoS), we analyzed the conception and characteristics of SoS architecture. By means of some new IT technologies such as AI and Big Data, we present a new paradigm of data and model driven architecture design of SoS. The difficulty problems and the challenges in studying and applying the new paradigm are discussed.
[1] Zachman J A. A framework for information systems architecture[J]. IBM Systems Journal, 1987, 26(3):276-292.
[2] Popper S W, Bankes S C, Callaway R, et al. System-of-systems symposium:Report on a summer conversation[R]. Arlington VA:Potomac Institute for Policy Studies, 2004:21-22.
[3] Jamshidi M. System-of-systems engineering:A Definition[M]. IEEE SMC, 2005:10-12.
[4] Manthorpe W H. The Emerging joint system-of-systems:A systems engineering challenge and opportunity for APL[J]. Johns Hopkins APL Technical Digest, 1996, 17(3):305-310.
[5] IEEE standard glossary of software engineering terminology:IEEE STD 610.12:1990[S/OL].[2018-03-14]. http://www.mit.jyu.fi/OPE/kurssit/TIES462/Materiaalit/IEEE_SoftwareEngGlossary.pdf.
[6] C4ISR Architecture Framework Working Group. C4ISR architecture framework version 2.0[R/OL].[2018-03-14]. https://www.afcea.org/education/courses/archfwk2.pdf.
[7] Recommended practice for architectural description of softwareintensive systems:IEEE STD 1471:2000[S/OL].[2018-03-14]. http://cabibbo.dia.uniroma3.it/ids/altrui/ieee1471.pdf.
[8] 萨伽德. 心智:认知科学导论[M]. 上海:上海辞书出版社, 2012.
[9] Saseshia S A, Hu S, Li W, et al. Design automation of cyberphysical systems:Challenges, advances, and opportunities[J]. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2017, 36(9):1421-1434.
[10] Kinnebrew J S, Segedy J R, Biswas G, et al. Integrating model-driven and data-driven techniques for analyzing learning behaviors in open-ended learning environments[J]. IEEE Transactions on Learning Technologies, 2017, 10(2):140-153.
