Jiangxing WU , Hong ZOU , Fan ZHANG , Qinrang LIU , Yanzhao GAO , Yuting SHANG , Xiaofeng QI . AI for Engineering: Driving a new paradigm for digital ecosystem network development[J]. Science & Technology Review, 2025 , 43(12) : 19 -28 . DOI: 10.3981/j.issn.1000-7857.2025.04.00041

1	Simon H A. The Sciences of the Artificial[M]. Cambridge, Massachusetts: MIT Press, 1996.

2	Harari Y N. Homo Deus: A brief history of tomorrow[M]. New York: HarperCollins, 2016.

3	Ashby W R. Cybernetics: Or control and communication in the animal and the machine[M]. London: Chapman & Hall, 1956.

4	Prohaska T, Irrgeher J, Benefield J, et al. Standard atomic weights of the elements 2021(IUPAC Technical Report)[J]. Pure and Applied Chemistry, 2022, 94(5): 573- 600. DOI

5	Castells M. The rise of the network society[M]. Oxford: Wiley-Blackwell, 2010.

6	Zorzi M, Zanella A, Testolin A, et al. Cognition-based networks: A new perspective on network optimization using learning and distributed intelligence[J]. IEEE Access, 2015, 3: 1512- 1530. DOI

7	Xiao S H, He D D, Gong Z B. Deep-Q: Traffic-driven QoS inference using deep generative network[C]//Proceedings of the 2018 Workshop on Network Meets AI & ML. New York: Association for Computing Machinery, 2018.

8	Wang L Y, Jajodia S, Singhal A, et al. k-zero day safety: A network security metric for measuring the risk of unknown vulnerabilities[J]. IEEE Transactions on Dependable and Secure Computing, 2014, 11(1): 30- 44. DOI

9	Hennessy J L, Patterson D A. A new golden age for computer architecture[J]. Communications of the ACM, 2019, 62(2): 48- 60. DOI

10	Software Defined System on Wafer. 2024 Annual development report on software-defined system-on-wafer (SDSoW) [R]. Tianjin: Software Defined System on Wafer, 2024.

11	邹宏, 张帆, 尚玉婷, 等. 全球数字生态系统底层驱动范式转型特征及研究启示[J]. 中国工程科学, 2025, 27(1): 98- 110.

12	钱学森. 论系统工程[M]. 上海: 上海交通大学出版社, 2007.

13	邬江兴, 邹宏, 薛向阳, 等. 内生安全赋能网络弹性的构想、方法与策略[J]. 中国工程科学, 2023, 25(6): 106- 115.

14	ATLAS Collaboration. Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC[J]. Physics Letters B, 2012, 716(1): 1- 29.

15	Geoff H. Will digital intelligence replace biological intelligence?[R]. Toronto: Vector Institute for Artificial Intelligence, 2024.

16	Friston K J, Ramstead M J, Kiefer A B, et al. Designing ecosystems of intelligence from first principles[J]. Collective Intelligence, 2024, 3(1): 1- 19.

17	邬江兴, 邹宏, 陆杰青. 新兴发展学科高层次人才培养探究: 以网络空间安全学科为例[J]. 学位与研究生教育, 2018(4): 38- 44.