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Software development in the age of intelligence: embracing large language models with the right approach Perspective
Xin PENG
Frontiers of Information Technology & Electronic Engineering 2023, Volume 24, Issue 11, Pages 1513-1519 doi: 10.1631/FITEE.2300537
Keywords: 大语言模型;ChatGPT;软件工程;软件开发
Development of Key Domain-Relevant Technologies for Smart Construction in China
Chen Ke, Ding Lieyun
Strategic Study of CAE 2021, Volume 23, Issue 4, Pages 64-70 doi: 10.15302/J-SSCAE-2021.04.007
Smart construction integrates new-generation information technology with construction and is important for the highquality development of China’s construction industry. This study expounds the basic concept and importance of smart construction and summarizes four types of key domain-relevant technologies: engineering software for entire industrial chain integration, construction Internet of things for smart construction sites, intelligent construction machinery for man–machine integration, and construction big data for intelligent decision making. Subsequently, we analyze the current status and weaknesses of these technologies in terms of market environment, enterprise deployment, and core resource reserves through questionnaire survey and expert interview. Moreover, we identify the development goals and propose the major tasks, including establishing and improving the standards system; promoting cooperation among industry, universities, research institutes, and application; improving intellectual property protection; and conducting pilot demonstration of typical projects. Furthermore, suggestions are proposed from the perspectives of government, enterprises, and universities.
Development Path of China’s Industrial Software Industry in the New Era
Shao Zhufeng, Zhao Yun, Wang Chen, Feng Xiguang, Wang Jianmin, Xiong Hongting
Strategic Study of CAE 2022, Volume 24, Issue 2, Pages 86-95 doi: 10.15302/J-SSCAE-2022.02.010
The industrial software industry is an important support for the high-quality development of the manufacturing industry. Against the background of strengthening China’s manufacturing industry in the new era, industrial software is becoming a direct driving force for optimizing manufacturing and management processes, transforming production methods and relations, improving total-factor productivity, and promoting the spillover and transformation of advanced industrial technologies. China is currently building an independent, controllable, safe, and efficient modern industrial system, which not only challenges the original “technology– production–market” division of labor, but also creates important opportunities for the development of the industrial software industry. Considering the current international market structure, this paper analyzes the basic characteristics and market share of industrial software products, analyzes the shortcomings and problems of China’s industrial software industry development, and summarizes two new development trends of the industrial software industry: platform-based and open source development. Based on this, we propose the following three development paths: (1) improving weak links while strengthening basic research, (2) making technical breakthroughs to catch up with the international advanced level, and (3) leading the development with frontier technologies, hoping to address the industrial deficiencies and improve the industrial level. Furthermore, we propose several suggestions. First, the organizational model should be optimized to maximize the leading role of industrial enterprises. Second, the policy objects should be refined to promote the breakthrough of key technologies regarding industrial software at different levels. Third, the application market needs to be expanded to promote the innovation of industrial software products. Fourth, it is necessary to tap the potentials of talents and support the cultivation of industrial software talents through multiple channels.
Keywords: industrial software system integration industrial bottlenecks development path leading the development with frontier technologies
The Realistic Pattern and Path Choice of the Development of Agricultural Software Industry
Ma Chen, Li Jin, Zhang Qian, Feng Xian, Jie Xiaojing
Strategic Study of CAE 2021, Volume 23, Issue 4, Pages 19-29 doi: 10.15302/J-SSCAE-2021.04.003
As the integration of information technology and agricultural development accelerates, the agricultural software industry has emerged to support the development of smart agriculture. In this article, we first analyze the development status of and challenges faced by China’s agricultural software industry by analyzing the development strategies of the industry in China and abroad and using literature review and survey data. Subsequently, we propose the strategic goals, major engineering projects, and policy measures for the development of China’s agricultural software industry. China’s agricultural software industry has a large gap with other countries in terms of technology development and promotion, enterprise operation, and user accumulation. The major challenges include difficulty in development, weak innovation capabilities, low return on investment, and insufficient protection of intellectual property rights, restricting the growth of China’s agricultural software industry. China should regard the software development of agricultural technologies as the main line and focus on strengthening the innovative capabilities of its agricultural software industry by 2035. The major engineering projects we proposed involve agricultural enabling software and platform development, precision agriculture management software application promotion, agricultural software industry cluster establishment, and agricultural software enterprise cultivation. Furthermore, China should improve its policy support system, strengthen the overall coordination mechanism, optimize the discipline system, and strengthen talent training for the agricultural software industry.
Keywords: agricultural software industry feature classification current pattern path choice suggestions for major projects
Applying a Combination of Mimic Defense and Software Diversity in the Software Security Industry
Pang Jianmin,Zhang Yujia and Zhang Zheng、Wu Jiangxing
Strategic Study of CAE 2016, Volume 18, Issue 6, Pages 74-78 doi: 10.15302/J-SSCAE-2016.06.015
With the development of the Internet, the process of computer software globalization continues to push forward. For widely used software, anidentical binary code is installed on millions of computers; sometimes even hundreds of millions. This makes widespread exploitation easy and attractive for an attacker because the same attack vector is likely to succeed on a large number of targets. Traditional software security methods can only counter the threat temporarily, and cannot eliminate essential vulnerabilities. This paper proposes a scheme of combining software diversity with mimic defense in the software security industry.
Keywords: software diversity mimic defense software security product
Yang Qiliang,Xing Jianchun,Wang Ping,Wang Shuangqing,Xie Liqiang,Wang Ronghao
Strategic Study of CAE 2013, Volume 15, Issue 5, Pages 95-105
With the aim to promote the amalgamation between military engineering and command systems or weapon platforms, this paper introduces the ideas and technologies of internet of things (IoT) into the research area of military engineering, proposes the research concept: IoT of military engineering (MEIoT). In the paper, the basic concept of MEIoT is defined, and the conceptual model of it is also established. On the basis of discussing the technology challenges of MEIoT, this paper presents several research advances and fruits of the authors on the military-engineering-sensing technologies, network transportation technologies in special spaces of military engineering, the data mining and managing technologies for multi-mode data in military engineering, and software paradigm of MEIoT. Finally, an example of MEIoT applied in naval ports is provided. The research of MEIoT will be of great significance to enhance the integrated supporting and protective ability of military engineering.
Keywords: military engineering internet of things sensing engineering data mining software technology
流追踪:一种软件定义网络中低开销的时延测量和路径追踪方法 Article
硕 汪,娇 张,韬 黄,江 刘,韵洁 刘,F. Richard YU
Frontiers of Information Technology & Electronic Engineering 2017, Volume 18, Issue 2, Pages 206-219 doi: 10.1631/FITEE.1601280
Keywords: 软件定义网络;网络检测;路径追踪
Application software beyond exascale: challenges and possible trends None
Guang-wen YANG, Hao-huan FU
Frontiers of Information Technology & Electronic Engineering 2018, Volume 19, Issue 10, Pages 1267-1272 doi: 10.1631/FITEE.1800459
With various exascale systems in different countries planned over the next three to five years, developing application software for such unprecedented computing capabilities and parallel scaling becomes a major challenge. In this study, we start our discussion with the current 125-Pflops Sunway TaihuLight system in China and its related application challenges and solutions. Based on our current experience with Sunway TaihuLight, we provide a projection into the next decade and discuss potential challenges and possible trends we would probably observe in future high performance computing software.
Keywords: Supercomputing Exascale Application
Mingjie FENG,Shiwen MAO,Tao JIANG
Frontiers of Information Technology & Electronic Engineering 2016, Volume 17, Issue 7, Pages 606-619 doi: 10.1631/FITEE.1500336
Keywords: Software-defined networking (SDN) Software-defined wireless networks (SDWN) OpenFlow Performance enhancement
Shen WANG, Jun WU, Wu YANG, Long-hua GUO
Frontiers of Information Technology & Electronic Engineering 2018, Volume 19, Issue 12, Pages 1500-1521 doi: 10.1631/FITEE.1800575
Nowadays, cyberspace has become a vital part of social infrastructure. With the rapid development of the scale of networks, applications and services have become enriched, and the bearing function of the underlying network devices (such as switches and routers) has also been extended. To promote the dynamics architecture, high-level security, and high quality of service of the network, control network architecture forward separation is a development trend of the networking technology. Currently, software-defined networking (SDN) is one of the most popular and promising technologies. In SDN, high-level strategies are deployed by the proprietary equipment, which is used to guide the data forwarding of the network equipment. This can reduce many complicated functions of the network equipment and improve the flexibility and operability of the implementation and deployment of new network technologies and protocols. However, this novel networking technology faces novel challenges in term of architecture and security. The aim of this study is to offer a comprehensive review of the state-of-the-art research on novel advances of programmable SDN, and to highlight what has been investigated and what remains to be addressed, particularly, in terms of architecture and security.
Keywords: Software-defined networking (SDN) Security Programmable
Supervision System of AI-based Software as a Medical Device
Zhang Jiannan,Li Yingying,Zhou Jiahui,Zhu Yelin,Li Lanjuan
Strategic Study of CAE 2022, Volume 24, Issue 1, Pages 198-204 doi: 10.15302/J-SSCAE-2022.01.021
A scientific supervision system enhances vigorous and standardized development of emerging things. Artificial intelligencebased software as a medical device (AI-Based SaMD) is an important product in the health field enabled by artificial intelligence (AI). As AI develops further, its unique black box algorithm and independent learning ability have posed major supervision challenges. AIBased SaMD supervision needs to keep pace with the times and a more scientific supervision strategy is urgently required to minimize the adverse events of AI-Based SaMD and their risk impact. This article summarizes the current status of supervision systems and supporting resources of AI-Based SaMD in China and abroad considering the difficulties in algorithm change management, quality control, and safety traceability. In addition, we explore the problems and challenges of AI-Based SaMD in China. Furthermore, we suggest that the AI-Based SaMD supervision and support systems should be improved in China to overcome the disadvantages of postmarket supervision.
Keywords: software as a medical device (SaMD),artificial intelligence (AI),supervision science
Industrial Software Integration and Identification Resolution Path
Wang Zhaoyang, Chi Cheng, Xu Jiping, Gong Xiangnan, Jiang Lu
Strategic Study of CAE 2022, Volume 24, Issue 2, Pages 96-105 doi: 10.15302/J-SSCAE-2022.02.011
Industrial software integration is the foundation to support the production and digital transformation of industrial enterprises. It is also the core for realizing product lifecycle management. Identification resolution path is key to realizing the interoperability of all industrial elements and thus conducive to the deep integration of industrial software. In view of the data and business islands faced by industrial software integration in China, we analyze the demand for industrial software integration from perspectives of product design and production, quality information traceability, and production–financial integration. Subsequently, we examine the development history of industrial software integration in China and abroad and summarize the challenges from the aspect of data interoperability and full-set software procurement. Additionally, we propose a development idea of combining industrial software integration with identification resolution, focusing on physical gateway, interface platform, and cloud component technology; the idea includes the technical architecture, identification resolution technology path, data management mode, and core functions. Finally, we suggest to promote the coupling of the identification resolution system with industrial software from the aspect of development of industry drive, corporate culture, and talent support.
Keywords: industrial software identification resolution information islands digital transformation
Development Strategies of Industrial Software for Digital Design
Gao Liang , Li Peigen , Huang Pei , Yang Zhen , Gao Jie
Strategic Study of CAE 2023, Volume 25, Issue 2, Pages 254-262 doi: 10.15302/J-SSCAE-2023.07.017
Industrial software for digital design is a mainstay of industrial software and the foundation for intelligent manufacturing; however, a large gap exists between relevant domestic industries and the international frontier. Therefore, it is urgent to improve these software to support China’s manufacturing sector to enter the international advanced ranks. This study explores the significance of the industrial software for digital design, reviews the development status of industrial software in China and abroad, and analyzes the challenges faced by related industries in China. Key breakthrough directions are summarized, including seamless integration of structural computer-aided design/computer-aided engineering software and optimization software; design, analysis, and optimization integrated software driven by geometric features; simulation calculation and analysis featuring multi-body, multi-state, and multiphysical field coupling; cloudification and customization of industrial software; and heterogeneous parallel computing supported by algorithm strategies. Furthermore, we propose the following suggestions: (1) sorting out subdivided areas and formulating targeted industry support policies, (2) encouraging software enterprises to draw on each other’s strengths and formulating unified domestic standards, (3) providing targeted support for small- and medium-sized enterprises to expand their customer market, (4) mproving personnel training programs to gather high-end research staff, and (5) strengthening basic research and exploiting the advantages of domestic innovation market.
Keywords: industrial software digital design intelligent manufacturing industrial bottleneck breakthrough direction
Research on Multi-level Software Rejuvenationof Computing System
You Jing,Xu Jian,Li Qianmu, Liu Fengyu
Strategic Study of CAE 2007, Volume 9, Issue 2, Pages 36-37
Recently,the phenomenon of software aging,one in which error conditions actually accrue with time and/or load,has been observed. To counteract software aging, which can cause outages resulting in high costs,a proactive restart technique called software rejuvenation is proposed and the rejuvenation cost is analyzed.In order to reduce the rejuvenation cost and improve software availability and reliability further, rejuvenation granularity should be finer than before. Therefore a fine-grained proactive technique——multilevel software rejuvenation is put forward. Firstly, the degradation law of system performance can be determined by analyzing the occupation and wastage of system resources. Based on the law and the software architecture,the two software rejuvenation policies, i.e. time-based multilevel software rejuvenation policy and detection-based multilevel software rejuvenation policy, can be drafted, and the rejuvenation granularity can be determined. Their formal description of policies is given by finite-state automaton. Finally, the entire process is illustrated with a web service case. This paper provides a case to illustrate the process, and the simulation results of the case show that the multilevel software rejuvenation policy can reduce the MTTR and rejuvenation cost further, comparing with the only system-level software rejuvenation. As a consequence,the system availability and reliability are enhanced.
Keywords: source filter neural network hysteresis comparator
Modeling and Analysis of Fault-tolerant System With Rejuvenation
Guo Chenghao,Liu Fengyu
Strategic Study of CAE 2007, Volume 9, Issue 10, Pages 75-79
A fault-tolerant system experiences a crash due to hardware components' faults or progressive performance degradation as an "aging" phenomenon, because of running continuously for very long periods. This paper considers both hardware components' faults and "aging" phenomenon, proposes composing redundant structure and rejuvenation schedule in the fault-tolerant system, formalizes the system with Non-Markovian stochastic Petri nets, and evaluates quantitatively the performance of a system based on this model.
Keywords: fault-tolerant system software rejuvenation software aging redundant strategy Non-Markovian stochastic Petri nets
Title Author Date Type Operation
Software development in the age of intelligence: embracing large language models with the right approach
Xin PENG
Journal Article
Development of Key Domain-Relevant Technologies for Smart Construction in China
Chen Ke, Ding Lieyun
Journal Article
Development Path of China’s Industrial Software Industry in the New Era
Shao Zhufeng, Zhao Yun, Wang Chen, Feng Xiguang, Wang Jianmin, Xiong Hongting
Journal Article
The Realistic Pattern and Path Choice of the Development of Agricultural Software Industry
Ma Chen, Li Jin, Zhang Qian, Feng Xian, Jie Xiaojing
Journal Article
Applying a Combination of Mimic Defense and Software Diversity in the Software Security Industry
Pang Jianmin,Zhang Yujia and Zhang Zheng、Wu Jiangxing
Journal Article
Internet of things for military engineering: Conceptual model, supporting technologies and domain applications
Yang Qiliang,Xing Jianchun,Wang Ping,Wang Shuangqing,Xie Liqiang,Wang Ronghao
Journal Article
Application software beyond exascale: challenges and possible trends
Guang-wen YANG, Hao-huan FU
Journal Article
Enhancing the performance of futurewireless networks with software-defined networking
Mingjie FENG,Shiwen MAO,Tao JIANG
Journal Article
Novel architectures and security solutions of programmable software-defined networking: a comprehensive survey
Shen WANG, Jun WU, Wu YANG, Long-hua GUO
Journal Article
Supervision System of AI-based Software as a Medical Device
Zhang Jiannan,Li Yingying,Zhou Jiahui,Zhu Yelin,Li Lanjuan
Journal Article
Industrial Software Integration and Identification Resolution Path
Wang Zhaoyang, Chi Cheng, Xu Jiping, Gong Xiangnan, Jiang Lu
Journal Article
Development Strategies of Industrial Software for Digital Design
Gao Liang , Li Peigen , Huang Pei , Yang Zhen , Gao Jie
Journal Article
Research on Multi-level Software Rejuvenationof Computing System
You Jing,Xu Jian,Li Qianmu, Liu Fengyu
Journal Article