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1. 北京交通大学,北京 100044
2. 中国科学院自动化研究所,北京 100190
3. 武汉大学,湖北 武汉 430000
4. 爱迪德公司,加拿大 渥太华 K2T1G5
5. 中国科学院大学,北京 100049
6. 青岛智能产业技术研究院,山东 青岛 266109
[ "李浥东(1982- ),男,博士,北京交通大学教授,主要研究方向为大数据分析与安全、机器学习、智能交通系统等" ]
[ "张俊(1981- ),男,博士,武汉大学教授,主要研究方向为智能系统、人工智能、知识自动化及其在智能电力和能源系统中的应用" ]
[ "陶耀东(1981- ),男,博士,北京交通大学特聘教授、工业互联网安全研究中心主任,主要研究方向为工业互联网安全、数控技术、嵌入式系统等" ]
[ "王伟(1976- ),男,博士,北京交通大学教授,主要研究方向为网络与系统安全、工业互联网安全及区块链安全等" ]
[ "顾元祥(1951- ),男,爱迪德公司高级技术顾问,中国西北大学客座教授,主要研究方向为软件安全和保护及人工智能的安全" ]
[ "王飞跃(1961- ),男,博士,中国科学院自动化研究所复杂系统管理与控制国家重点实验室主任,中国科学院大学中国经济与社会安全研究中心主任,青岛智能产业技术研究院院长,主要研究方向为平行系统的方法与应用、社会计算、平行智能以及知识自动化" ]
网络出版日期:2020-06,
纸质出版日期:2020-06-20
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李浥东, 张俊, 陶耀东, 等. 平行安全:基于CPSS的生成式对抗安全智能系统[J]. 智能科学与技术学报, 2020,2(2):194-202.
Yidong LI, Jun ZHANG, Yaodong TAO, et al. Parallel security:generative adversarial systems for intelligent security in CPSS[J]. Chinese journal of intelligent science and technology, 2020, 2(2): 194-202.
李浥东, 张俊, 陶耀东, 等. 平行安全:基于CPSS的生成式对抗安全智能系统[J]. 智能科学与技术学报, 2020,2(2):194-202. DOI: 10.11959/j.issn.2096-6652.202022.
Yidong LI, Jun ZHANG, Yaodong TAO, et al. Parallel security:generative adversarial systems for intelligent security in CPSS[J]. Chinese journal of intelligent science and technology, 2020, 2(2): 194-202. DOI: 10.11959/j.issn.2096-6652.202022.
人工智能、大数据等新一代信息技术的兴起使网络空间安全面临的威胁与挑战进一步复杂化。传统防御技术多采用“打补丁”式的被动检测防护机制,很难满足由新的攻击特征带来的安全防护需求。首次系统性地提出以平行智能ACP理论为基础思想的平行安全系统框架,利用生成式对抗模型、平行情报、平行区块链等方法,融入社会学、心理学和行为学等因素,建立了集描述性安全、预测性安全和引导性安全于一体的防护体系,旨在实现以“增强免疫力”为目标的预测引导防护。以工业互联网典型场景为实际案例,设计并研发了首个以平行安全框架为基础的生成式对抗安全智能系统平台,从而为平行安全在不同领域的实际应用提供指导和借鉴。
Developing technologies such as AI and big data are changing the landscape of cybercrime for both attackers and defenders.Traditional defense technology mainly use the passive detect-then-defend model
which is hard to meet the security protection requirements brought by new attack characteristics.A novel security framework
named parallel security was proposed
which aimed at providing a comprehensive solution with descriptive security
predictive security and prescriptive security.The main idea was based on the ACP theory of parallel intelligent
and integrated new methods such as generative adversarial leaning model
parallel blockchain.Human elements
sociology and psychology were taken as an important component in the framework
in order to enhance the immunity of the system.In addition
a parallel security based platform was design and developed for several typical scenarios in the field of industrial internet as a proof of concept.
WANG F Y , LIU K L . An acp-based parallel systems approach for integrated security management,evaluation,education,and training (ISMEET) [R ] . 2014 .
王飞跃 . 平行世界的平行安全:基于CPSS的生成式对抗安全智慧系统 [C ] // 第四届互联网安全领袖峰会 . 出版地不详:出版者不详 , 2018 .
WANG F Y , . Parallel security:an intelligent security system based on generative adversarial inCPSS [C ] // The 4th Cyber Security Summit.[S.l.:s.n] . 2018 .
WANG F Y , . Parallel security:asolution for digital asset protection [C ] // The International Workshop on Information Security and Protection.Beijing:[s.n] . 2019 .
WANG F Y , . Parallel security in parallel world:CPSS-GAN-based smart security systems [C ] // The 2019 World Artificial Intelligence Conference.Beijing:[s.n] . 2018 .
STRATEGY ANALYTICS . Internet of things now numbers 22 billion devices but where is the revenue? [R ] . 2019 .
STROM B E , APPLEBAUM A , MILLER D P , et al . Mitre att&ck:design and philosophy [R ] . MITRE , 2018 .
NJCCIC . Ransomware [R ] . 2020 .
DATTO:American small businesses lose an estimated $75 billion a year to ransomware,new datto survey finds [R ] . 2016 .
王飞跃 . 人工社会、计算实验、平行系统——关于复杂社会经济系统计算研究的讨论 [J ] . 复杂系统与复杂性科学 , 2004 ( 4 ): 28 - 38 .
WANG F Y . Artificial societies computational experiments and parallel system:a discussion on computationaltheory of complex social-economic systems [J ] . Complex Systems and Complexity Science , 2004 ( 4 ): 28 - 38 .
WANG F Y , ZHANG J , WEI Q , et al . PDP: parallel dynamic programming [J ] . IEEE/CAA Journal of Automatica Sinica , 2017 , 4 ( 1 ): 1 - 5 .
WANG F Y , WANG X , LI L , et al . Steps toward parallel intelligence [J ] . IEEE/CAA Journal of Automatica Sinica , 2016 , 3 ( 4 ): 345 - 348 .
WANG F Y . Parallel control and management for intelligent transportation systems:concepts,architectures,and applications [J ] . IEEE Transactions on Intelligent Transportation Systems , 2010 , 11 ( 3 ): 630 - 638 .
王飞跃 . 智能产业与平行安全及可持续发展 [C ] // 第二次智能产业系统安全问题前沿国际研讨会 . 青岛:出版者不详 , 2015 .
WANG F Y , . Intelligence industry and parallel security [C ] // The 2nd International Workshopon System Security in Intelligence Industry.Qingdao:[s.n . ] , 2015 .
王飞跃 . 情报 5.0:平行时代的平行情报体系 [J ] . 情报学报 , 2015 , 34 ( 6 ): 563 - 574 .
WANG F Y.Intelligence 5 . 0:parallel intelligent architecture in parallel world [J ] . Journal of the China Society for Scientific and Technical Information , 2015 , 34 ( 6 ): 563 - 574 .
袁勇 , 王飞跃 . 平行区块链:概念、方法与内涵解析 [J ] . 自动化学报 , 2017 , 43 ( 10 ): 1703 - 1712 .
YUAN Y , WANG F Y . Parallel blockchain concepts methods and analysis [J ] . Acta Automatica Sinica , 2017 , 43 ( 10 ): 1703 - 1712 .
工业互联网产业联盟 . 工业互联网安全框架 [R ] . 2018 .
AII . Industrial internet security framework [R ] . 2018 .
边缘计算产业联盟,工业互联网产业联盟 . 边缘计算参考架构3.0 [R ] . 2018 .
ECC,AII . Edge computing reference architecture 3.0 [R ] . 2018 .
ANDREEVA O , GORDYCHIK S , GRITSAI G , et al . Industrial control systems and their online availability [R ] . 2016 .
XU W , TAO Y D , GUAN X . The landscape of industrial control systems (ICS) devices on the Internet [C ] // International Conference On Cyber Situational Awareness,Data Analytics And Assessment (Cyber SA) . Piscataway:IEEE Press , 2018 : 1 - 8 .
MCLAUGHLIN S , KONSTANTINOU , WANG X Y , et al . The cybersecurity landscape in industrial control systems [J ] . Proceedings of the IEEE , 2016 , 104 ( 5 ): 1039 - 1057 .
XU W , TAO Y D , YANG C , et al . MSICST:multiple-scenario industrial control system testbed for security research [J ] . CMC-Computers,Materials & Continua , 2019 , 60 ( 2 ): 691 - 705 .
CANDELL R , ZIMMERMAN T A , STOUFFER K A . An industrial control system cybersecurity performance testbed [R ] . 2015 .
CANDELL R , STOUFFER K , ANAND D . A cybersecurity testbed for industrial control systems [C ] // Proceedings of the 2014 Process Control and Safety Symposium.Houston:[s.n] . 2014 .
TAO Y D , XU W , LI H B , et al . Experience and lessons in building an ICS security testbed [C ] // International Conference on Industrial Artificial Intelligence.Shenyang:[s.n . ] , 2019 .
吕宜生 , 王飞跃 , 张宇 , 等 . 虚实互动的平行城市:基本框架、方法与应用 [J ] . 智能科学与技术学报 , 2019 , 1 ( 3 ): 311 - 317 .
LYU Y S , WANG F Y , ZHANG Y , et al . Parallel cities:framework,methodology,and application [J ] . Chinese Journal of Intelligent Science and Technology , 2019 , 1 ( 3 ): 311 - 317 .
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