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Nowadays, many software systems are working in open, dynamic, and nondeterministic scenarios, often suffering from unexpected interference and influence. It is important to conduct runtime verification and monitoring of system behavior and adaptively make real-time responses and decisions for and exert dynamic control over each real-time situation. This paper reviews the research progress of runtime verification, monitoring, enhancement, and dynamical control in and outside China and their prospects. Meanwhile, it also explores and recommends potential future research directions from the perspectives of the understanding of system behavior, controller synthesis, full-cycle monitoring, etc.

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当今社会,大量软件系统运行在开放、动态、不确定的场景中,经常受到非预期的干扰和影响,因此对系统行为进行运行时验证与监控,并针对各种实时情况做出自适应的实时响应、决策与动态调控,具有重要意义。文章从运行时验证、监控、增强及动态调控等方面对相关领域的国内外进展进行了回顾与展望,并从软件行为认知与理解、控制器生成、全生命期监控等角度对后续潜在方向进行探讨与建议。

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卜磊,教授,博士研究生导师。中国计算机学会系统软件专业委员会秘书长。主要研究领域为软件工程与形式化方法,包括模型检验技术、实时混成系统、信息物理融合系统等方向。入选国家级青年人才计划、高校计算机专业优秀教师奖励计划。获NASAC青年软件创新奖、CCF-IEEE CS青年科学家奖等。电子信箱:

董威,教授,博士研究生导师。中国计算机学会形式化方法专业委员会秘书长。主要研究方向为高可信软件技术、智能化软件开发方法。入选教育部新世纪优秀人才支持计划。获NASAC青年软件创新奖、霍英东教育基金会高等院校青年教师奖等。先后主持国家自然科学基金重大项目、国家高技术研究发展计划、国家重点基础研究发展计划和国防领域课题10余项。出版国家级规划教材2部,发表学术论文70余篇。电子信箱:

, authorsList=卜磊, 董威, 单云霄)}, authors=[Author(id=1241719296649384067, tenantId=1146029695717560320, journalId=1146032081894723586, articleId=1241719277347196945, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=bulei@nju.edu.cn, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1241719296745853066, tenantId=1146029695717560320, journalId=1146032081894723586, articleId=1241719277347196945, authorId=1241719296649384067, language=EN, stringName=Lei BU, firstName=Lei, middleName=null, lastName=BU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1. State Key Laboratory for Novel Software Technology at Nanjing University, Nanjing 210023, China
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卜磊,教授,博士研究生导师。中国计算机学会系统软件专业委员会秘书长。主要研究领域为软件工程与形式化方法,包括模型检验技术、实时混成系统、信息物理融合系统等方向。入选国家级青年人才计划、高校计算机专业优秀教师奖励计划。获NASAC青年软件创新奖、CCF-IEEE CS青年科学家奖等。电子信箱:

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卜磊,教授,博士研究生导师。中国计算机学会系统软件专业委员会秘书长。主要研究领域为软件工程与形式化方法,包括模型检验技术、实时混成系统、信息物理融合系统等方向。入选国家级青年人才计划、高校计算机专业优秀教师奖励计划。获NASAC青年软件创新奖、CCF-IEEE CS青年科学家奖等。电子信箱:

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董威,教授,博士研究生导师。中国计算机学会形式化方法专业委员会秘书长。主要研究方向为高可信软件技术、智能化软件开发方法。入选教育部新世纪优秀人才支持计划。获NASAC青年软件创新奖、霍英东教育基金会高等院校青年教师奖等。先后主持国家自然科学基金重大项目、国家高技术研究发展计划、国家重点基础研究发展计划和国防领域课题10余项。出版国家级规划教材2部,发表学术论文70余篇。电子信箱:

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董威,教授,博士研究生导师。中国计算机学会形式化方法专业委员会秘书长。主要研究方向为高可信软件技术、智能化软件开发方法。入选教育部新世纪优秀人才支持计划。获NASAC青年软件创新奖、霍英东教育基金会高等院校青年教师奖等。先后主持国家自然科学基金重大项目、国家高技术研究发展计划、国家重点基础研究发展计划和国防领域课题10余项。出版国家级规划教材2部,发表学术论文70余篇。电子信箱:

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Over the last two decades, there has been an extensive study of logical formalisms on specifying and verifying real-time systems. Temporal logics have been an important research subject within this direction. Although numerous logics have been introduced for formal specification of real-time and complex systems, an up to date survey of these logics does not exist in the literature. In this paper we analyse various temporal formalisms introduced for specification, including propositional/first-order linear temporal logics, branching temporal logics, interval temporal logics, real-time temporal logics and probabilistic temporal logics. We give decidability, axiomatizability, expressiveness, model checking results for each logic analysed. We also provide a comparison of features of the temporal logics discussed.

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Munich: Technical University of Munich, 2005., articleTitle=Runtime verification revisited, refAbstract=null), Reference(id=1241719305834910039, tenantId=1146029695717560320, journalId=1146032081894723586, articleId=1241719277347196945, doi=10.1145/2000799.2000800, pmid=null, pmcid=null, year=2011, volume=20, issue=4, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[43], rfOrder=42, authorNames=Bauer A, Leucker M, Schallhart C, journalName=ACM Transactions on Software Engineering and Methodology, refType=null, unstructuredReference=Bauer A, Leucker M, Schallhart C. Runtime verification for LTL and TLTL[J]. 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For robust execution, we must take into account uncertainty, which arises due to uncertain localization, modeling errors, and disturbances. Prior work handled the case of set-bounded uncertainty. We present here a chance-constrained approach, which uses instead a probabilistic representation of uncertainty. The new approach plans the future probabilistic distribution of the vehicle state so that the probability of failure is below a specified threshold. Failure occurs when the vehicle collides with an obstacle or leaves an operator-specified region. The key idea behind the approach is to use bounds on the probability of collision to show that, for linear-Gaussian systems, we can approximate the nonconvex chance-constrained optimization problem as a disjunctive convex program. This can be solved to global optimality using branch-and-bound techniques. 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特性 详细描述
可观察性(Observation-based) 监控器应该重点考虑原系统控制器的可观察性,而不查看在其内部(可能是模糊的)执行代码
确定性(Determinism Preservation) RE中的防护器生成算法不应该引入非确定性
可用性(Feasibility) 防护器生成算法的复杂度应该是多项式的
避免死锁(Deadlock-freedom) 强制过程不能在被监控系统中引入死锁
避免分歧(Divergence-freedom) 强制过程不能在被监控系统中引入分歧
可扩展性(Scalability) 算法应该具备足够的可扩展性以适应原系统控制器
), ArticleFig(id=1241719298746536135, tenantId=1146029695717560320, journalId=1146032081894723586, articleId=1241719277347196945, language=CN, label=表1, caption=

运行时增强技术中应考虑的特性

, figureFileSmall=null, figureFileBig=null, tableContent=
特性 详细描述
可观察性(Observation-based) 监控器应该重点考虑原系统控制器的可观察性,而不查看在其内部(可能是模糊的)执行代码
确定性(Determinism Preservation) RE中的防护器生成算法不应该引入非确定性
可用性(Feasibility) 防护器生成算法的复杂度应该是多项式的
避免死锁(Deadlock-freedom) 强制过程不能在被监控系统中引入死锁
避免分歧(Divergence-freedom) 强制过程不能在被监控系统中引入分歧
可扩展性(Scalability) 算法应该具备足够的可扩展性以适应原系统控制器
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Current Status and Prospects of Runtime Software Verification and Monitoring
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Lei BU 1, 2 , Wei DONG 3, , Yunxiao SHAN 4, 5
Science and Technology Foresight | Review and Commentary 2023,2(1): 62-77
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Science and Technology Foresight | Review and Commentary 2023, 2(1): 62-77
Current Status and Prospects of Runtime Software Verification and Monitoring
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Lei BU1, 2 , Wei DONG3, , Yunxiao SHAN4, 5
Authors
  • 1. State Key Laboratory for Novel Software Technology at Nanjing University, Nanjing 210023, China
  • 2. Software Institute, Nanjing University, Nanjing 210023, China
  • 3. College of Computer Science and Technology, National University of Defense Technology, Changsha 410073, China
  • 4. School of Artificial Intelligence, Sun Yat-sen University, Zhuhai 519082, China
  • 5. Guangdong Key Laboratory of Big Data Analysis and Processing, Guangzhou 510275, China

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Current Status and Prospects of Runtime Software Verification and Monitoring
Lei BU1, 2 , Wei DONG3, , Yunxiao SHAN4, 5
Affiliations
  • 1. State Key Laboratory for Novel Software Technology at Nanjing University, Nanjing 210023, China
  • 2. Software Institute, Nanjing University, Nanjing 210023, China
  • 3. College of Computer Science and Technology, National University of Defense Technology, Changsha 410073, China
  • 4. School of Artificial Intelligence, Sun Yat-sen University, Zhuhai 519082, China
  • 5. Guangdong Key Laboratory of Big Data Analysis and Processing, Guangzhou 510275, China
Published: 2023-03-20 doi: 10.3981/j.issn.2097-0781.2023.01.005
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Nowadays, many software systems are working in open, dynamic, and nondeterministic scenarios, often suffering from unexpected interference and influence. It is important to conduct runtime verification and monitoring of system behavior and adaptively make real-time responses and decisions for and exert dynamic control over each real-time situation. This paper reviews the research progress of runtime verification, monitoring, enhancement, and dynamical control in and outside China and their prospects. Meanwhile, it also explores and recommends potential future research directions from the perspectives of the understanding of system behavior, controller synthesis, full-cycle monitoring, etc.

formal modeling and verification  /  runtime verification  /  online monitoring  /  control synthesis

Nowadays, many software systems are working in open, dynamic, and nondeterministic scenarios, often suffering from unexpected interference and influence. It is important to conduct runtime verification and monitoring of system behavior and adaptively make real-time responses and decisions for and exert dynamic control over each real-time situation. This paper reviews the research progress of runtime verification, monitoring, enhancement, and dynamical control in and outside China and their prospects. Meanwhile, it also explores and recommends potential future research directions from the perspectives of the understanding of system behavior, controller synthesis, full-cycle monitoring, etc.

formal modeling and verification  /  runtime verification  /  online monitoring  /  control synthesis
卜磊, 董威, 单云霄. 软件运行时验证与监控技术发展现状与展望[J]. 前瞻科技, 2023 , 2 (1) : 5 -143 . DOI: 10.3981/j.issn.2097-0781.2023.01.005
Lei BU, Wei DONG, Yunxiao SHAN. Current Status and Prospects of Runtime Software Verification and Monitoring[J]. Science and Technology Foresight, 2023 , 2 (1) : 5 -143 . DOI: 10.3981/j.issn.2097-0781.2023.01.005
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doi: 10.3981/j.issn.2097-0781.2023.01.005
  • Received:2023-01-06
  • Published:2023-03-20
  • Release:2023-03-27
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出版历史
  • 收稿日期:2023-01-06
  • 修回日期:2023-02-06
基金
国家自然科学基金(62232008)
国家自然科学基金(62172200)
国家自然科学基金(62032019)
江苏省前沿引领技术基础研究专项(BK20202001)
广东省粤穗联合基金青年基金(2020A1515110199)
深圳市基础研究项目(JCYJ20210324122203009)
深圳市基础研究项目(JCYJ20180508152434975)
Authors
    1. State Key Laboratory for Novel Software Technology at Nanjing University, Nanjing 210023, China
    2. Software Institute, Nanjing University, Nanjing 210023, China
    3. College of Computer Science and Technology, National University of Defense Technology, Changsha 410073, China
    4. School of Artificial Intelligence, Sun Yat-sen University, Zhuhai 519082, China
    5. Guangdong Key Laboratory of Big Data Analysis and Processing, Guangzhou 510275, China

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卜磊, 董威, 单云霄. 软件运行时验证与监控技术发展现状与展望[J]. 前瞻科技, 2023 , 2 (1) : 5 -143 . DOI: 10.3981/j.issn.2097-0781.2023.01.005
Lei BU, Wei DONG, Yunxiao SHAN. Current Status and Prospects of Runtime Software Verification and Monitoring[J]. Science and Technology Foresight, 2023 , 2 (1) : 5 -143 . DOI: 10.3981/j.issn.2097-0781.2023.01.005
表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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