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Forecasting and Evaluating the Efficiency of Test Generation Algorithms by Genetic Algorithm 被引量:1
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作者 Shiyi Xu and Wei Cen School of Computers Shanghai University, Shanghai, China 200072 《湖南大学学报(自然科学版)》 EI CAS CSCD 2000年第S2期86-94,共9页
To generate a test set for a given circuit (including both combinational and sequential circuits), choice of an algorithm within a number of existing test generation algorithms to apply is bound to vary from circuit t... To generate a test set for a given circuit (including both combinational and sequential circuits), choice of an algorithm within a number of existing test generation algorithms to apply is bound to vary from circuit to circuit. In this paper, the genetic algorithms are used to construct the models of existing test generation algorithms in making such choice more easily. Therefore, we may forecast the testability parameters of a circuit before using the real test generation algorithm. The results also can be used to evaluate the efficiency of the existing test generation algorithms. Experimental results are given to convince the readers of the truth and the usefulness of this approach. 展开更多
关键词 testABILITY GENETIC algorithm Forecasting EVALUATING test Generation.
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Five modified boundary scan adaptive test generation algorithms 被引量:1
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作者 Niu Chunping Ren Zheping Yao Zongzhong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第4期760-763,768,共5页
To study the diagnostic problem of Wire-OR (W-O) interconnect fault of PCB (Printed Circuit Board), five modified boundary scan adaptive algorithms for interconnect test are put forward. These algorithms apply Glo... To study the diagnostic problem of Wire-OR (W-O) interconnect fault of PCB (Printed Circuit Board), five modified boundary scan adaptive algorithms for interconnect test are put forward. These algorithms apply Global-diagnosis sequence algorithm to replace the equal weight algorithm of primary test, and the test time is shortened without changing the fault diagnostic capability. The descriptions of five modified adaptive test algorithms are presented, and the capability comparison between the modified algorithm and the original algorithm is made to prove the validity of these algorithms. 展开更多
关键词 boundary scan adaptive test interconnect test algorithm.
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Target-Fault-Oriented Test Generation of Sequential CircuitsUsing Genetic Algorithm
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作者 Li Shen Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China, 100080 《湖南大学学报(自然科学版)》 EI CAS CSCD 2000年第S2期95-103,共9页
This paper deals with the target-fault-oriented test generation of sequential circuits using genetic algorithms. We adopted the concept of multiple phases and proposed four sub-procedures which consist of activation, ... This paper deals with the target-fault-oriented test generation of sequential circuits using genetic algorithms. We adopted the concept of multiple phases and proposed four sub-procedures which consist of activation, propagation and justification phases. The paper focuses on the design of genetic operators and construction of fitness functions which are based on the structure information of circuits. Using ISCAS89 benchmarks, the experiment results of GA were given. 展开更多
关键词 target-fault-oriented test generation GENETIC algorithm test generati(
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Automatic Test Data Generation for Java Card Applications Using Genetic Algorithm 被引量:2
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作者 Saher Manaseer Warif Manasir +2 位作者 Mohammad Alshraideh Nabil Abu Hashish Omar Adwan 《Journal of Software Engineering and Applications》 2015年第12期603-616,共14页
The main objective of software testing is to have the highest likelihood of finding the most faults with a minimum amount of time and effort. Genetic Algorithm (GA) has been successfully used by researchers in softwar... The main objective of software testing is to have the highest likelihood of finding the most faults with a minimum amount of time and effort. Genetic Algorithm (GA) has been successfully used by researchers in software testing to automatically generate test data. In this paper, a GA is applied using branch coverage criterion to generate the least possible set of test data to test JSC applications. Results show that applying GA achieves better performance in terms of average number of test data?generations, execution time, and percentage of branch coverage. 展开更多
关键词 SOFTWARE testing GENETIC algorithm Java SMART CARD
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Minimal-Length Interoperability Test Sequences Generation via Genetic Algorithm
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作者 钟宁 匡镜明 何遵文 《Journal of Beijing Institute of Technology》 EI CAS 2008年第3期341-345,共5页
A novel interoperability test sequences optimization scheme is proposed in which the genetic algorithm (GA) is used to obtain the minimal-length interoperability test sequences. During our work, the basic interopera... A novel interoperability test sequences optimization scheme is proposed in which the genetic algorithm (GA) is used to obtain the minimal-length interoperability test sequences. During our work, the basic interoperability test sequences are generated based on the minimal-complete-coverage criterion, which removes the redundancy from conformance test sequences. Then interoperability sequences minimization problem can be considered as an instance of the set covering problem, and the GA is applied to remove redundancy in interoperability transitions. The results show that compared to conventional algorithm, the proposed algorithm is more practical to avoid the state space explosion problem, for it can reduce the length of the test sequences and maintain the same transition coverage. 展开更多
关键词 interoperability testing genetic algorithm test sequences generation
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Study on MCM Interconnect Test Generation Based on Ant Algorithm with Mutation Operator
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作者 陈雷 《上海交通大学学报》 EI CAS CSCD 北大核心 2007年第S2期150-153,共4页
A novel multi-chip module(MCM) interconnect test generation scheme based on ant algorithm(AA) with mutation operator was presented.By combing the characteristics of MCM interconnect test generation,the pheromone updat... A novel multi-chip module(MCM) interconnect test generation scheme based on ant algorithm(AA) with mutation operator was presented.By combing the characteristics of MCM interconnect test generation,the pheromone updating rule and state transition rule of AA is designed.Using mutation operator,this scheme overcomes ordinary AA’s defects of slow convergence speed,easy to get stagnate,and low ability of full search.The international standard MCM benchmark circuit provided by the MCNC group was used to verify the approach.The results of simulation experiments,which compare to the results of standard ant algorithm,genetic algorithm(GA) and other deterministic interconnecting algorithms,show that the proposed scheme can achieve high fault coverage,compact test set and short CPU time,that it is a newer optimized method deserving research. 展开更多
关键词 MULTI-CHIP module(MCM) INTERCONNECT test ANT algorithm(AA) test generation MUTATION
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MLSI-RT: memorize LOS range measurements identified residual test location algorithm and performance analysis
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作者 马兵 邢建平 张军 《Journal of Shanghai University(English Edition)》 CAS 2011年第3期190-193,共4页
The dominant error source of mobile terminal location in wireless sensor networks (WSNs) is the non-line-of-sight (NLOS) propagation error. Among the algorithms proposed to mitigate the influence of NLOS propagati... The dominant error source of mobile terminal location in wireless sensor networks (WSNs) is the non-line-of-sight (NLOS) propagation error. Among the algorithms proposed to mitigate the influence of NLOS propagation error, residual test (RT) is an efficient one, however with high computational complexity (CC). An improved algorithm that memorizes the light of sight (LOS) range measurements (RMs) identified memorize LOS range measurements identified residual test (MLSI-RT) is presented in this paper to address this problem. The MLSI-RT is based on the assumption that when all RMs are from LOS propagations, the normalized residual follows the central Chi-Square distribution while for NLOS cases it is non-central. This study can reduce the CC by more than 90%. 展开更多
关键词 memorize LOS range measurements identified residual test (MLSI-RT) computational complexity (CC) nonline-of-sight (NLOS) residual test (RT) algorithm simplified residual test (SRT)
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User Session-Based Test Case Generation and Optimization Using Genetic Algorithm
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作者 Zhongsheng Qian 《Journal of Software Engineering and Applications》 2010年第6期541-547,共7页
An approach to generating and optimizing test cases is proposed for Web application testing based on user sessions using genetic algorithm. A large volume of meaningful user sessions are obtained after purging their i... An approach to generating and optimizing test cases is proposed for Web application testing based on user sessions using genetic algorithm. A large volume of meaningful user sessions are obtained after purging their irrelevant information by analyzing user logs on the Web server. Most of the redundant user sessions are also removed by the reduction process. For test reuse and test concurrency, it divides the user sessions obtained into different groups, each of which is called a test suite, and then prioritizes the test suites and the test cases of each test suite. So, the initial test suites and test cases, and their initial executing sequences are achieved. However, the test scheme generated by the elementary prioritization is not much approximate to the best one. Therefore, genetic algorithm is employed to optimize the results of grouping and prioritization. Meanwhile, an approach to generating new test cases is presented using crossover. The new test cases can detect faults caused by the use of possible conflicting data shared by different users. 展开更多
关键词 USER SESSION GENETIC algorithm test Case test SUITE Reduction PRIORITIZATION
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Recursive Algorithm and Alternate Operation Strategy in Sequential Tests
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作者 徐宏林 陈战旗 郭略 《Defence Technology(防务技术)》 SCIE EI CAS 2009年第2期146-151,共6页
Based on the sequential probability ratio test(SPRT)developed by Wald,an improved method for successful probability test of missile flight is proposed.A recursive algorithm and its program in Matlab are designed to ca... Based on the sequential probability ratio test(SPRT)developed by Wald,an improved method for successful probability test of missile flight is proposed.A recursive algorithm and its program in Matlab are designed to calculate the real risk level of the sequential test decision and the average number of samples under various test conditions.A concept,that is "rejecting as soon as possible",is put forward and an alternate operation strategy is conducted.The simulation results show that it can reduce the test expenses. 展开更多
关键词 递归算法 序贯试验 经营战略 MATLAB程序 序贯概率比检验 导弹飞行试验 SPRT 成功概率
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Verification of Damage Detection Algorithm by Prototype Building Structure Test
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作者 Ji-Hyun Hwang Ki-Tae Park 《Engineering(科研)》 2013年第10期827-835,共9页
Safety related accidents of buildings and civil engineering structures have been reported all over the world. With the increasing importance of securing the safety of social infrastructure and optimum performance leve... Safety related accidents of buildings and civil engineering structures have been reported all over the world. With the increasing importance of securing the safety of social infrastructure and optimum performance levels to prevent these accidents, a lot of attention has been concentrated on monitoring performance degradation due to structural defects and deterioration. In this study, the algorithm was developed to evaluate the safety of structures by analyzing signals of time domain and frequency domain, and the developed algorithm was verified through a forced vibration test. From the results of time-domain and frequency-domain data analysis, the damage detection results by each sensor location with a high degree of accuracy were derived in both methods. 展开更多
关键词 INFRASTRUCTURE algorithm Vibration test DAMAGE Detection
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Using Genetic Algorithm as Test Data Generator for Stored PL/SQL Program Units 被引量:1
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作者 Mohammad A. Alshraideh Basel A. Mahafzah +1 位作者 Hamzeh S. Eyal Salman Imad Salah 《Journal of Software Engineering and Applications》 2013年第2期65-73,共9页
PL/SQL is the most common language for ORACLE database application. It allows the developer to create stored program units (Procedures, Functions, and Packages) to improve software reusability and hide the complexity ... PL/SQL is the most common language for ORACLE database application. It allows the developer to create stored program units (Procedures, Functions, and Packages) to improve software reusability and hide the complexity of the execution of a specific operation behind a name. Also, it acts as an interface between SQL database and DEVELOPER. Therefore, it is important to test these modules that consist of procedures and functions. In this paper, a new genetic algorithm (GA), as search technique, is used in order to find the required test data according to branch criteria to test stored PL/SQL program units. The experimental results show that this was not fully achieved, such that the test target in some branches is not reached and the coverage percentage is 98%. A problem rises when target branch is depending on data retrieved from tables;in this case, GA is not able to generate test cases for this branch. 展开更多
关键词 GENETIC algorithms SQL Stored PROGRAM UNITS test Data Structural testing SQL EXCEPTIONS
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Optimal Test Points Selection Based on Multi-Objective Genetic Algorithm
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作者 Yong Zhang Xi-Xiang Chen Guan-Jun Liu Jing Qiu Shu-Ming Yang 《Journal of Electronic Science and Technology of China》 2009年第4期317-321,共5页
A new approach to select anoptimal set of test points is proposed. The described method uses fault-wise table and multi-objective genetic algorithm to find the optimal set of test points. First, the fault-wise table i... A new approach to select anoptimal set of test points is proposed. The described method uses fault-wise table and multi-objective genetic algorithm to find the optimal set of test points. First, the fault-wise table is constructed whose entries are measurements associated with faults and test points. The selection of optimal test points is transformed to the selection of the columns that isolate the rows of the table. Then, four objectives are described according to practical test requirements. The multi-objective genetic algorithm is explained. Finally, the presented approach is illustrated by a practical example. The results indicate that the proposed method can efficiently and accurately find the optimal set of test points and is practical for large scale systems. 展开更多
关键词 Design for testability multi-objective genetic algorithm system testing test points selection.
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New Regularization Algorithms for Solving the Deconvolution Problem in Well Test Data Interpretation 被引量:1
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作者 Vladimir Vasin Georgy Skorik +1 位作者 Evgeny Pimonov Fikri Kuchuk 《Applied Mathematics》 2010年第5期387-399,共13页
Two new regularization algorithms for solving the first-kind Volterra integral equation, which describes the pressure-rate deconvolution problem in well test data interpretation, are developed in this paper. The main ... Two new regularization algorithms for solving the first-kind Volterra integral equation, which describes the pressure-rate deconvolution problem in well test data interpretation, are developed in this paper. The main features of the problem are the strong nonuniform scale of the solution and large errors (up to 15%) in the input data. In both algorithms, the solution is represented as decomposition on special basic functions, which satisfy given a priori information on solution, and this idea allow us significantly to improve the quality of approximate solution and simplify solving the minimization problem. The theoretical details of the algorithms, as well as the results of numerical experiments for proving robustness of the algorithms, are presented. 展开更多
关键词 DECONVOLUTION PROBLEM VOLTERRA Equations Well test REGULARIZATION algorithm Quasi-Solutions Method Tikhonov REGULARIZATION A Priori Information Discrete Approximation Non-Quadratic Stabilizing Functional Special Basis
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Syphilis testing algorithms:A review 被引量:1
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作者 Steven R Binder Elitza S Theel 《World Journal of Immunology》 2016年第1期1-8,共8页
The methods and strategies used to screen for syp-hilis and to confirm initially reactive results can vary significantly across clinical laboratories. While the performance characteristics of these different appro-ach... The methods and strategies used to screen for syp-hilis and to confirm initially reactive results can vary significantly across clinical laboratories. While the performance characteristics of these different appro-aches have been evaluated by multiple studies, there is not, as of yet, a single, universally recommendedalgorithm for syphilis testing. To clarify the currently available options for syphilis testing, this update will summarize the clinical challenges to diagnosis, review the specific performance characteristics of treponemal and non-treponemal tests, and fnally, summarize select studies published over the past decade which have evaluated these approaches. Specifcally, this review will discuss the traditional and reverse sequence syphilis screening algorithms commonly used in the United States, alongside a discussion of the European Centre for Disease Prevention and Control syphilis algorithm. Ultimately, in the United States, the decision of which algorithm to use is largely dependent on laboratory resources, the local incidence of syphilis and patient demographics. Key words: Syphilis; Treponemal infection; Immuno-assay; Reverse sequence screening; Rapid plasma regain; Treponema pallidum particle agglutination test; Automation; Algorithm; Primary infection; Late latent infection 展开更多
关键词 SYPHILIS Treponemal infection IMMUNOASSAY Reverse sequence screening Rapid plasma regain Treponema pallidum particle agglutination test AUTOMATION algorithm Primary infection Late latent infection
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Global Optimization for Combination Test Suite by Cluster Searching Algorithm
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作者 Hao Chen Xiaoying Pan Jiaze Sun 《自动化学报》 EI CSCD 北大核心 2017年第9期1625-1635,共11页
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Test Case Generation of Component Software Based on UML Activity Diagram and Genetic Algorithm
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作者 Yu Song Xinhong Wang 《通讯和计算机(中英文版)》 2011年第6期503-507,共5页
关键词 测试用例生成 UML活动图 组件软件 遗传算法 软件测试 统一建模语言 测试方法 生成方法
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Effective Generation of Test Cases Using Genetic Algorithms and Optimization Theory
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作者 Izzat Alsmadi Faisal Alkhateeb Eslam AI Maghayreh Samer Samarah Iyad Abu Doush 《通讯和计算机(中英文版)》 2010年第11期72-82,共11页
关键词 测试用例生成 优化理论 遗传算法 生成基 健身功能 测试数据库 软件项目 有效利用
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人工智能在自动化测试中的算法应用
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作者 安茹 《长江信息通信》 2025年第1期76-78,95,共4页
文章将重点解决PSO与鸟群算法在求解过程中存在的收敛速度慢、寻优精度不高的问题,从而弥补PSO与鸟群算法在求解过程中存在的缺陷。构建了一个机器人路径规划模型,并使用改进的PSO来解决该问题,并用数值实验来检验该算法的有效性;在鸟... 文章将重点解决PSO与鸟群算法在求解过程中存在的收敛速度慢、寻优精度不高的问题,从而弥补PSO与鸟群算法在求解过程中存在的缺陷。构建了一个机器人路径规划模型,并使用改进的PSO来解决该问题,并用数值实验来检验该算法的有效性;在鸟群算法中引入惯性权,对鸟类搜索策略进行修改,以提高算法的多样性。 展开更多
关键词 人工智能 自动化测试 算法应用
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基于ABWO的并行DCNN优化算法
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作者 毛伊敏 刘映兴 《计算机工程与设计》 北大核心 2025年第2期353-359,共7页
针对并行DCNN算法在大数据环境下存在特征差异性较小、模型性能不足、参数更新慢和集群并行效率低等问题,提出一种基于ABWO的并行DCNN优化算法PDCNN-ABWO。提出一种基于自适应密度峰值聚类的特征选择策略FS-ADPC划分原始特征,筛选差异... 针对并行DCNN算法在大数据环境下存在特征差异性较小、模型性能不足、参数更新慢和集群并行效率低等问题,提出一种基于ABWO的并行DCNN优化算法PDCNN-ABWO。提出一种基于自适应密度峰值聚类的特征选择策略FS-ADPC划分原始特征,筛选差异性较大的特征;设计一种ResNet-CBAMDW模型,提升模型性能;提出一种基于自适应黑寡妇优化算法的并行训练策略PT-ABWO优化初始参数,加快参数更新速度;提出一种基于大数据基准测试的动态负载均衡策略DLB-BDB,合理分配任务负载,提升集群并行效率。实验结果表明,该算法能够有效提升DCNN在大数据环境下的训练效率。 展开更多
关键词 大数据 并行深度卷积神经网络算法 密度峰值聚类 自适应黑寡妇优化算法 并行训练 基准测试 负载均衡
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靶场多源遥测数据仿真系统
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作者 刘思若 容晓峰 《火力与指挥控制》 北大核心 2025年第2期156-162,170,共8页
为提高靶场遥测数据的质量,靶场多源遥测数据融合算法被相继提出,对融合算法进行测试是提高算法质量和可信度的重要手段,为了得到通用场景下的融合算法测试用例,设计开发了一个靶场多源遥测数据仿真系统。该系统由参数设置模块、多源遥... 为提高靶场遥测数据的质量,靶场多源遥测数据融合算法被相继提出,对融合算法进行测试是提高算法质量和可信度的重要手段,为了得到通用场景下的融合算法测试用例,设计开发了一个靶场多源遥测数据仿真系统。该系统由参数设置模块、多源遥测数据仿真模块组成,结合多源遥测数据的误码、时延和丢帧特征,模拟生成通用场景下的靶场多源遥测数据。通过仿真实例验证了该仿真系统的可行性。 展开更多
关键词 靶场多源遥测数据 遥测数据仿真 融合算法测试 仿真系统
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