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Automated Coverage Directed Test Generation Using a Cell-Based Genetic Algorithm

Amer Samarah, Ali Habibi, Sofiene Tahar, Nawwaf Kharma
<span title="">2006</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hbvn6m6kincupdvulvumabespu" style="color: black;">High Level Design Validation and Test Workshop (HLDVT), IEEE International</a> </i> &nbsp;
provide automated coverage directed test generation (automated CDG) for a group of coverage tasks.  ...  We implement a Cell-based Genetic Algorithm (CGA) and incorporate a rich representation and unique genetic operators especially designed for Coverage Directed test Generation problems.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/hldvt.2006.319996">doi:10.1109/hldvt.2006.319996</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/hldvt/SamarahHTK06.html">dblp:conf/hldvt/SamarahHTK06</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5v63ujlvozh55px66bl2lqnona">fatcat:5v63ujlvozh55px66bl2lqnona</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808224236/http://hvg.ece.concordia.ca/Publications/Thesis/Amer-Thesis.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2d/81/2d81b12f932840e838c46e1dfef21109e7bb1eeb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/hldvt.2006.319996"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

An Ant Colony Optimization Algorithm Based Automated Generation of Software Test Cases [chapter]

Saju Sankar S, Vinod Chandra S S
<span title="">2020</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
A comparison of the similar optimization techniques was also discussed that is used in automated test case generation.  ...  Our study is to develop optimum test cases by a modified Ant Colony Optimization (ACO) technique in an automated method and it ensures maximum coverage.  ...  For the automated generation of test cases, we used an open source testing tool multidimensional modified condition/decision coverage which supports state graph based testing and generates test cases by  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-030-53956-6_21">doi:10.1007/978-3-030-53956-6_21</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ol55nc6xdva65oew7ldcfmebt4">fatcat:ol55nc6xdva65oew7ldcfmebt4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200908230840/https://link.springer.com/content/pdf/10.1007%2F978-3-030-53956-6_21.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/6e/c1/6ec1588e6cacdefe88abe8ce71418056415c2734.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-030-53956-6_21"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Coverage-Directed Test Generation Automated by Machine Learning -- A Review

Charalambos Ioannides, Kerstin I. Eder
<span title="2012-01-01">2012</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ditvnky3lrdclbnymbnpcslo5m" style="color: black;">ACM Transactions on Design Automation of Electronic Systems</a> </i> &nbsp;
In fact, recent advances demonstrate that embedding Machine Learning techniques into a Coverage Directed Test Generation framework can effectively automate the test generation process, making it more effective  ...  The generation of tests for simulation-based verification can be guided by Machine Learning techniques.  ...  In (Samarah et al. 2006) , the individuals evolved are directives (called cells) of a test generator. The cell-based representation of the solutions is unique to this approach.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2071356.2071363">doi:10.1145/2071356.2071363</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/57elmvxbr5h2zgqki4gjtem4oq">fatcat:57elmvxbr5h2zgqki4gjtem4oq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922000401/http://www.cs.bris.ac.uk/Publications/Papers/2001405.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/0e/37/0e379519974473b83a96868a217b3b4c26be943a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2071356.2071363"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Coverage Fulfillment Automation in Hardware Functional Verification Using Genetic Algorithms

Gabriel Mihail Danciu, Alexandru Dinu
<span title="2022-01-31">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
In addition, in most cases the genetic algorithm approach reached a higher coverage value per test compared to the random simulation outcome.  ...  In this paper, several approaches inspired by genetic algorithms were developed and tested using three different designs.  ...  Using genetic algorithms, the current work aims to build high-performance verification tests which can obtain a high coverage value for the DUT functionality in focus using a limited number of stimuli.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app12031559">doi:10.3390/app12031559</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5ge3xgxpqbe2xmseq5s53f7hki">fatcat:5ge3xgxpqbe2xmseq5s53f7hki</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220503072501/https://mdpi-res.com/d_attachment/applsci/applsci-12-01559/article_deploy/applsci-12-01559-v2.pdf?version=1644231826" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/10/b5/10b5cc852b81a635fc7ca60aea599a6172102c8a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app12031559"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Empirical Validation of Test Case Generation based on All-edge Coverage Criteria

Shveta Parnami, K.S. Sharma, Swati V.
<span title="2015-09-17">2015</span> <i title="Foundation of Computer Science"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/b637noqf3vhmhjevdfk3h5pdsu" style="color: black;">International Journal of Computer Applications</a> </i> &nbsp;
The Genetic Algorithm for Test Case Generation (GATCG) proposed in this work generates reduced number of paths for a test program. These paths are termed as prime paths.  ...  In this research paper GA approach has been used to find out the subset of paths of the test program that fulfills all edge coverage criteria.  ...  In this paper GATCG algorithm based on the principles of genetic algorithm has been proposed to generate test cases (a subset of all the paths of the program) that provide good coverage for all-edge testing  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5120/ijca2015906219">doi:10.5120/ijca2015906219</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uy2y5m2qmjcjti7msd3dwyerpu">fatcat:uy2y5m2qmjcjti7msd3dwyerpu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170813084525/http://www.ijcaonline.org/research/volume126/number11/parnami-2015-ijca-906219.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8e/fe/8efe0eab3dfec7520d4bc704ddb0f63ec8a26591.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5120/ijca2015906219"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Functional Verification of Digital Systems Using Meta-Heuristic Algorithms [chapter]

Alfonso Martínez-Cruz, Ignacio Algredo-Badillo, Alejandro Medina- Santiago, Kelsey Ramírez-Gutiérrez, Prometeo Cortés-Antonio, Ricardo Barrón-Fernández, René Cumplido-Parra, Kwang-Ting Cheng
<span title="2018-11-28">2018</span> <i title="IntechOpen"> Digital Systems </i> &nbsp;
optimization, genetic algorithms, and so on.  ...  To reduce the time and cost of the verification process, artificial intelligence techniques based on the optimization of the coverage of behavioral areas have been proposed.  ...  In the same way, in [2] the authors presented an implemented method to generate directed tests through a genetic algorithm, and a cell represents the chromosome in a uniform random distribution in two  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/intechopen.80048">doi:10.5772/intechopen.80048</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ocqzjvmqlrhwfom3262p6c3xsy">fatcat:ocqzjvmqlrhwfom3262p6c3xsy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190503214646/https://cdn.intechopen.com/pdfs/63879.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/65/73/6573f4955f1226107a2cdc42c26c0965b4fe2538.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/intechopen.80048"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Towards Dynamic Adaptive Automated Test Generation for Graphical User Interfaces

Xun Yuan, Myra B. Cohen, Atif M. Memon
<span title="">2009</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2vets7bfvjgrfdnvqtw7wrhqk4" style="color: black;">2009 International Conference on Software Testing, Verification, and Validation Workshops</a> </i> &nbsp;
We propose the use of an evolutionary algorithm to generate test suites with fewer unexecutable test cases and higher event interaction coverage.  ...  In this paper, we posit that due to the dynamic state-based nature of GUIs, it is important to incorporate feedback from the execution of tests into test case generation algorithms.  ...  One common way to automate test generation/feedback is through the use of evolutionary algorithms such as genetic algorithms [3, 4, 5] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icstw.2009.26">doi:10.1109/icstw.2009.26</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icst/YuanCM09.html">dblp:conf/icst/YuanCM09</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tkzwmc57obhcret7sznlwagxbe">fatcat:tkzwmc57obhcret7sznlwagxbe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20090709135509/http://www.cs.umd.edu/~atif/papers/YuanCohenMemonTESTBEDS2009.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/43/c7/43c7880a5db738f95bc0d0075e3090d5a1d7d074.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icstw.2009.26"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Adaptive expert systems for indirect coverage control

G. von Pless, Z. Butler
<span title="">2009</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nytnrt3gtzbixld5r6a4talbky" style="color: black;">2009 IEEE International Conference on Robotics and Automation</a> </i> &nbsp;
We present a series of results based on increasingly complex versions of simulated herd models that show improvements over unconstrained motion in each case, and suggest how the algorithm can apply to  ...  The field of grazing management looks to improve the efficiency of land use by moving the animals through different pastures at regular intervals, akin to coverage algorithms used in robotics but with  ...  After 15 generations, the evolutionary algorithm with coverage-based fitness yielded an expert system with a fitness of χ 2 = 0.110.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/robot.2009.5152395">doi:10.1109/robot.2009.5152395</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icra/PlessB09.html">dblp:conf/icra/PlessB09</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/i4afcq2k7zaalbfx4z5xcdttru">fatcat:i4afcq2k7zaalbfx4z5xcdttru</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170921224247/https://www.cs.rit.edu/~zjb/pubs/icra09-cover.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/19/7f/197fdb59f44b18c02f2d1afd41302c0b22b7fd1a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/robot.2009.5152395"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Genetic Defect Based March Test Generation for SRAM [chapter]

Stefano Di Carlo, Gianfranco Politano, Paolo Prinetto, Alessandro Savino, Alberto Scionti
<span title="">2011</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
This paper proposes a new approach to automate this procedure exploiting a dedicated genetic algorithm.  ...  Exploring the e↵ect of fabrication defects in future technologies, and identifying new classes of functional fault models with their corresponding test sequences, is a time consuming task up to now mainly  ...  The core block of the system is the Genetic March Test Generator (GMTG), a genetic algorithm used to drive the march test generation process.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-20520-0_15">doi:10.1007/978-3-642-20520-0_15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lcvrmsdrijc27awnhrroawnsfe">fatcat:lcvrmsdrijc27awnhrroawnsfe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180725102321/https://iris.polito.it/retrieve/handle/11583/2387854/54109/2011-EvoHot-MarchTest-AuthorVersion.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/94/0f/940fb78ddbe326aef8dd1699f71aece70b51d79d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-20520-0_15"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Cost-Efficient Approaches for Fulfillment of Functional Coverage during Verification of Digital Designs

Alexandru Dinu, Gabriel Mihail Danciu, Petre Lucian Ogrutan
<span title="2022-04-28">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4clw6v34prcbvk2usotmbz6v3q" style="color: black;">Micromachines</a> </i> &nbsp;
The present work aims to automate the functional verification process by means of genetic algorithms that are used for generating the relevant input stimuli for full simulation of digital design behavior  ...  It is demonstrated that for complex designs, functional verification powered by the use of genetic algorithms can go beyond the classical method of performing verification, which is based on constrained-random  ...  Using Genetic Algorithms-Based Approaches in Functional Verification In order to use genetic algorithms to automate the fulfilment of functional coverage, data processed using genetic operators must be  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/mi13050691">doi:10.3390/mi13050691</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pa4udnrqjzeg7lf77pzrmpa5xa">fatcat:pa4udnrqjzeg7lf77pzrmpa5xa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220502000539/https://mdpi-res.com/d_attachment/micromachines/micromachines-13-00691/article_deploy/micromachines-13-00691-v2.pdf?version=1651229376" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/64/a2/64a263ebb97a255dd226a6af5bdf9f914552648a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/mi13050691"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

An Algorithm for Finding the Optimal Path in Basis Path Testing using GABVIE Model

<span title="2020-01-10">2020</span> <i title="Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/cj3bm7tgcffurfop7xzswxuks4" style="color: black;">VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE</a> </i> &nbsp;
The task of generating test cases can be done through the concept Genetic Algorithm with importance of variable (GABVIE).  ...  This paper presented the automated generation of optimal path with intention of attaining the maximum coverage. The work being done considers the optimal path coverage in minimum cost.  ...  PROPOSED MODEL The pivot concept behind the Genetic Algorithm based variable Importance evaluation (GABVIE) model is taking "variables" used in the program code as a constraint used to generate the test  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijitee.c8436.019320">doi:10.35940/ijitee.c8436.019320</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nped5i766jbupdcp6pd2bgv4sm">fatcat:nped5i766jbupdcp6pd2bgv4sm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220428183250/https://www.ijitee.org/wp-content/uploads/papers/v9i3/C8436019320.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d9/1a/d91af887eb400dd0ba626041e40251a2489318c4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijitee.c8436.019320"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Mapping Research Topics in Software Testing: A Bibliometric Analysis [article]

Alireza Salahirad, Gregory Gay, Ehsan Mohammadi
<span title="2022-05-02">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Creation guidance, automated test generation, evolution and maintenance, and test oracles have particularly strong connections to other topics, highlighting their multidisciplinary nature.  ...  Emerging keywords relate to web and mobile applications, machine learning, energy consumption, automated program repair and test generation, while emerging connections have formed between web applications  ...  execution code coverage,genetic algorithm coverage criteria,test data search-based software testing,structural testing (test generation and mutation testing) automated test generation,fault-based testing  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.04086v2">arXiv:2109.04086v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tm3akqiegrc6hmhsvonrlrgtry">fatcat:tm3akqiegrc6hmhsvonrlrgtry</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220504063344/https://arxiv.org/pdf/2109.04086v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/6b/5f/6b5f4bfe8d4e2fb169e2463f945b40bc02167e1b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.04086v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Hybrid genetic algorithm for transmitter location in wireless networks

R.M. Krzanowski, J. Raper
<span title="">1999</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mh2ak5zyj5gqtgsiinicxz4pta" style="color: black;">Computers, Environment and Urban Systems</a> </i> &nbsp;
This paper introduces a hybrid genetic algorithm designed to automate the site selection process and to account for the relevant geography.  ...  The algorithm has several features not found in other genetic models.  ...  In all of the tested cases, the coverage achieved by the model was within 10±20% of the planned coverage level. The cell load was within 20±30% of the total cell capacity.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/s0198-9715(99)00030-7">doi:10.1016/s0198-9715(99)00030-7</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/f4vajxrh3redxcqg627sxo5xye">fatcat:f4vajxrh3redxcqg627sxo5xye</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808143405/http://neo.lcc.uma.es/Articles/ga_tlocation.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/90/7e/907eda73bb0bb22b6f2533bafcf6e908b0df3bb9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/s0198-9715(99)00030-7"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

A Hybrid Directed Test Suite Augmentation Technique

Zhihong Xu, Yunho Kim, Moonzoo Kim, Gregg Rothermel
<span title="">2011</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/t5wjgfbu4bb3xjbswdgysknzhm" style="color: black;">2011 IEEE 22nd International Symposium on Software Reliability Engineering</a> </i> &nbsp;
In previous work, we studied two approaches to augmentation, one using a concolic test case generation algorithm and one using a genetic test case generation algorithm.  ...  In this paper, we present a hybrid test suite augmentation technique that combines these two test case generation algorithms.  ...  Thus, a hybrid technique should begin by using a concolic test case generation algorithm and attempt to cover as many branches as possible before passing control to a genetic test case generation algorithm  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/issre.2011.21">doi:10.1109/issre.2011.21</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/issre/XuKKR11.html">dblp:conf/issre/XuKKR11</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vqgaolbw7rgr5bulvi2uhj3ikm">fatcat:vqgaolbw7rgr5bulvi2uhj3ikm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190501200620/https://digitalcommons.unl.edu/cgi/viewcontent.cgi?referer=&amp;httpsredir=1&amp;article=1226&amp;context=cseconfwork" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1c/9c/1c9c81cd5413407f8151f7ade9a00b6543b4e7d9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/issre.2011.21"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Automated Unbiased Metagenomic DNA Extraction for Long-Read Sequencing

Joshua Tjokrosurjo, Angel Gonzalez, Kevin Lin, Shuiquan Tang, Xi Yu Jia
<span title="">2019</span> <i title="Association of Biomolecular Resource Facilities"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zlb4hq4hkfgptl2zq3dbo5nqpa" style="color: black;">Journal of Biomolecular Techniques</a> </i> &nbsp;
To test the efficacy of this automated workflow, HMW DNA was isolated from a well-defined mixture of bacteria and yeast cells and subsequently sequenced using the MinION platform.  ...  Here we present an automated HMW DNA extraction pipeline that combines magnetic bead-based DNA extraction with the Microlab STAR liquid handler.  ...  To test the efficacy of this automated workflow, HMW DNA was isolated from a well-defined mixture of bacteria and yeast cells and subsequently sequenced using the MinION platform.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/31892871">pmid:31892871</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6936182/">pmcid:PMC6936182</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/re2o5uvdafgv7jcubexv6o5toi">fatcat:re2o5uvdafgv7jcubexv6o5toi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200324141721/http://europepmc.org/backend/ptpmcrender.fcgi?accid=PMC6936182&amp;blobtype=pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6936182" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>
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