Relevant bibliographies by topics / Data-driven test case design

Contents

  1. Journal articles
  2. Dissertations / Theses
  3. Books
  4. Book chapters
  5. Conference papers
  6. Reports

Academic literature on the topic 'Data-driven test case design'

Author: Grafiati
Published: 23 June 2021
Last updated: 29 July 2025

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Journal articles on the topic "Data-driven test case design"

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Prakash Shrivastava, Divya. "Unit Test Case Design Metrics in Test Driven Development." International Journal of Software Engineering 2, no. 3 (2012): 43–48. http://dx.doi.org/10.5923/j.se.20120203.01.

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Zhao, Jian Ping, Xiao Yang Liu, Hong Ming Xi, Li Ya Xu, Jian Hui Zhao, and Huan Ming Liu. "A Lightweight-Leveled Software Automated Test Framework." Advanced Materials Research 834-836 (October 2013): 1919–24. http://dx.doi.org/10.4028/www.scientific.net/amr.834-836.1919.

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To resolve the problem of a large amount of automated test scripts and test data files, through the test tool QTP, data-driven and keyword-driven testing mechanism, a test automation framework based on three layer data-driven mechanism is designed, including the design of the TestSet managing test case files, the design of the TestCase storing test cases and the design of the TestData storing test data.Through controlling the test scale and applying the test data pool, reconfigurable and optimization of test scripts are designed. The methods above can decouple the test design and the script de
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Doddapaneni, Jagan Mohan Rao. "AI Test Design and Script Generator: Enhancing Software Testing through AI-driven Automation." International Journal of Multidisciplinary Research and Growth Evaluation 6, no. 1 (2025): 1942–43. https://doi.org/10.54660/.ijmrge.2025.6.1.1942-1943.

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The evolution of software testing has led to the adoption of AI-driven tools to optimize the efficiency, accuracy, and coverage of test case generation. This paper introduces an AI Test Design and Script Generator, a cutting-edge solution that automates requirement and document reviews, enhances test coverage through generative AI, and ensures secure segmentation of customers, organizations, and departments. Unlike traditional automation tools, this AI-driven approach integrates with private Large Language Models (LLMs), providing intelligent test generation without collecting personal or sens
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Aulich, Marcel, Georgios Goinis, and Christian Voß. "Data-Driven AI Model for Turbomachinery Compressor Aerodynamics Enabling Rapid Approximation of 3D Flow Solutions." Aerospace 11, no. 9 (2024): 723. http://dx.doi.org/10.3390/aerospace11090723.

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The development of new turbomachinery designs requires numerous time-consuming and computationally intensive computational fluid dynamics (CFD) calculations. However, most of the generated high spatial resolution data remain unused at later development steps. That is also the case with automated optimization processes that use only a few integral values to determine objectives and constraints. To make further use of this vast amount of CFD data a data-driven AI model based on the Transformer architecture is developed and trained using the available CFD data. The presented method subsequently p
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Pandhare, Harshad Vijay. "From Test Case Design to Test Data Generation: How AI is Redefining QA Processes." International Journal of Engineering and Computer Science 13, no. 12 (2024): 26737–57. https://doi.org/10.18535/ijecs.v13i12.4956.

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The accelerating pace of software development, fueled by agile methodologies and continuous integration practices, has exposed the limitations of traditional Quality Assurance (QA) techniques. Manual test case design and static test data provisioning are no longer sufficient to meet the demands of modern software systems that require high reliability, rapid releases, and robust performance under varied conditions. This paper explores how Artificial Intelligence (AI) is fundamentally transforming QA workflows—particularly in the realms of test case design and test data generation. It examines t
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Hanhela, Matti, Olli Gröhn, Mikko Kettunen, Kati Niinimäki, Marko Vauhkonen, and Ville Kolehmainen. "Data-Driven Regularization Parameter Selection in Dynamic MRI." Journal of Imaging 7, no. 2 (2021): 38. http://dx.doi.org/10.3390/jimaging7020038.

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In dynamic MRI, sufficient temporal resolution can often only be obtained using imaging protocols which produce undersampled data for each image in the time series. This has led to the popularity of compressed sensing (CS) based reconstructions. One problem in CS approaches is determining the regularization parameters, which control the balance between data fidelity and regularization. We propose a data-driven approach for the total variation regularization parameter selection, where reconstructions yield expected sparsity levels in the regularization domains. The expected sparsity levels are
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Lyu, Zhi-Jun, Qi Lu, YiMing Song, Qian Xiang, and Guanghui Yang. "Data-Driven Decision-Making in the Design Optimization of Thin-Walled Steel Perforated Sections: A Case Study." Advances in Civil Engineering 2018 (2018): 1–14. http://dx.doi.org/10.1155/2018/6326049.

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The rack columns have so distinctive characteristics in their design, which have regular perforations to facilitate installation of the rack system that it is more difficult to be analyzed with traditional cold-formed steel structures design theory or standards. The emergence of industrial “big-data” has created better innovative thinking for those working in various fields including science, engineering, and business. The main contribution of this paper lies in that, with engineering data from finite element simulation and physical test, a novel data-driven model (DDM) using artificial neural
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Robertson, P. K., R. G. Campanella, P. T. Brown, I. Grof, and J. M. O. Hughes. "Design of axially and laterally loaded piles using in situ tests: A case history." Canadian Geotechnical Journal 22, no. 4 (1985): 518–27. http://dx.doi.org/10.1139/t85-072.

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A 915 mm diameter steel pipe pile was driven and tested by the B.C. Ministry of Transportation and Highways as part of their foundation studies for the proposed Annacis channel crossing of the Fraser River. The pile was driven open ended to a maximum depth of 94 m. The pile was tested axially to failure when the pile tip was at depths of 67, 78, and 94 m below ground surface. Following the final axial load test, the pile was loaded laterally to a total deflection at the ground surface of 150 mm. A slope indicator casing was installed in the pile to monitor the deflected shape during lateral lo
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SADEGHI, ALIREZA, and SEYED-HASSAN MIRIAN-HOSSEINABADI. "MBTDD: MODEL BASED TEST DRIVEN DEVELOPMENT." International Journal of Software Engineering and Knowledge Engineering 22, no. 08 (2012): 1085–102. http://dx.doi.org/10.1142/s0218194012500295.

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Test Driven Development (TDD), as a quality promotion approach, suffers from some shortages that discourage its usage. One of the most challenging shortcomings of TDD is the low level of granularity and abstraction. This may lead to production of software that is not acceptable by the end users. Additionally, exploiting of TDD is not applicable in the enterprise systems development. To overcome this defect, we have merged TDD with Model Based Testing (MBT) and suggested a framework named Model Based Test Driven Development (MBTDD). According to TDD, writing test cases comes before programming,
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Lerro, Angelo, Alberto Brandl, Manuela Battipede, and Piero Gili. "A Data-Driven Approach to Identify Flight Test Data Suitable to Design Angle of Attack Synthetic Sensor for Flight Control Systems." Aerospace 7, no. 5 (2020): 63. http://dx.doi.org/10.3390/aerospace7050063.

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Digital avionic solutions enable advanced flight control systems to be available also on smaller aircraft. One of the safety-critical segments is the air data system. Innovative architectures allow the use of synthetic sensors that can introduce significant technological and safety advances. The application to aerodynamic angles seems the most promising towards certified applications. In this area, the best procedures concerning the design of synthetic sensors are still an open question within the field. An example is given by the MIDAS project funded in the frame of Clean Sky 2. This paper pr
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Dissertations / Theses on the topic "Data-driven test case design"

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Lindahl, John, and Douglas Persson. "Data-driven test case design of automatic test cases using Markov chains and a Markov chain Monte Carlo method." Thesis, Malmö universitet, Fakulteten för teknik och samhälle (TS), 2021. http://urn.kb.se/resolve?urn=urn:nbn:se:mau:diva-43498.

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Large and complex software that is frequently changed leads to testing challenges. It is well established that the later a fault is detected in software development, the more it costs to fix. This thesis aims to research and develop a method of generating relevant and non-redundant test cases for a regression test suite, to catch bugs as early in the development process as possible. The research was executed at Axis Communications AB with their products and systems in mind. The approach utilizes user data to dynamically generate a Markov chain model and with a Markov chain Monte Carlo method,
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Milanez, Marcus Vinícius. "Test Driven Development: uma abordagem baseada em use cases." Pontifícia Universidade Católica de São Paulo, 2014. https://tede2.pucsp.br/handle/handle/18157.

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Made available in DSpace on 2016-04-29T14:23:31Z (GMT). No. of bitstreams: 1 Marcus Vinicius Milanez.pdf: 1438354 bytes, checksum: 792d4f5889dafba8c4e2f71a02c050a0 (MD5) Previous issue date: 2014-09-20<br>The development of computer programs is a complex activity, characterized by costs and deadlines that are difficult to estimate. Requirements change frequently, resulting in products of variable reliability. Currently, there are no formal theories that completely address these underlying challenges. Several approaches have been used over time to achieve incremental progress, leading to a si
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Gu, Sisi. "INTERFACE-DRIVEN DESIGN: A CASE STUDY IN DEEP BRAIN STIMULATION DATA MANAGEMENT." Case Western Reserve University School of Graduate Studies / OhioLINK, 2015. http://rave.ohiolink.edu/etdc/view?acc_num=case1417727936.

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Ljungren, Joakim. "Data-driven design for sustainable behavior : A case study in using data and conversational interfaces to influence corporate settlement." Thesis, Umeå universitet, Institutionen för tillämpad fysik och elektronik, 2017. http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-139199.

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Interaction with digital products and interfaces concern more and more of human decision-making and the problems regarding environmental, financial and social sustainability are consequences much due to our behavior. The issues and goals of sustainable development therefore implies how we have to think differently about digital design. In this paper, we examine the adequacy of influencing sustainable behavior with a data-driven design approach, applying a conversational user interface. A case study regarding the United Nation’s goals of technological development and economic distribution was c
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Ogallo, Godfrey G. "IoT – Enhancing Data-driven Decision-making in Higher Education. Case Study of Ohio University." Ohio University / OhioLINK, 2018. http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1516193584144817.

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Hoyt, Kristin. "Teacher voice and participation in shaping large-scale standards-driven testing : the case of teacher involvement in the design and construction of a third year high school French end-of-course exam, based on The Indiana Academic Standards for Foreign Languages /." [Bloomington, Ind.] : Indiana University, 2005. http://wwwlib.umi.com/dissertations/fullcit/3202896.

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Abler, Daniel Jakob Silvester. "Software architecture for capturing clinical information in hadron therapy and the design of an ion beam for radiobiology." Thesis, University of Oxford, 2013. http://ora.ox.ac.uk/objects/uuid:c2d9cf79-7b2d-4feb-bb17-53f003a8557c.

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Hadron Therapy (HT) exploits properties of ion radiation to gain therapeutic advantages over existing photon-based forms of external radiation therapy. However, its relative superiority and cost-effectiveness have not been proven for all clinical situations. Establishing a robust evidence base for the development of best treatment practices is one of the major challenges for the field. This thesis investigates two research infrastructures for building this essential evidence. First, the thesis develops main components of a metadata-driven software architecture for the collection of clinical in
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Gstalter, Étienne. "Réduction d’ordre de modèle de crash automobile pour l’optimisation masse / prestations." Thesis, Compiègne, 2020. http://www.theses.fr/2020COMP2576.

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Cette thèse est une contribution à un thème de recherche sur les applications de la réduction de modèle à l’ingénierie RENAULT. Elle fait suite aux travaux du projet IRT SystemX ROM (Réduction de modèles et Optimisation Multidisciplinaire) et aux thèses CIFRE RENAULT [Vuong], [Charrier]. L’application industrielle principale du thème est la mise au point de la structure d’un véhicule sollicité en crash; des travaux sont également en cours sur la combustion, l’acoustique et l’aérodynamique. Les travaux de cette thèse sont à la fois un apport à la méthode générique ReCUR et son adaptation à l’op
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Surendran, Sudhakar. "A Systematic Approach To Synthesis Of Verification Test-Suites For Modular SoC Designs." Thesis, 2006. https://etd.iisc.ac.in/handle/2005/397.

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SoCs (System on Chips) are complex designs with heterogeneous modules (CPU, memory, etc.) integrated in them. Verification is one of the important stages in designing an SoC. Verification is the process of checking if the transformation from architectural specification to design implementation is correct. Verification involves creating the following components: (i) a testplan that identifies the conditions to be verified, (ii) a testcase that generates the stimuli to verify the conditions identified, and (iii) a test-bench that applies the stimuli and monitors the output from the design. Verificatio
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Surendran, Sudhakar. "A Systematic Approach To Synthesis Of Verification Test-Suites For Modular SoC Designs." Thesis, 2006. http://hdl.handle.net/2005/397.

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SoCs (System on Chips) are complex designs with heterogeneous modules (CPU, memory, etc.) integrated in them. Verification is one of the important stages in designing an SoC. Verification is the process of checking if the transformation from architectural specification to design implementation is correct. Verification involves creating the following components: (i) a testplan that identifies the conditions to be verified, (ii) a testcase that generates the stimuli to verify the conditions identified, and (iii) a test-bench that applies the stimuli and monitors the output from the design. Verification
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Books on the topic "Data-driven test case design"

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Cocchiaro, Carl, and Pinakin Ashok Chaubal. Selenium Framework Design in Data-Driven Testing: Build Data-Driven Test Frameworks Using Selenium WebDriver, AppiumDriver, Java, and TestNG. Packt Publishing, Limited, 2018.

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Quackenbush, Stephen L. Empirical Analyses of Deterrence. Oxford University Press, 2017. http://dx.doi.org/10.1093/acrefore/9780190228637.013.313.

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Deterrence is an important subject, and its study has spanned more than seven decades. Much research on deterrence has focused on a theoretical understanding of the subject. Particularly important is the distinction between classical deterrence theory and perfect deterrence theory. Other studies have employed empirical analyses. The empirical literature on deterrence developed at different times and took different approaches. The early empirical deterrence literature was highly limited for varying reasons. Much of the early case study literature did not seek to test deterrence theory. Early qu
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Neuhäuser, Markus, and Graeme D. Ruxton. The Statistical Analysis of Small Data Sets. Oxford University PressOxford, 2024. http://dx.doi.org/10.1093/oso/9780198872979.001.0001.

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Abstract We live in the era of big data. However, small data sets are still common for ethical, financial, and practical reasons. Small sample sizes can cause researchers to particularly seek the most powerful methods to analyse their data; but they may be wary that some methodologies rely on assumptions that may not be appropriate when samples are small. The book offers advice on the statistical analysis of small data sets for various designs and levels of measurement. This should help researchers to analyse such data sets, but also to evaluate and interpret others' analyses. Potential challe
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Davidson, Judith. Research Design in Team-Based Qualitative Research. Oxford University Press, 2018. http://dx.doi.org/10.1093/oso/9780190648138.003.0003.

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In the introduction to this chapter and interwoven throughout the text is the message that qualitative research begins and ends in writing, which in this case means that research design is a beginning point for that writing. This chapter is composed of three major sections that illustrate how team start-up is critical to how the writing will proceed down the line. The first section—Team Formation—provides detailed information on issues to consider in establishing the team in a manner that will be most beneficial to the conduct of qualitative research. The second section—Research Design and Pro
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Thorlakson, Lori. Multi-Level Democracy. Oxford University Press, 2020. http://dx.doi.org/10.1093/oso/9780198833505.001.0001.

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All federal systems face an internal tension between divisive and integrative political forces, striking a balance between providing local autonomy and representation on one hand and maintaining an integrated political community on the other hand. How multi-level systems strike this balance depends on the development of styles of either integrated politics, which creates a shared framework for political competition across the units of a federation, or independent politics, preserving highly autonomous arenas of political life. This book argues that the long-term development of integrated or in
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Russell, Brenda, and John Hamel, eds. Gender and Domestic Violence. Oxford University Press, 2022. http://dx.doi.org/10.1093/med-psych/9780197564028.001.0001.

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Domestic violence (DV) is a serious social problem affecting millions of Americans and individuals worldwide, which permeates family, economic, healthcare, and social structures and often leads to a criminal justice response. DV response within the criminal justice system has been and continues to be driven by well-publicized court cases such as Thurman v. City of Torrington, which brought to light the grossly inadequate law enforcement response at the time. Such cases led to a grassroots victim advocacy movement establishing shelters and other victim services while lobbying state legislatures
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Perkoski, Evan. Divided Not Conquered. Oxford University PressNew York, 2022. http://dx.doi.org/10.1093/oso/9780197627068.001.0001.

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Abstract Less academic: Terrorist, rebel, and insurgent groups face myriad challenges. Between state repression and fears of infiltration and defeat, it is no surprise they are prone to infighting, instability, and division. And these divisions are meaningful: one led the Islamic State to break from Al Qaeda, and others have perpetually plagued the Irish Republican Army, Palestinian militants, and many more. This book analyzes how armed groups fracture and how splinter groups behave. It is the first to look inside these organizations and to understand the specific disagreements leading fractur
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Bhopal, Raj S. Concepts of Epidemiology. Oxford University Press, 2016. http://dx.doi.org/10.1093/med/9780198739685.001.0001.

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Epidemiology is a population science that underpins health improvement and health care, and is concerned with the pattern, frequency, trends, and causes of disease. This book teaches its applications to population health research, policy-making, health service planning, health promotion, and clinical care. The book emphasizes concepts and principles. In 10 chapters, the book explains what epidemiology is; illustrates the basis of epidemiology in populations; provides a framework for analysing diseases by time, place, and person; introduces error, bias, and confounding; explains how we move fro
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Kassem, Moulay Abdelmajid. QTL Mapping with Python and R/qtl: A Reproducible Pipeline for Crop Genetics. Atlas Publishing, LLC, 2025. https://doi.org/10.5147/books.ap1.

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QTL Mapping with Python and R/qtl: A Reproducible Pipeline for Crop Genetics presents a comprehensive and hands-on guide to identifying quantitative trait loci (QTL) in recombinant inbred line (RIL) populations using a reproducible workflow that bridges Python and R. Designed for researchers, students, and breeders, this resource walks readers through every stage of the QTL mapping process, from data preparation to advanced visualization and interpretation. The book begins with foundational concepts in QTL mapping and its importance in soybean breeding, using the well-characterized Forrest × W
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Li, Quan. Using R for Data Analysis in Social Sciences. Oxford University Press, 2018. http://dx.doi.org/10.1093/oso/9780190656218.001.0001.

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This book seeks to teach undergraduate and graduate students in social sciences how to use R to manage, visualize, and analyze data in order to answer substantive questions and replicate published findings. This book distinguishes itself from other introductory R or statistics books in three ways. First, targeting an audience rarely exposed to statistical programming, it adopts a minimalist approach and covers only the most important functions and skills in R that one will need for conducting reproducible research projects. Second, it emphasizes meeting the practical needs of students using R
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Book chapters on the topic "Data-driven test case design"

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Erdogan, Gencer, Atle Refsdal, and Ketil Stølen. "A Systematic Method for Risk-Driven Test Case Design Using Annotated Sequence Diagrams." In Risk Assessment and Risk-Driven Testing. Springer International Publishing, 2014. http://dx.doi.org/10.1007/978-3-319-14114-5_7.

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Erdogan, Gencer, Atle Refsdal, and Ketil Stølen. "A Systematic Method for Risk-Driven Test Case Design Using Annotated Sequence Diagrams." In Risk Assessment and Risk-Driven Testing. Springer International Publishing, 2014. http://dx.doi.org/10.1007/978-3-319-07076-6_7.

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Moraci, Francesca, Carmelina Bevilacqua, and Pasquale Pizzimenti. "Adaptive Urban Planning for Sustainable Urban Transformations: A Data-driven Framework for Cities Ecosystem Services-Based Quantification." In Lecture Notes in Networks and Systems. Springer Nature Switzerland, 2025. https://doi.org/10.1007/978-3-031-82927-7_1.

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Abstract This paper provides a conceptual framework in supporting the definition of data-driven adaptive planning approaches for achieving sustainable urban transformations. The pressure on natural capital and the essential services it provides call for a transition of cities towards sustainability that can intertwine socio-ecological and socio-technological dynamics. Biodiversity, natural ecosystems, and ecosystem services come out as central themes for planning the transition of cities, and innovative approaches to urban planning and design are essential to tackle the issue of sustainability
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Anouar, S., A. Anouar, and A. Lharchi. "Heritage Information Modeling: The Case of Chellah’s Gate." In Computational Design and Robotic Fabrication. Springer Nature Singapore, 2023. http://dx.doi.org/10.1007/978-981-19-8637-6_7.

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AbstractThis paper aims to propose an integrated workflow for the digitization of the built cultural heritage. To this end, we leverage the power of computational tools and the relevancy of Building Information Modeling (BIM) process to overcome the limitations and challenges faced by Scan-to-BIM. We describe the automatic generation of an as-built BIM model of a heritage building in a three-step procedure. Firstly, we outline the data acquisition method of the point cloud. Secondly, we describe the automatic processing and segmentation of the point cloud according to architectural elements us
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Mondal, Sayani, and Partha Pratim Das. "Effectiveness of Test-Driven Development as an SDLC Model: A Case Study of an Elevator Controller Design." In Lecture Notes in Electrical Engineering. Springer India, 2014. http://dx.doi.org/10.1007/978-81-322-1817-3_24.

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Herschel, Melanie, Andreas Gienger, Anja P. R. Lauer, et al. "Putting Co-Design-Supporting Data Lakes to the Test: An Evaluation on AEC Case Studies." In Lecture Notes in Computer Science. Springer Nature Switzerland, 2024. http://dx.doi.org/10.1007/978-3-031-68323-7_21.

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Qi, Ming, Zekun Yang, Jinghui Liu, Xuefeng Li, and Dengyun Wu. "Research on Optimization Design Method of Reliability Validation Test in the Case of Zero-Failure Data." In Lecture Notes in Electrical Engineering. Springer Singapore, 2020. http://dx.doi.org/10.1007/978-981-33-4102-9_76.

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Hiebert, James, Jinfa Cai, Stephen Hwang, Anne K. Morris, and Charles Hohensee. "Significance of a Study: Revisiting the “So What” Question." In Research in Mathematics Education. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-031-19078-0_5.

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AbstractEvery researcher wants their study to matter—to make a positive difference for their professional communities. To ensure your study matters, you can formulate clear hypotheses and choose methods that will test them well, as described in Chaps. 1, 2, 3 and 4. You can go further, however, by considering some of the terms commonly used to describe the importance of studies, terms like significance, contributions, and implications. As you clarify for yourself the meanings of these terms, you learn that whether your study matters depends on how convincingly you can argue for its importance.
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Goffart, Nicolas, Benoît Tartinville, and Sergio Pirozzoli. "From High-Fidelity High-Order to Reduced-Order Modeling for Unsteady Shock Wave/Boundary Layer Interactions." In Notes on Numerical Fluid Mechanics and Multidisciplinary Design. Springer Nature Switzerland, 2025. https://doi.org/10.1007/978-3-031-86605-0_2.

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Abstract To design the next-generation aircraft and engines, efficient numerical tools need to be developed. Shock wave/boundary layer interactions are indeed putting the current industrial methods to the test: high-order methods lack robustness while modeling assumptions in low-fidelity methods make them not accurate enough. This work presents the first steps toward improving turbulence modeling in harmonic methods for shock-induced separated flows in turbomachinery applications, using high-fidelity data. A high-order solver based on the flux reconstruction framework is employed for performin
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Pfahler, V., J. Adu-Gyamfi, and F. Tamburini. "How to Design a Study Including the Analysis of δ18OP." In Oxygen Isotopes of Inorganic Phosphate in Environmental Samples. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-030-97497-8_5.

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AbstractTo plan a research study, one needs to (1) establish a research question, (2) make a set of observations, (3) form a hypothesis in an attempt to explain the observations and (4) test the hypothesis based on the data collected. The following questions should be addressed when designing a study including the analysis of δ18OP: (i) what is the research hypothesis? (ii) what is the main objective of the study? (iii) what are the aims to address these objectives? and (iv) which techniques are appropriate to address such research question. In addition, one needs to consider (1) which kind of
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Conference papers on the topic "Data-driven test case design"

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Lu, Baotong, Hui Yu, and Bryan Barker. "Case Study - AC Mitigation Design without Powerline Data." In CONFERENCE 2023. AMPP, 2023. https://doi.org/10.5006/c2023-18983.

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Abstract Field readings of induced AC voltage and AC current density from test points along a pipeline are regarded as an indicator of corrosion risk and personnel hazard caused by AC interference from collocated powerlines. Field data also provides the foundation to develop predictive modeling for AC mitigation design. A major technical challenge during modeling often results from unavailable current loads of collocated powerlines. This report introduces our experience regarding this situation and provides a solution option. It is demonstrated that current loads can be estimated via simulatin
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Lu, Baotong, and Hui Yu. "Case Study - AC Mitigation Design for Multiple Pipelines without Powerline Data." In CONFERENCE 2024. AMPP, 2024. https://doi.org/10.5006/c2024-20632.

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Abstract This case study demonstrates the applicability of the AC Interference Mitigation (ACIM) design method (reported in our preceding paper, C2023-18983) under the conditions of unavailable power data for collocated powerlines and for multiple pipelines that are electrically connected. It was assumed that field AC voltage readings were collected from test stations along at least one pipeline. The procedure is as follows: Estimate the power loads of the powerlines using a trial-and-error method via simulating the AC voltage profile(s) of the pipeline.Validate the predictive model that is ba
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Aras, Chinmay M., Ashfaq Iftakher, and M. M. Faruque Hasan. "Guaranteed Error-bounded Surrogate Framework for Solving Process Simulation Problems." In Foundations of Computer-Aided Process Design. PSE Press, 2024. http://dx.doi.org/10.69997/sct.182073.

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Process simulation problems often involve systems of nonlinear and nonconvex equations and may run into convergence issues due to the existence of recycle loops within such models. To that end, surrogate models have gained significant attention as an alternative to high-fidelity models as they significantly reduce the computational burden. However, these models do not always provide a guarantee on the prediction accuracy over the domain of interest. To address this issue, we strike a balance between computational complexity by developing a data-driven branch and prune-based framework that prog
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Saviello, Vincenzo. "E-Log-I Test on Oil Production Wells Case Study." In CORROSION 2021. AMPP, 2021. https://doi.org/10.5006/c2021-16266.

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Abstract The aim of the present paper is to describe the E-log-I test performed on Oil Production Wells in a brown field area in the South of Iraq. The scope was, at the time, to determine the CP current to be applied to new well casings to protect them against external surface corrosion. Initially, CP potential measurements were performed on existing well casings equipped with oil pumps and associated VSD (Variable Speed Driver), the equipment used to manage the AC powered motor of the pump installed inside the casing. As verified during measurements, due to the presence of pumps and VSD, the
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Li, Xiaxi, Yi Liang, Yanxia Du, Dezhi Tang, Linlin Xing, and Ziping Che. "Case Study of AC Interference on an Urban Gas Pipeline: Field Test, AC Mitigation Design and Assessment." In CORROSION 2017. NACE International, 2017. https://doi.org/10.5006/c2017-08914.

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Abstract The development of gas network, transportation and power facilities created the interference issues to the urban gas pipelines from alternating current (AC) power lines. Due to the limited space in urban area, the widely used of AC mitigation methods face great challenge when applied to urban gas pipelines. AC mitigation for urban gas pipelines has become more and more problematic. This study attempted to exemplify the AC mitigation design practice for an urban gas pipeline by numerical calculation, including AC interference risk evaluation, AC mitigation design and mitigation effecti
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Knapp, Marit, Christina Ivler, Marcos Berrios, Tom Berger, and Mark Tischler. "Kalman Filter Estimation of Rotor-State Flapping: An Optimization-based Approach with UH-60 Flight Test Data." In Vertical Flight Society 73rd Annual Forum & Technology Display. The Vertical Flight Society, 2017. http://dx.doi.org/10.4050/f-0073-2017-12185.

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Flight testing of explicit rotor-state feedback (RSF) fly-by-wire control laws showed that measuring rotor tip-path-plane (TPP) flapping, via a laser measurement system, provided additional lead to the control system. This resulted in superior handling qualities in turbulence and heavy winds and improved stability margins. However, a significant impediment to the adoption of explicitly measured RSF has been the difficulty in extracting reliable rotor measurements. Therefore, this paper describes the development of a Kalman filter that was designed to estimate rotor TPP coordinates, and remove
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Gwasem, Ibtesam, Weichang Du, and Andrew McAllister. "Goal-Driven Reusable Test Case Design." In 2023 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE). IEEE, 2023. http://dx.doi.org/10.1109/ccece58730.2023.10288897.

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Divya Prakash Shrivastava and R. C. Jain. "Unit test case design metrics in test driven development." In 2011 International Conference on Communications, Computing and Control Applications (CCCA). IEEE, 2011. http://dx.doi.org/10.1109/ccca.2011.6031205.

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Roetzer, James, Hunter Boik, Ben Janke, Xingjie Li, and John Hall. "Data-Driven Modeling Adaptive Aerostructures." In ASME 2024 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2024. http://dx.doi.org/10.1115/detc2024-145979.

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Abstract In the growing domain of wind energy, morphing aerostructures provide an avenue of research to improve aerodynamic performance and turbine control. Branching off previous work by the authors, several data-driven models which relate the actuation of a linearly segmented active morphing blade to an arbitrary performance parameter, aerodynamic thrust load in the case examined, are developed, presented, and compared to evaluate accuracy. Models are developed for the Danish Technical University (DTU) 10 MW and National Renewable Laboratory (NERL) 15 MW reference turbines to ensure generali
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Schneider, Fabian, Max Schüssler, Ralph Hellmig, and Oliver Nelles. "Constrained Design of Experiments for Data-Driven Models." In Forum Bildverarbeitung 2022. KIT Scientific Publishing, 2022. http://dx.doi.org/10.58895/ksp/1000151141-14.

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The quality of data-driven models depends significantly on the data distribution in the input space. In this work, design of experiments (DoE) methods for constrained input spaces are discussed. An approach based on an Latin hypercube (LH) design is introduced to deal with strongly constrained input spaces. For the unconstrained case, where the input space is a hypercube, different design of experiments methods have been developed. The dominating state-of-the-art methods are Sobol sequences and Latin hypercubes. Instead of optimizing complete LH designs, the proposed strategy is to incremental
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Reports on the topic "Data-driven test case design"

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Sakleshpur, Venkata A., Monica Prezzi, Rodrigo Salgado, and Mir Zaheer. CPT-Based Geotechnical Design Manual, Volume 2: CPT-Based Design of Foundations—Methods. Purdue University, 2022. http://dx.doi.org/10.5703/1288284317347.

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This manual provides guidance on how to use the cone penetration test (CPT) for site investigation and foundation design. The manual has been organized into three volumes. Volume 1 covers the execution of CPT-based site investigations and presents a comprehensive literature review of CPT-based soil behavior type (SBT) charts and estimation of soil variables from CPT results. Volume 2 covers the methods and equations needed for CPT data interpretation and foundation design in different soil types, while Volume 3 includes several example problems (based on instrumented case histories) with detai
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Sakleshpur, Venkata A., Monica Prezzi, Rodrigo Salgado, and Mir Zaheer. CPT-Based Geotechnical Design Manual, Volume 3: CPT-Based Design of Foundations—Example Problems. Purdue University, 2022. http://dx.doi.org/10.5703/1288284317348.

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This manual provides guidance on how to use the cone penetration test (CPT) for site investigation and foundation design. The manual has been organized into three volumes. Volume 1 covers the execution of CPT-based site investigations and presents a comprehensive literature review of CPT-based soil behavior type (SBT) charts and estimation of soil variables from CPT results. Volume 2 covers the methods and equations needed for CPT data interpretation and foundation design in different soil types, while Volume 3 includes several example problems (based on instrumented case histories) with detai
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Kahwati, Leila, Matthew Avenarius, Leslie Brouwer, et al. Blood-Based Tests for Multiple Cancer Screening: A Systematic Review. AHRQ, 2025. https://doi.org/10.23970/ahrqepcsrmultiple.

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Objectives. Screening for multiple cancers in a single blood test is potentially transformative. The objective of this review was to assess the benefits, harms, and accuracy of screening with blood-based multicancer screening tests (MCST) in asymptomatic adults. Data sources. Medline, Cochrane Library, trial registries, relevant government and commercial websites through December 2024; surveillance was conducted through March 31, 2025. Study Selection. Eligible designs included controlled studies for benefit outcomes (e.g., cancer mortality, cancer detection, quality of life), controlled and u
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Cazenave, Pablo, Katina Jimenez, Samarth Tandon, and Ravi Krishnamurthy. PR-328-203803-R01 Improve ILI Sizing Accuracy. Pipeline Research Council International, Inc. (PRCI), 2023. http://dx.doi.org/10.55274/r0000026.

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This multi-phased PHMSA/PRCI project aims to conduct a collaborative study (pipeline operators, ILI Technology Providers (TPs), subject matter experts, and consultants) to quantitatively measure and improve the detection and sizing capabilities of current corrosion ILI systems. A data-driven approach was used which identified problematic corrosion profiles based on the review of recent Root-Cause-Analysis reports of corrosion-related failures to design and construct an ILI corrosion test string containing features having similar profiles. All such profiles were then documented using the best p
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Sherman, Amir, Rebecca Grumet, Ron Ophir, Nurit Katzir, and Yiqun Weng. Whole genome approach for genetic analysis in cucumber: Fruit size as a test case. United States Department of Agriculture, 2013. http://dx.doi.org/10.32747/2013.7594399.bard.

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The Cucurbitaceae family includes a broad array of economically and nutritionally important crop species that are consumed as vegetables, staple starches and desserts. Fruit of these species, and types within species, exhibit extensive diversity as evidenced by variation in size, shape, color, flavor, and others. Fruit size and shape are critical quality determinants that delineate uses and market classes and are key traits under selection in breeding programs. However, the underlying genetic bases for variation in fruit size remain to be determined. A few species the Cucurbitaceae family were
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Niazi, Fawad. CPT-Based Geotechnical Design Manual, Volume 1: CPT Interpretation—Estimation of Soil Properties. Purdue University, 2022. http://dx.doi.org/10.5703/1288284317346.

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This manual provides guidance on how to use the cone penetration test (CPT) for site investigation and foundation design. The manual has been organized into three volumes. Volume 1 covers the execution of CPT-based site investigations and presents a comprehensive literature review of CPT-based soil behavior type (SBT) charts and estimation of soil variables from CPT results. Volume 2 covers the methods and equations needed for CPT data interpretation and foundation design in different soil types, while Volume 3 includes several example problems (based on instrumented case histories) with detai
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DeJaeghere, Joan, Vu Dao, Bich-Hang Duong, and Phuong Luong. Inequalities in Learning in Vietnam: Teachers’ Beliefs About and Classroom Practices for Ethnic Minorities. Research on Improving Systems of Education (RISE), 2021. http://dx.doi.org/10.35489/bsg-rise-wp_2021/061.

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Global and national education agendas are concerned with improving quality and equality of learning outcomes. This paper provides an analysis of the case of Vietnam, which is regarded as having high learning outcomes and less inequality in learning. But national data and international test outcomes may mask the hidden inequalities that exist between minoritized groups and majority (Kinh) students. Drawing on data from qualitative videos and interviews of secondary teachers across 10 provinces, we examine the role of teachers’ beliefs, curricular design and actions in the classroom (Gale et al.
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Rimpel, Aaron, Abhay Patil, and Mark Anguiano. PR-316-21201-R01 A Study of the Effects of Liquid Contamination on Seal Performance. Pipeline Research Council International, Inc. (PRCI), 2022. http://dx.doi.org/10.55274/r0012229.

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This project is a continuation of research to enhance dry gas seal (DGS) reliability. Previous work reviewed failures from literature and experience of manufacturers and end-users and identified that liquid contamination was the most common cause, but it was concluded there was insufficient quantitative data to base recommendations on for further DGS reliability enhancements. Therefore, experimental and analytical investigations were pursued to fill the void. The ultimate objective was to be able to predict DGS failures due to liquid contamination, which could lead to greater DGS reliability t
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Rimpel, Aaron. PR-316-17200-R03 A Study of the Effects of Liquid Contamination on Seal Performance. Pipeline Research Council International, Inc. (PRCI), 2021. http://dx.doi.org/10.55274/r0012015.

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This project is a continuation of research to enhance dry gas seal (DGS) reliability. Previous work reviewed failures from literature and experience of manufacturers and end-users and identified that liquid contamination was the most common cause, but it was concluded there was insufficient quantitative data to base recommendations on for further DGS reliability enhancements. Therefore, experimental and analytical investigations were pursued to fill the void. The ultimate objective was to be able to predict DGS failures due to liquid contamination, which could lead to greater DGS reliability t
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Rincón-Torres, Andrey Duván, Kimberly Rojas-Silva, and Juan Manuel Julio-Román. The Interdependence of FX and Treasury Bonds Markets: The Case of Colombia. Banco de la República, 2021. http://dx.doi.org/10.32468/be.1171.

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We study the interdependence of FX and Treasury Bonds (TES) markets in Colombia. To do this, we estimate a heteroskedasticity identified VAR model on the returns of the COP/USD exchange rate (TRM) and bond prices, as well as event-analysis models for return volatilities, number of quotes, quote volume, and bid/ask spreads. The data under analysis consists of 5-minute intraday bid/ask US dollar prices and bond quotes, for an assortment of bond species. For these species we also have the number of bid/ask quotes as well as their volume. We found, also, that the exchange rate conveys information
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