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Testing PLC and DCS control logic in industrial automation is laborious and challenging since appropriate test cases are often complex and difficult to formulate. Researchers have previously proposed several automated test case generation…

软件工程 · 计算机科学 2024-05-06 Heiko Koziolek , Virendra Ashiwal , Soumyadip Bandyopadhyay , Chandrika K R

Synchronous systems provide a basic model of embedded systems and industrial systems are modeled as Simulink diagrams and/or Lustre programs. Although the test generation problem is critical in the development of safe systems, it often…

软件工程 · 计算机科学 2021-12-13 Daisuke Ishii , Takashi Tomita , Kenji Onishi , Toshiaki Aoki

The size and complexity of software applications is increasing at an accelerating pace. Source code repositories (along with their dependencies) require vast amounts of labor to keep them tested, maintained, and up to date. As the…

软件工程 · 计算机科学 2024-06-14 Ivan R. Ivanov , Joachim Meyer , Aiden Grossman , William S. Moses , Johannes Doerfert

Today statecharts are a de facto standard in industry for modeling system behavior. Test data generation is one of the key issues in software testing. This paper proposes an reduction approach to test data generation for the state-based…

软件工程 · 计算机科学 2012-08-14 Ranjita Kumari Swain , Prafulla Kumar Behera , Durga Prasad Mohapatra

The overall aim of the software industry is to ensure delivery of high quality software to the end user. To ensure high quality software, it is required to test software. Testing ensures that software meets user specifications and…

软件工程 · 计算机科学 2014-11-06 Chayanika Sharma , Sangeeta Sabharwal , Ritu Sibal

Developing safety-critical automotive software presents significant challenges due to increasing system complexity and strict regulatory demands. This paper proposes a novel framework integrating Generative Artificial Intelligence (GenAI)…

软件工程 · 计算机科学 2025-06-05 Sven Kirchner , Alois C. Knoll

The availability of large datasets is crucial for the development of new power system applications and tools; unfortunately, very few are publicly and freely available. We designed an end-to-end generative framework for the creation of…

系统与控制 · 电气工程与系统科学 2022-07-26 Andrea Pinceti , Lalitha Sankar , Oliver Kosut

Large language models pre-trained for code generation can generate high-quality short code but often struggle with generating coherent long code and understanding higher-level or system-level specifications. This issue is also observed in…

计算与语言 · 计算机科学 2023-04-18 Swapnil Sharma , Nikita Anand , Kranthi Kiran G.

Testing automotive mechatronic systems partly uses the software-in-the-loop approach, where systematically covering inputs of the system-under-test remains a major challenge. In current practice, there are two major techniques of input…

机器学习 · 计算机科学 2020-02-19 Dhasarathy Parthasarathy , Karl Bäckström , Jens Henriksson , Sólrún Einarsdóttir

Automatic testing of mobile applications has been a well-researched area in recent years. However, testing in industry is still a very manual practice, as research results have not been fully transferred and adopted. Considering mobile…

软件工程 · 计算机科学 2020-08-21 Stefan Karlsson , Adnan Čaušević , Daniel Sundmark , Mårten Larsson

Many security and network applications require having large datasets to train the machine learning models. Limited data access is a well-known problem in the security domain. Recent studies have shown the potential of Transformer models to…

机器学习 · 计算机科学 2025-06-10 Yusuf Elnady

Their highly adaptive nature and the combinatorial explosion of possible configurations makes testing context-oriented programs hard. We propose a methodology to automate the generation of test scenarios for developers of feature-based…

软件工程 · 计算机科学 2021-09-27 Pierre Martou , Kim Mens , Benoît Duhoux , Axel Legay

Estimating software testability can crucially assist software managers to optimize test budgets and software quality. In this paper, we propose a new approach that radically differs from the traditional approach of pursuing testability…

软件工程 · 计算机科学 2023-08-01 Luca Guglielmo , Leonardo Mariani , Giovanni Denaro

Programming is a powerful and ubiquitous problem-solving tool. Developing systems that can assist programmers or even generate programs independently could make programming more productive and accessible, yet so far incorporating…

Automatic code generation has recently attracted large attention and is becoming more significant to the software development process. Solutions based on Machine Learning and Artificial Intelligence are being used to increase human and…

软件工程 · 计算机科学 2023-05-22 Leon Chemnitz , David Reichenbach , Hani Aldebes , Mariam Naveed , Krishna Narasimhan , Mira Mezini

Analyzing network topologies and communication graphs plays a crucial role in contemporary network management. However, the absence of a cohesive approach leads to a challenging learning curve, heightened errors, and inefficiencies. In this…

网络与互联网体系结构 · 计算机科学 2023-08-14 Sathiya Kumaran Mani , Yajie Zhou , Kevin Hsieh , Santiago Segarra , Ranveer Chandra , Srikanth Kandula

Recently, large language models (LLMs) have demonstrated excellent performance, inspiring researchers to explore their use in automating register transfer level (RTL) code generation and improving hardware design efficiency. However, the…

计算与语言 · 计算机科学 2025-04-24 Peiyang Wu , Nan Guo , Xiao Xiao , Wenming Li , Xiaochun Ye , Dongrui Fan

Code generation agents powered by large language models (LLMs) are revolutionizing the software development paradigm. Distinct from previous code generation techniques, code generation agents are characterized by three core features. 1)…

软件工程 · 计算机科学 2025-10-01 Yihong Dong , Xue Jiang , Jiaru Qian , Tian Wang , Kechi Zhang , Zhi Jin , Ge Li

The increased use of software in the operation and management of telecommunication networks has moved the industry one step closer to realizing autonomous network operation. One consequence of this shift is the significantly increased need…

网络与互联网体系结构 · 计算机科学 2025-10-06 Shenjia Ding , David Flynn , Paul Harvey

Large language models (LLMs) have changed the reality of how software is produced. Within the wider software engineering community, among many other purposes, they are explored for code generation use cases from different types of input. In…

软件工程 · 计算机科学 2025-08-01 Fabian Stiehle , Hans Weytjens , Ingo Weber