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Learning-based behavior prediction methods are increasingly being deployed in real-world autonomous systems, e.g., in fleets of self-driving vehicles, which are beginning to commercially operate in major cities across the world. Despite…

Machine Learning · Computer Science 2023-05-24 Boris Ivanovic , James Harrison , Marco Pavone

"Application-platform co-design" refers to the phenomenon of new platforms being created in response to changing application needs, followed by application design and development changing due to the emergence (and the specifics,…

Software Engineering · Computer Science 2021-11-02 Sebastian Werner , Stefan Tai

Adaptive Computing is an application-agnostic outer loop framework to strategically deploy simulations and experiments to guide decision making for scale-up analysis. Resources are allocated over successive batches, which makes the…

Pattern plays a vital role in software architecture and it is a general reusable solution to commonly occurring problem. Software architecture of a system is the set of structures needed to reason about the system, which comprise software…

Software Engineering · Computer Science 2013-12-10 A. Meiappane , V. Prasanna Venkatesan , V. Jegatheeswari , B. Kalpana , U. Sarumathy

Microservices are highly modular and scalable Service Oriented Architectures. They underpin automated deployment practices like Continuous Deployment and Autoscaling. In this paper, we formalize these practices and show that automated…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-29 Mario Bravetti , Saverio Giallorenzo , Jacopo Mauro , Iacopo Talevi , Gianluigi Zavattaro

Self-adaptive system (SAS) is capable of adjusting its behavior in response to meaningful changes in the operational context and itself. Due to the inherent volatility of the open and changeable environment in which SAS is embedded, the…

Software Engineering · Computer Science 2017-04-04 Zhuoqun Yang , Zhi Jin , Zhi Li

In this paper we present a novel Formal Agent-Based Simulation framework (FABS). FABS uses formal specification as a means of clear description of wireless sensor networks (WSN) sensing a Complex Adaptive Environment. This specification…

Networking and Internet Architecture · Computer Science 2017-08-22 Muaz A. Niazi , Amir Hussain

Following previous work on the automated deployment orchestration of component based applications, where orchestrations are expressed in terms of behaviours satisfying component interface functional dependences, we develop a formal model…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-01 Lorenzo Bacchiani , Mario Bravetti , Saverio Giallorenzo , Jacopo Mauro , Iacopo Talevi , Gianluigi Zavattaro

With the increase of research in self-adaptive systems, there is a need to better understand the way research contributions are evaluated. Such insights will support researchers to better compare new findings when developing new knowledge…

Software Engineering · Computer Science 2021-03-23 Ilias Gerostathopoulos , Thomas Vogel , Danny Weyns , Patricia Lago

Software as a Service (SaaS) is a new software delivery model in which pre-built applications are delivered to customers as a service. SaaS providers aim to attract a large number of tenants (users) with minimal system modifications to meet…

Software Engineering · Computer Science 2014-02-26 Ashraf A. Shahin

Today, there are Process-Aware Information Systems (PAIS) with a set of business process models which vary over time to meet the new requirements. In a competitive environment, the key challenge of enterprises is to reduce the cost and time…

Software Engineering · Computer Science 2014-03-27 Hanae Sbai , Mounia Fredj , Laila Kjiri

Agent-based modeling is a computational dynamic modeling technique that may be less familiar to some readers. Agent-based modeling seeks to understand the behaviour of complex systems by situating agents in an environment and studying the…

Multiagent Systems · Computer Science 2023-04-19 G. Wade McDonald , Nathaniel D. Osgood

Adaptability is a significant property which enables software systems to continuously provide the required functionality and achieve optimal performance. The recognised importance of adaptability makes its evaluation an essential task.…

Software Engineering · Computer Science 2019-05-17 Khavee Agustus Botangen , Jian Yu , Michael Sheng

The growing need to test systems post-release has led to extending testing activities into production environments, where uncertainty and dynamic conditions pose significant challenges. Field testing approaches, especially Self-Adaptive…

Software Engineering · Computer Science 2025-03-20 Samira Silva , Ricardo Caldas , Patrizio Pelliccione , Antonia Bertolino

Self-adaptive software systems are often structured into an adaptation engine that manages an adaptable software by operating on a runtime model that represents the architecture of the software (model-based architectural self-adaptation).…

Software Engineering · Computer Science 2018-04-04 Thomas Vogel

Collective adaptive systems are new emerging computational systems consisting of a large number of interacting components and featuring complex behaviour. These systems are usually distributed, heterogeneous, decentralised and…

Programming Languages · Computer Science 2017-11-30 Yehia Abd Alrahman , Rocco De Nicola , Michele Loreti

Over the past two decades, researchers and engineers have extensively studied the problem of how to enable a software system to deal with uncertain operating conditions. One prominent solution to this problem is self-adaptation, which…

Software Engineering · Computer Science 2022-12-01 Danny Weyns , Paris Avegriou , Radu Calinescu , Sara M. Hezavehi , Raffaela Mirandola , Diego Perez-Palacin

Modern supervisory control and data acquisition (SCADA) systems comprise variety of industrial equipment such as physical control processes, logical control systems, communication networks, computers, and communication protocols. They are…

Systems and Control · Computer Science 2015-09-29 Hosny Abbas , Samir Shaheen , Mohammed Amin

Automation of machine learning model development is increasingly becoming an established research area. While automated model selection and automated data pre-processing have been studied in depth, there is, however, a gap concerning…

Machine Learning · Computer Science 2021-06-08 Rashid Bakirov , Bogdan Gabrys , Damien Fay

Modern cloud architectures demand self-adaptive capabilities to manage dynamic operational conditions. Yet, existing solutions often impose centralized control models ill-suited to microservices decentralized nature. This paper presents…

Software Engineering · Computer Science 2025-12-30 Brice Arléon Zemtsop Ndadji , Simon Bliudze , Clément Quinton