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Fueled by increasing data availability and the rise of technological advances for data processing and communication, business analytics is a key driver for smart manufacturing. However, due to the multitude of different local advances as…

Computers and Society · Computer Science 2023-11-07 Jonas Wanner , Christopher Wissuchek , Giacomo Welsch , Christian Janiesch

The transition from traditional power grids to smart grids, significant increase in the use of renewable energy sources, and soaring electricity prices has triggered a digital transformation of the energy infrastructure that enables new,…

Machine Learning · Computer Science 2025-05-30 Carolina Fortuna , Gregor Cerar , Blaz Bertalanic , Andrej Campa , Mihael Mohorcic

The transformation to smart factories and the automation of mobile robotics is partly driven by a growing availability of ubiquitous cloud technologies. In cyber-physical systems, such as control systems, critical parts can be migrated to a…

Networking and Internet Architecture · Computer Science 2023-04-04 William Tärneberg , Per Skarin , Karl-Erik Årzén , Maria Kihl

Networked Control Systems (NCSs) have been instrumental in realizing fully connected and responsive intelligent environments within the context of real-time virtual control and management. However, traditional NCSs face considerable…

Systems and Control · Electrical Eng. & Systems 2025-09-12 Yasir Ali , Tayyab Manzoor , Huan Yang , Asif Ali , Yuanqing Xia

Modern cloud-native applications built on microservice architectures present unprecedented challenges for system monitoring and alerting. Site Reliability Engineers (SREs) face the daunting challenge of defining effective monitoring…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-29 Akanksha Singal , Divya Pathak , Kaustabha Ray , Felix George , Mudit Verma , Pratibha Moogi

Many recent machine learning models rely on fine-grained dynamic control flow for training and inference. In particular, models based on recurrent neural networks and on reinforcement learning depend on recurrence relations, data-dependent…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-09 Yuan Yu , Martín Abadi , Paul Barham , Eugene Brevdo , Mike Burrows , Andy Davis , Jeff Dean , Sanjay Ghemawat , Tim Harley , Peter Hawkins , Michael Isard , Manjunath Kudlur , Rajat Monga , Derek Murray , Xiaoqiang Zheng

The rise of microservice architectures has revolutionized application design, fostering adaptability and resilience. These architectures facilitate scaling and encourage collaborative efforts among specialized teams, streamlining deployment…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-21 Herve Mbikayi Kabamba , Matthew Khouzam , Michel Dagenais

The precise estimation of resource usage is a complex and challenging issue due to the high variability and dimensionality of heterogeneous service types and dynamic workloads. Over the last few years, the prediction of resource usage and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-07 Deepika Saxena , Jitendra Kumar , Ashutosh Kumar Singh , Stefan Schmid

Over the past ten years, many different approaches have been proposed for different aspects of the problem of resources management for long running, dynamic and diverse workloads such as processing query streams or distributed deep…

Performance · Computer Science 2023-08-24 Nader Alfares , George Kesidis , Ata Fatahi Baarzi , Aman Jain

Connecting vehicles to cloud platforms has enabled innovative business scenarios while raising new quality concerns, such as reliability and scalability, which must be addressed by research. Cloud-native architectures based on microservices…

Software Engineering · Computer Science 2019-10-24 Ahmad Banijamali , Pooyan Jamshidi , Pasi Kuvaja , Markku Oivo

Fog computing becomes a promising technology to process user's requests near the proximity of users to reduce response time for latency-sensitive requests. Despite its advantages, the properties such as resource heterogeneity and…

Networking and Internet Architecture · Computer Science 2022-09-08 Muhammad Fahimullah , Shohreh Ahvar , Maria Trocan

Shorter product life cycles and increasing individualization of production leads to an increased reconfiguration demand in the domain of industrial automation systems, which will be dominated by cyber-physical production systems in the…

Artificial Intelligence · Computer Science 2021-07-09 Timo Müller , Benjamin Lindemann , Tobias Jung , Nasser Jazdi , Michael Weyrich

Microservice architectures are a popular choice for deploying large-scale data-intensive applications. This architectural style allows microservice practitioners to achieve requirements related to loose coupling, fault contention, workload…

Databases · Computer Science 2024-05-21 Rodrigo Laigner , Yongluan Zhou

Two of the main paradigms used to build adaptive software employ different types of properties to capture relevant aspects of the system's run-time behavior. On the one hand, control systems consider properties that concern static aspects…

Software Engineering · Computer Science 2020-04-27 Javier Cámara , Alessandro V. Papadopoulos , Thomas Vogel , Danny Weyns , David Garlan , Shihong Huang , Kenji Tei

Microservice architectures and design patterns enhance the development of large-scale applications by promoting flexibility. Industrial practitioners perceive the importance of applying architectural patterns but they struggle to quantify…

Software Engineering · Computer Science 2024-09-09 Willem Meijer , Catia Trubiani , Aldeida Aleti

The rapid expansion of cloud services and their unpredictable workload demands present significant challenges in resource management. Traditional resource management approaches, primarily based on static rules and thresholds, often fail to…

Networking and Internet Architecture · Computer Science 2024-07-30 Boyang Yan

While Microservices are a preferred choice for modern cloud-based applications, the migration and architectural refactoring of existing legacy systems is still a major challenge in industry. To address this, academia has proposed many…

Software Engineering · Computer Science 2023-11-10 Jonas Fritzsch , Filipe Correia , Justus Bogner , Stefan Wagner

The promise of increased agility, autonomy, scalability, and reusability has made the microservices architecture a \textit{de facto} standard for the development of large-scale and cloud-native commercial applications. Software patterns are…

Current cloud services are moving away from monolithic designs and towards graphs of many loosely-coupled, single-concerned microservices. Microservices have several advantages, including speeding up development and deployment, allowing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-07 Yanqi Zhang , Yu Gan , Christina Delimitrou

Self-adaptive software can assess and modify its behavior when the assessment indicates that the program is not performing as intended or when improved functionality or performance is available. Since the mid-1960s, the subject of system…

Software Engineering · Computer Science 2023-02-14 Tarik A. Rashid , Bryar A. Hassan , Abeer Alsadoon , Shko Qader , S. Vimal , Amit Chhabra , Zaher Mundher Yaseen