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The rapid aging of global populations has created an urgent need for intelligent healthcare monitoring systems to ensure the safety of elderly individuals living independently. Existing cloud-centric platforms face critical limitations,…

Signal Processing · Electrical Eng. & Systems 2026-04-17 Lijie Zhou , Luran Wang

It is becoming common practice to push interactive and location-based services from remote datacenters to resource-constrained edge domains. This trend creates new management challenges at the network edge, not least to ensure resilience.…

Networking and Internet Architecture · Computer Science 2022-05-19 Jose Moura , David Hutchison

Low latency and high availability of an app or a web service are key, amongst other factors, to the overall user experience (which in turn directly impacts the bottomline). Exogenic and/or endogenic factors often give rise to breakouts in…

Methodology · Statistics 2014-12-01 Nicholas A. James , Arun Kejariwal , David S. Matteson

The complex dependencies and propagative faults inherent in microservices, characterized by a dense network of interconnected services, pose significant challenges in identifying the underlying causes of issues. Prompt identification and…

Software Engineering · Computer Science 2024-08-05 Tingting Wang , Guilin Qi

In cloud-based endpoint auditing, security administrators often rely on the cloud to perform causality analysis over log-derived versioned provenance graphs to investigate suspicious attack behaviors. However, the cloud may be distrusted or…

Cryptography and Security · Computer Science 2026-03-17 Qiyang Song , Qihang Zhou , Xiaoqi Jia , Zhenyu Song , Wenbo Jiang , Heqing Huang , Yong Liu , Dan Meng

With the rapid development of cloud computing and ultra-large-scale data centers, the scale and complexity of systems have increased significantly, leading to frequent faults that often show cascading propagation. How to achieve efficient,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-17 Jian Hou

Root Cause Analysis (RCA) is a crucial aspect of incident management in large-scale cloud services. While the term root cause analysis or RCA has been widely used, different studies formulate the task differently. This is because the term…

Software Engineering · Computer Science 2025-10-23 Aoyang Fang , Haowen Yang , Haoze Dong , Qisheng Lu , Junjielong Xu , Pinjia He

Localizing the root cause of network faults is crucial to network operation and maintenance. However, due to the complicated network architectures and wireless environments, as well as limited labeled data, accurately localizing the true…

Machine Learning · Computer Science 2022-03-08 Chaoli Zhang , Zhiqiang Zhou , Yingying Zhang , Linxiao Yang , Kai He , Qingsong Wen , Liang Sun

Cloud performance fluctuates due to factors such as resource contention and workload changes. These factors can be short-term, seasonal, or long-term. Their effects are often intertwined in performance traces, making performance management…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-12 Shimul Debnath , William Hart , Lori Pollock , Donald Lien , Wei Wang

The evolution of the mobile landscape is coupled with the ubiquitous nature of the Internet with its intermittent wireless connectivity and the web services. Achieving the web service reliability results in low communication overhead and…

Software Engineering · Computer Science 2022-07-27 Amr S. Abdelfattah , Tamer Abdelkader , EI-Sayed M. EI-Horbaty

Runtime failures are commonplace in modern distributed systems. When such issues arise, users often turn to platforms such as Github or JIRA to report them and request assistance. Automatically identifying the root cause of these failures…

Software Engineering · Computer Science 2025-04-01 Yichen Li , Yulun Wu , Jinyang Liu , Zhihan Jiang , Zhuangbin Chen , Guangba Yu , Michael R. Lyu

IT infrastructure is a crucial part in most of today's business operations. High availability and reliability, and short response times to outages are essential. Thus a high amount of tool support and automation in risk management is…

Artificial Intelligence · Computer Science 2015-11-19 Joerg Schoenfisch , Janno von Stulpnagel , Jens Ortmann , Christian Meilicke , Heiner Stuckenschmidt

Social media analysis of disaster events is a critical task in crisis informatics research. It involves analyzing social media data generated during natural disasters, crisis events, or other mass convergence events. Due to the large data…

Software Engineering · Computer Science 2020-07-09 Gerard Casas Saez

As the robotics systems increasingly integrate into daily life, from smart home assistants to the new-wave of industrial automation systems (Industry 4.0), there's an increasing need to bridge the gap between complex robotic systems and…

Robotics · Computer Science 2025-07-11 Kavindie Katuwandeniya , Samith Rajapaksha Jayasekara Widhanapathirana

Modern distributed cyber-physical systems encounter a large variety of anomalies and in many cases, they are vulnerable to catastrophic fault propagation scenarios due to strong connectivity among the sub-systems. In this regard, root-cause…

Machine Learning · Computer Science 2018-06-01 Chao Liu , Kin Gwn Lore , Soumik Sarkar

While cloud-native microservice architectures have revolutionized software development, their inherent operational complexity makes failure Root Cause Analysis (RCA) a critical yet challenging task. Numerous data-driven RCA models have been…

Software Engineering · Computer Science 2025-12-24 Aoyang Fang , Songhan Zhang , Yifan Yang , Haotong Wu , Junjielong Xu , Xuyang Wang , Rui Wang , Manyi Wang , Qisheng Lu , Pinjia He

In cloud-scale systems, failures are the norm. A distributed computing cluster exhibits hundreds of machine failures and thousands of disk failures; software bugs and misconfigurations are reported to be more frequent. The demand for…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-20 Yinfang Chen , Jiaqi Pan , Jackson Clark , Yiming Su , Noah Zheutlin , Bhavya Bhavya , Rohan Arora , Yu Deng , Saurabh Jha , Tianyin Xu

This paper explores Site Reliability Engineering (SRE), a modern approach to maintaining scalable and reliable software systems. It presents observations on how structured SRE processes improve operational efficiency, reduce system…

Software Engineering · Computer Science 2025-05-06 Balaram Puli

Securing cloud configurations is an elusive task, which is left up to system administrators who have to base their decisions on ``trial and error'' experimentations or by observing good practices (e.g., CIS Benchmarks). We propose a…

Cryptography and Security · Computer Science 2022-06-08 Francesco Minna , Fabio Massacci , Katja Tuma

The explosive growth of user devices and emerging applications is driving unprecedented traffic demands, accompanied by stringent Quality of Service (QoS) requirements. Addressing these challenges necessitates innovative service…

Networking and Internet Architecture · Computer Science 2025-04-16 Mohammad Farhoudi , Masoud Shokrnezhad , Somayeh Kianpisheh , Tarik Taleb