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Anomaly detection and failure root cause analysis in (micro) service-based cloud applications: A survey
The proliferation of services and service interactions within microservices and cloud-native
applications, makes it harder to detect failures and to identify their possible root causes …
applications, makes it harder to detect failures and to identify their possible root causes …
Ai for it operations (aiops) on cloud platforms: Reviews, opportunities and challenges
Artificial Intelligence for IT operations (AIOps) aims to combine the power of AI with the big
data generated by IT Operations processes, particularly in cloud infrastructures, to provide …
data generated by IT Operations processes, particularly in cloud infrastructures, to provide …
[HTML][HTML] A causality mining and knowledge graph based method of root cause diagnosis for performance anomaly in cloud applications
J Qiu, Q Du, K Yin, SL Zhang, C Qian - Applied Sciences, 2020 - mdpi.com
With the development of cloud computing technology, the microservice architecture (MSA)
has become a prevailing application architecture in cloud-native applications. Many user …
has become a prevailing application architecture in cloud-native applications. Many user …
Failure diagnosis in microservice systems: A comprehensive survey and analysis
Widely adopted for their scalability and flexibility, modern microservice systems present
unique failure diagnosis challenges due to their independent deployment and dynamic …
unique failure diagnosis challenges due to their independent deployment and dynamic …
Detecting anomalies in microservices with execution trace comparison
L Meng, F Ji, Y Sun, T Wang - Future Generation Computer Systems, 2021 - Elsevier
More and more developers and companies have adopted the concept of microservice.
Detecting anomalies and locating root causes are important for improving the reliability of …
Detecting anomalies and locating root causes are important for improving the reliability of …
Mining root cause knowledge from cloud service incident investigations for aiops
Root Cause Analysis (RCA) of any service-disrupting incident is one of the most critical as
well as complex tasks in IT processes, especially for cloud industry leaders like Salesforce …
well as complex tasks in IT processes, especially for cloud industry leaders like Salesforce …
Faster, deeper, easier: crowdsourcing diagnosis of microservice kernel failure from user space
With the widespread use of cloud-native architecture, increasing web applications (apps)
choose to build on microservices. Simultaneously, troubleshooting becomes full of …
choose to build on microservices. Simultaneously, troubleshooting becomes full of …
An anomaly detection algorithm for microservice architecture based on robust principal component analysis
M **, A Lv, Y Zhu, Z Wen, Y Zhong, Z Zhao, J Wu… - IEEE …, 2020 - ieeexplore.ieee.org
Microservice architecture (MSA) is a new software architecture, which divides a large single
application and service into dozens of supporting microservices. With the increasingly …
application and service into dozens of supporting microservices. With the increasingly …
Look deep into the microservice system anomaly through very sparse logs
Intensive monitoring and anomaly diagnosis have become a knotty problem for modern
microservice architecture due to the dynamics of service dependency. While most previous …
microservice architecture due to the dynamics of service dependency. While most previous …
A survey on AI for storage
Y Liu, H Wang, K Zhou, CH Li, R Wu - CCF Transactions on High …, 2022 - Springer
Storage, as a core function and fundamental component of computers, provides services for
saving and reading digital data. The increasing complexity of data operations and storage …
saving and reading digital data. The increasing complexity of data operations and storage …