-------- Forwarded Message --------
CALL FOR SUBMISSIONS
Second International Workshop on Artificial Intelligence for IT
Operations
collocated with
The 19-th International Conference on Service Oriented Computing
(ICSOC 2021)
Dubai, UAE, November 22, 2021
>>>
https://aiops2021.github.io/ <<<
SUBMISSIONS ARE NOW OPEN at:
https://easychair.org/conferences/?conf=aiops2021
The official Call for Papers can be found at:
https://easychair.org/cfp/AIOPS2021
Submission deadline: September 30, 2021
Scope
Large-scale IT systems, such as data centres, cloud computing
environments, edge clouds, IoT and embedded environments, are the
key enablers of digital transformation. Managing such systems puts
an enormous burden on the operators in dealing with the abundance
of data, oftentimes leading to severe economic implications. To
mitigate this issue IT operators increasingly rely on tools from
artificial intelligence for assistance in the operation of IT
systems.
Artificial Intelligence for IT Operations (AIOps) is an emerging
field arising in the intersection between the research areas of
machine learning, big data, streaming analytics, and the
management of IT operations. The main goal is the analysis of
system information of heterogeneous type (metrics, logs, customer
input, etc) to support administrators by optimizing various
objectives like prevention of SLA violation, early anomaly
detection and auto-remediation, energy-efficient system operation,
providing optimal QoE for customers, predictive maintenance and
many more. In this field, a constantly growing interest can be
observed, and thus, practical tools are developed from both the
academy and industry sector. We envision that, with the advance of
AIOps technologies, the IT industry will achieve significant
progress and sustained and exponential growth.
The main focus of this workshop is to bring together researchers
from both academia and industry to present their experiences,
results, and work in progress in this field. A major part of the
workshop is to strengthen the community and unite it towards the
efforts for solving the main challenges.
Topics of interest are the following:
*
Early anomaly, fault and failure (AFF) detection and analysis
*
Software dependability
*
Self-healing, self-correction and auto-remediation
*
Self-adaptive time-series based models for prognostics and
forecasting
*
AFF identification, localization, and isolation
*
Root cause analysis
*
Adaptive fault tolerance policies
*
Forecasting of hardware and process quality
*
Performance management
*
Planning under uncertainty
*
Predictive and prescriptive maintenance
*
Maintenance scheduling and on-demand maintenance planning
*
Alarm correlation
*
Log analysis
*
Fault-tolerant system control
*
Resiliency, reliability, and quality assurance
*
Autonomic process optimization
*
Energy-efficient cloud operation
*
Distributed resource management
*
Autonomous service provisioning
*
Visual analytics and interactive machine learning
*
Active and life-long learning
*
Design of experiment (DoE) and benchmarking
*
Fault injection and chaos engineering
*
Use-cases, testbeds, evaluation scenarios
Publication: Post-workshop proceedings in Springer’s LNCS series.
Venue: collocated with ICSOC 2021 conference in Dubai 22 November
2021.
More information:
http://www.icsoc.org/
<http://www.icsoc.org/> , AIOPS2021 (aiops2021.github.io/)
Important Dates:
Paper submission deadline: September 30, 2021
Acceptance notification: October 30, 2021
All deadlines are in Samoa Standard Time (SST = GMT – 11). Check
the time in the SST Zone here:
https://time.is/SST.
Contact
Questions about submissions:
aiops2021@googlegroups.com
<mailto:aiops2021@googlegroups.com>
Organizers
Roberto Natella, University of Naples Federico II, Italy
Jasmin Bogatinovski, Technical University Berlin, Germany
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