Search Results - "Aumayr, Erik"
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Towards Interpretable Anomaly Detection: Unsupervised Deep Neural Network Approach using Feedback Loop
Published in NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium (25-04-2022)“…As telecom networks generate high-dimensional data, it becomes important to support large numbers of co-existing network attributes and to provide an…”
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Conference Proceeding -
2
A Flexible Interpreter For Intent Realisation
Published in NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium (25-04-2022)“…Today we see more and more systems support intent languages, frameworks and interfaces. The incorporation of these approaches provide elements of abstraction…”
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Conference Proceeding -
3
Remote Electrical Tilt Optimization via Safe Reinforcement Learning
Published in 2021 IEEE Wireless Communications and Networking Conference (WCNC) (29-03-2021)“…Remote Electrical Tilt (RET) optimization is an efficient method for adjusting the vertical tilt angle of Base Stations (BSs) antennas in order to optimize Key…”
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Conference Proceeding -
4
Service-based Analytics for 5G open experimentation platforms
Published in Computer networks (Amsterdam, Netherlands : 1999) (14-03-2022)“…A scalable, flexible and reliable Analytics service has become a requirement toward building efficient Fifth Generation (5G) experimental platforms that can…”
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Journal Article -
5
Intelligent Monitoring of IoT Devices using Neural Networks
Published in 2021 24th Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN) (01-03-2021)“…The Internet of Things (IoT) has seen expeditious growth in recent times with 7 billion connected devices in 2020, thus leading to the vital importance of…”
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Conference Proceeding -
6
A Safe Reinforcement Learning Architecture for Antenna Tilt Optimisation
Published in 2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC) (13-09-2021)“…Safe interaction with the environment is one of the most challenging aspects of Reinforcement Learning (RL) when applied to real-world problems. This is…”
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Conference Proceeding -
7
A Safe Reinforcement Learning Architecture for Antenna Tilt Optimisation
Published 02-12-2020“…Safe interaction with the environment is one of the most challenging aspects of Reinforcement Learning (RL) when applied to real-world problems. This is…”
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Journal Article -
8
Remote Electrical Tilt Optimization via Safe Reinforcement Learning
Published 12-10-2020“…Remote Electrical Tilt (RET) optimization is an efficient method for adjusting the vertical tilt angle of Base Stations (BSs) antennas in order to optimize Key…”
Get full text
Journal Article -
9
Probabilistic Knowledge-Graph based Workflow Recommender for Network Management Automation
Published in 2019 IEEE 20th International Symposium on "A World of Wireless, Mobile and Multimedia Networks" (WoWMoM) (01-06-2019)“…The move towards more complex and dynamic telecommunication networks renders the need for more automation in the management system stringent. This is…”
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Conference Proceeding -
10
5G-CLARITY: 5G-Advanced Private Networks Integrating 5GNR, WiFi, and LiFi
Published in IEEE communications magazine (01-02-2022)“…The future of the manufacturing industry highly depends on digital systems that transform existing production and monitoring systems into autonomous systems…”
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