Fault impact analysis for 5G using AI/ML | Machine Learning 5G Challenge
0Fault management in telecom O&M (Operations and Maintenance) is essential for maintaining stable and reliable networks and services. Within the RAN (Radio Access Network), network fault management—comprising fault monitoring, analysis, diagnosis, and repair processes—represents the most vital aspect of O&M activities. O&M engineers are responsible for navigating large-scale, complex network structures, handling a multitude of faults and alarms on a daily basis. \n\nConventionally, fault analysis involves creating rules based on the experience of network experts, such as fault duration or predefined fault categories, to identify which faults necessitate prioritized attention. \n\n This project focuses on harnessing ML/AI to predict the impact of faults on network KPIs, thereby enhancing fault management and optimally allocating scarce O&M resources. A dataset from an actual commercial network will be supplied and examined. This crucial capability is a prerequisite for the autonomy of next-generation communication systems, allowing state-of-the-art fault management to evolve from repairing network devices to elevating network service quality. In the long run, this will facilitate the transformation of network O&M from an equipment-centric approach to a service-centric one. \n\nSpeakers:\nXi Zheng\nHuawei\n\nModerators:\nMiya Nishio\nUniversity of Tokyo\n\nVishnu Ram OV\n\nThomas Basikolo\nInternational Telecommunication Union (ITU)\n\nJoin us for two days of never before presented, state of the art AI solutions and cutting edge knowledge, aligned with the UN Sustainable Development Goals.\nRegister and learn more here: https://aiforgood.itu.int/summit23/\n\nJoin the Neural Network!\nhttps://aiforgood.itu.int/neural-network/\nThe AI for Good networking community platform powered by AI. \nDesigned to help users build connections with innovators and experts, link innovative ideas with social impact opportunities, and bring the community together to advance the SDGs using AI.\n\n Watch the latest #AIforGood videos!\n\n\n Stay updated and join our weekly AI for Good newsletter:\nhttp://eepurl.com/gI2kJ5\n\nCheck out the latest AI for Good news:\nhttps://aiforgood.itu.int/newsroom/\n\nExplore the AI for Good blog:\nhttps://aiforgood.itu.int/ai-for-good-blog/\n\n Connect on our social media:\nWebsite: https://aiforgood.itu.int/\nTwitter: https://twitter.com/AIforGood\nLinkedIn Page: https://www.linkedin.com/company/26511907 \nLinkedIn Group: https://www.linkedin.com/groups/8567748 \nInstagram: https://www.instagram.com/aiforgood \nFacebook: https://www.facebook.com/AIforGood\n\nWhat is AI for Good?\nWe have less than 10 years to solve the UN SDGs and AI holds great promise to advance many of the sustainable development goals and targets.\nMore than a Summit, more than a movement, AI for Good is presented as a year round digital platform where AI innovators and problem owners learn, build and connect to help identify practical AI solutions to advance the United Nations Sustainable Development Goals.\nAI for Good is organized by ITU in partnership with 40 UN Sister Agencies and co-convened with Switzerland.\n\nDisclaimer:\nThe views and opinions expressed are those of the panelists and do not reflect the official policy of the ITU.