Thesis On Anomaly Detection in Quasi-periodic Time
il y a 4 jours
Network monitoring using probes generates digital indicators at regular intervals that form time series characterized by a quasi-periodic behavior. It is impossible for operators to manually analyze the large number of recorded time series to detect possible anomalies, characterizing malfunctions. It is therefore necessary to facilitate their work by an automatic detection of these anomalies, which can appear simultaneously in distinct time series. It will be necessary to take into account this property by employing algorithms relative to multivariate time series.
One aspect to be taken into account is the difficulty of obtaining a sufficient base of examples for supervised learning, especially since the profile of the traffic curves is constantly evolving over time and they are also very different from one country to another.
Another important challenge for the telco is to detect the appearance of anomalies as quickly as possible in order to guide the diagnosis and undertake the appropriate corrective actions. Here again, it will be necessary to start by studying existing solutions [1].
The objective of this thesis is to propose unsupervised algorithms capable of real-time processing on high data rates, consisting of multivariate time series, which can automatically and continuously adapt to the evolution of the network. These algorithms should also be able to alert the operator in case the data leads them out of areas for which they are valid.
[1] B L Eckley I A Fisch, ATM. Real time anomaly detection and categorisation. Statistics and Computing, 32, 2022.
[2] F Liu et al. Anomaly detection in quasi-periodic time series based on automatic data segmentation and attentional lstm-cnn. IEEE Tr. on Knowledge and Data Eng., 2020.
[3] S Schmidl, et al. Anomaly detection in time series: a comprehensive evaluation. Proc. of the VLDB Endowment, 15 :1779-1797, 2022.
**about you**:
- Specialization in the field of statistics, machine learning, AI and/or signal processing
- Taste for applied mathematics and algorithmic development
- Good scientific programming skills: Python/Julia for prototyping and Rust for integration with Orange probe software;
- Fluency in English (written and oral). Knowledge of telecom networks would be a plus but is not essential.
**Desired experience (internships,...)**
Experience with a strong related component to the proposed problem will be an asset for this position (e.g. signal or time series processing, data analysis, unsupervised learning).
**additional information**:
For the scientific aspects, the combination of operational constraints (unsupervised learning, continuous automatic adaptation, real-time and on the fly detection) makes the anomaly detection problem a real scientific challenge. This context of anomaly detection combining unsupervised learning, real time and automatic adaptation is little addressed in the literature. The focus on quasi-periodic time series reinforces its original character.
For the applicative aspects, the work will be done on different profiles of real data, all from Orange network probes in operation. This will further anchor the problem on real uses and will also allow to orient the approaches to be explored.
The work will thus be systematically tested and valorized on the prototype probes developed by the team.
**department**:
Orange Innovation brings together the research and innovation activities and expertise of the Group's entities and countries. We work every day to ensure that Orange is recognized as an innovative operator by its customers and we create value for the Group and the Brand in each of our projects. With 720 researchers, thousands of marketers, developers, designers and data analysts, it is the expertise of our 6,000 employees that fuels this ambition every day.
Orange Innovation anticipates technological breakthroughs and supports the Group's countries and entities in making the best technological choices to meet the needs of our consumer and business customers.
Within the Innovation/Networks department, you will be part of a passionate team with a wide range of skills (IP network experts, developers, data scientists, real-time processing specialists); a team that specifies, develops and implements monitoring and diagnosis solutions in Orange networks that can be used directly by our operational teams to improve the Quality of Services and Networks, security and efficiency in the fight against fraud.
**contract**:
Thesis
-
Lannion, France Orange Business Services Temps pleinabout the role Your role is to carry out a thesis work on “Control plane and routing in quantum telecommunications networks by entanglement”. More precisely, the thesis focuses on the development of a control plane for quantum communications networks by entanglement, thus aiming to increase the size of these networks. Currently, research in this...
-
Lannion, Bretagne, France Orange Business Services Temps pleinabout the role Your role is to carry out a thesis work on "Control plane and routing in quantum telecommunications networks by entanglement". More precisely, the thesis focuses on the development of a control plane for quantum communications networks by entanglement, thus aiming to increase the size of these networks. Currently, research in this area is...
-
Lannion, France Orange Business Services Temps pleinabout the role Your role is to carry out a thesis work on “Control plane and routing in quantum telecommunications networks by entanglement”. More precisely, the thesis focuses on the development of a control plane for quantum communications networks by entanglement, thus aiming to increase the size of these networks. Currently, research in this...
-
Phd - Forecasting Latencies in Mobile Networks with
il y a 4 semaines
Lannion, France Orange Temps plein**About the role**: Global context and problem statement Your PhD project will tackle the Forecasting of latencies in cellular networks with Machine Learning. Machine Learning technics provides the opportunity to accurately forecast the latency of cellular communications, in time and space. Your PhD project, relying on Machine Learning and Artificial...
-
Phdsimulating Sustainability Scenarios in Telecoms
il y a 2 semaines
Lannion, France Orange Temps pleinYour role is to conduct doctoral research **to simulate scenarios for sustainability in the telecommunications sector **using artificial intelligence and a digital twin. The telecommunications sector has a significant impact on planetary boundaries, both in terms of energy and the environment. The current state of the art [ADEME-ARCEP][ CITIZING-HCC][...
-
Phd - Forecasting Latencies in Mobile Networks with
il y a 1 semaine
Lannion, Bretagne, France Orange Temps pleinAbout the role:Global context and problem statementYour PhD project will tackle the Forecasting of latencies in cellular networks with Machine Learning.Machine Learning technics provides the opportunity to accurately forecast the latency of cellular communications, in time and space.Your PhD project, relying on Machine Learning and Artificial Intelligence,...
-
Lannion, Bretagne, France Orange Business Services Temps pleinabout the role Your role is to conduct doctoral research to simulate scenarios for sustainability in the telecommunications sector using artificial intelligence and a digital twin. The telecommunications sector has a significant impact on planetary boundaries, both in terms of energy and the environment. The current state of the art [ADEME-ARCEP][...
-
Lannion, France Orange Business Services Temps pleinabout the role Your role is to conduct doctoral research to simulate scenarios for sustainability in the telecommunications sector using artificial intelligence and a digital twin. The telecommunications sector has a significant impact on planetary boundaries, both in terms of energy and the environment. The current state of the art...
-
Lannion, France Orange Business Services Temps pleinabout the role Your role is to conduct doctoral research to simulate scenarios for sustainability in the telecommunications sector using artificial intelligence and a digital twin. The telecommunications sector has a significant impact on planetary boundaries, both in terms of energy and the environment. The current state of the art...
-
Phdstudy of Quality of Experience in Relation to
il y a 3 jours
Lannion, France Orange Temps pleinYour role is to study of quality of experience in relation to the quality of home Wi-Fi networks. With the deployment of FTTH (XGS-PON deployed in France), Orange Livebox7 provides residential offers up to 8 Gbps (downstream). Wi-Fi is now becoming the critical link for network quality. With more than 80% of terminals connected via Wi-Fi in home networks,...
-
Phd cooperative Ai for Future Sustainable Networks
il y a 2 semaines
Lannion, France Orange SA Temps plein**About the role**: Your role is to carry out a thesis on "Cooperative AI for future sustainable networks" - ** Overall context and problem statement**: The digital transition impacts all economic sectors, particularly the role of the operator, with the technical fragmentation of networks (Cloud RAN, edge computing...), the fragmentation of network actors...
-
Ir Spectroscopy Analysis for Iasi/iasi-ng and
Il y a 2 mois
Lannion, France Météo France Temps plein**IR spectroscopy analysis for IASI/IASI-NG and implications for NWP**: - Réf - **ABG-114148** - Sujet de Thèse- 04/05/2023- Autre financement public- Météo France- Lieu de travail- Lannion - Bretagne - France- Intitulé du sujet- IR spectroscopy analysis for IASI/IASI-NG and implications for NWP- Champs scientifiques- Terre, univers, espace - Mots...
-
Thesis a Generic and Model-agnostic Evaluation
Il y a 2 mois
Lannion, France Orange Temps pleinOrange has implemented various bot solutions, and records large amounts of human-machine and human-to-human conversations for customer care. Often, these conversations are not rigorously evaluated. Large language models (LLMs) are a breakthrough in many natural language processing (NLP) tasks, including the development of agents capable of solving complex...
-
Thesis a Generic and Model-agnostic Evaluation
il y a 4 jours
Lannion, France Orange Temps pleinOrange has implemented various bot solutions, and records large amounts of human-machine and human-to-human conversations for customer care. Often, these conversations are not rigorously evaluated. Large language models (LLMs) are a breakthrough in many natural language processing (NLP) tasks, including the development of agents capable of solving complex...
-
Internship Security Risk Analysis for 5g Networks
il y a 2 semaines
Lannion, France NOKIA Temps pleinOur team Lannion site is a global technology center mainly focused on Radio Access (5G with, L1 & L3), Core Services and Cyber Security. You want to participate in the creation of a European Cyber Security Centre for telecom networks at our Nokia site in LANNION (with highly skilled experts to develop, sell and deliver cyber security services for 5G and...
-
Apprenticeship- Sw Engineer L1 5g. F/nb/m
il y a 3 semaines
Lannion, France NOKIA Temps pleinCome create the technology that helps the world act together Nokia is committed to innovation and technology leadership across mobile, fixed and cloud networks. Your career with us will have a positive impact on people's lives and help us build the capabilities needed for a more productive, sustainable and inclusive world. We challenge ourselves to create...
-
Wireless R&d, Engineering Internship
il y a 2 semaines
Lannion, France Qualcomm Temps plein**Company**: Qualcomm France S.A.R.L. **Job Area**: Interns Group, Interns Group > Interim Intern General Summary: Over the past 35 years, Qualcomm has been leading the mobile innovation, transforming how the world connects, computes and communicates. The Wireless R&D (WRD) group in Qualcomm has been at the forefront of driving innovations and shaping the...
-
Apprenticeship/internship Security Engineer for 5g
il y a 2 semaines
Lannion, France NOKIA Temps plein**Our team** Lannion site is a global technology center mainly focused on Radio Access (5G with, L1 & L3), Core Services and Cyber Security. You want to participate in the creation of a European Cyber Security Centre for telecom networks at our Nokia site in LANNION (with highly skilled experts to develop, sell and deliver cyber security services for 5G...
-
Apprenticeship Software Development Data Management
il y a 3 semaines
Lannion, France NOKIA Temps pleinThe NOKIA LANNION site is a technology centre mainly focused today on radio access (4G & 5G), core network services and cyber security. Description You will be part of a team with varied skills (development, testing, integration, architecture) whose DNA is creativity and innovation. You will participate in the development of Telecom functionalities in...
-
5g Systems Engineering Design Engineer
il y a 3 semaines
Lannion, France Qualcomm Temps plein**Company**: Qualcomm France S.A.R.L. **Job Area**: Engineering Group, Engineering Group > Systems Engineering **General Summary**: **Minimum Qualifications**: - Bachelor's degree in Engineering, Information Systems, Computer Science, or related field and 4+ years of Systems Engineering or related work experience. OR Master's degree in Engineering,...
