PhD"Simulating sustainability scenarios in telecoms using AI and digital twin" M/F
il y a 3 semaines
about 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][ CITIZING-HCC][ SHIFT]proposes scenarios for sustainable telecommunications networks with adjusted deployment objectives and service levels. However, these evaluations are based on simplified representations of deployments and usage, which can introduce estimation errors and hinder the evaluation of certain sustainability levers. Additionally, the consequences of telecommunications evolution scenarios on some planetary boundaries remain to be assessed. Finally, the economic challenges of sustainable scenarios are unexplored.
The objective of this thesis is to propose a methodology for planning future telecommunications networks while considering energy and environmental constraints. The sub-objectives of the thesis include:
Completing the state of the art on sustainability levers and scenarios for telecommunications networks. Conducting macroscopic evaluations of sustainability levers and scenarios to select those to be considered. Identifying the data necessary for quantifying the energy and environmental impacts of telecommunications networks. Utilizing this data with artificial intelligence tools and the concept of a digital twin. Designing, developing, and evaluating models and methodologies for quantifying future environmental impacts of telecommunications networks. Analyzing the interactions between different factors and their energy and environmental impacts to determine reduction strategies. Proposing a reverse methodology for designing telecommunications networks under energy and environmental constraints. Analyzing the economic challenges induced by the considered scenarios.
about you
Required scientific and technical skills and personal qualities for the position:
Specialization in the field of statistics, machine learning or artificial intelligence Knowledge of telecommunications networks or energy and environmental issues Programming skills Excellent written and oral communication skills in French and English Ability to work autonomously and in a teamRequired education : Master's degree level (university degree or engineering school)
Preferred experience : Internship experience in numerical modeling and simulation or environmental impact assessment.
additional information
The increasing role of the digital sector in energy consumption and CO2e emissions places the subject of the thesis in a crucial theme for the future of human societies and the management of companies in the sector.
Regarding contribution opportunities , studies on the environmental and energy impacts of telecommunications networks within planning scenarios are recent and limited. The thesis allows for multiple research directions and a variety of options among the new knowledge to be produced (additional scenario insights, improved quantification accuracy, addressing lesser-covered planetary boundaries such as the impact on critical materials or biodiversity, considering non-cellular networks, etc.).
Regarding collaboration opportunities, the theme of the offer benefits from a strong collaborative research dynamic . National and international collaboration opportunities will be explored within the framework of this offer.
From a scientific perspective, the subject primarily combines modeling, computer simulation and environmental analysis . The utilization of new data compared to the state of the art, specifically network operator data, is a key aspect of the subject's originality.
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 Orange Innovation, you will be embedded in the OSONS team, which designs automation solutions for deploying network functions on virtualized infrastructures. They also study the usage of AI techniques to improve network automation and participates in several research projects."
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