The technology choice in the eco-design of AI architectures

  • Artificial Intelligence & data intelligence,
  • phD
  • CEA-List
  • Grenoble
  • Level 7
  • 2024-09-01
  • SANDIONIGI Chiara (DRT/DSCIN/DSCIN/LSTA)
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Electronic systems have a significant environmental impact in terms of resource consumption, greenhouse gas emissions and electronic waste, all of which are experiencing a massive upward trend. A large part of the impact is due to production, and more particularly the manufacturing of integrated circuits, which is becoming more and more complex, energy-intensive and resource-intensive with new technological nodes. The technology used for the implementation of a circuit has direct effects on the environmental costs for production and use, the lifespan of the circuit and the possibilities of several life cycles in a circular economy perspective. The technological choice therefore becomes an essential step in the ecodesign phase of a circuit. The thesis aims to integrate the exploration of different technologies into an eco-design flow of integreted circuit. The purpose of the work is to define a methodology for a systematic integration of the technological choice into the flow, with identification of the best configuration of the architecture implemented for maximizing the lifespan and taking into account the strategies of circular economy. The architectures targeted by the thesis fall into the field of embedded AI, which is experiencing an upward deployment trend and involves major societal challenges. The thesis will constitute a first step in research towards sustainable embedded AI.

Master en informatique/électronique. Connaissances en développement pour l’embarqué. Des connaissances en Analyse du Cycle de Vie et écoconception seront très appréciés.

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