Post-doctoral fellow sound recognition, artificial intelligence - 24 month contract

Job description

IMT Atlantique

1. Context

Présentation of IMT Atlantique :

IMT Atlantique, internationally recognized for the quality of its research, is a leading general engineering school under the authority of the Ministry of Industry and Digital Technologies, ranked in the 3 main international rankings (THE, SHANGAI, QS). With three campuses in Brest, Nantes and Rennes, IMT Atlantique aims to combine digital technology and energy to transform society and industry through training, research and innovation.


Job environment :

The postdoctorate will be located at Smart Macadam offices in Nantes (80%) and at IMT Atlantique Brest campus in the RAMBO team (20%). RAMBO is a member of Lab-STICC laboratory (mixed research unit of CNRS #6285). The postdoc will be supervised by the associate professors Mihai Andries and Christophe Lohr (IMT Atlantique) and Julie Golliot (research director at Smart Macadam). The research domains of the RAMBO team are Cognitive Robotics, Robot Learning, Ambient assisted living and Human-robot interaction. This project is part of the RAMBO research activities on ageing-at-home.


2. Objective


In France, more than one million people are affected by a neurodegenerative disease (2014) such as Alzheimer's disease, Parkinson's disease, Huntington's disease and multiple sclerosis. Early detection of the characteristic clinical signs of the onset of these diseases would enable the persons concerned to receive appropriate care and plan certain tasks while they are able to make important decisions concerning their personal finances, legal provisions or relating to their health. Early detection of Alzheimer's disease would allow to slow the progression of symptomatic manifestations (cognitive loss, memory impairment) while limiting the exposure of sufferers to risk factors.

Smart Macadam is a company created in Nantes in 2018, focused on the design and development of innovative solutions for people affected by neurodegenerative diseases. As part of its flagship project, named Mementop, Smart Macadam has developed a certified medical device, based on a personalized Gazette, a smartphone application that offers a set of simple functions (diary, memos, memory albums, games, spatio-temporal location...) and a support service. This device should allow sick users (referred hereafter as assisted person) to find their way in space and time, stimulate their memory and preserve their executive functions. The device is also intended for the relatives of the assisted persons (called carers) to whom it offers a unified channel of communication with their assisted person, as well as a structuring means to contribute to the preservation of the latter's autonomy at home.

We aim to increase the capacities of the Mementop device by extracting significant sounds from environmental noise which correspond to daily human activities, and identify them (noise from chairs, walking, opening cupboards, toilets, etc.). These noises, by their presence and regularity over the course of the day, are reassuring markers of a priori normal human activity. On the other hand, a prolonged absence or a drift in time may be the first signs or a suspicion of disorders in the user and may give rise to a procedure for alerting and removing doubts by a carer. This ambient sound classification tool will allow to identify certain alert situations, such as the falling or breaking of an object, or cries for help in case of injury.

Job requirements

3. Training and skills

Training

  • PhD degree

Knowledge & Skills

  • statistics
  • machine learning techniques for automatic sound recognition
  • English Language (B2 level at least)
  • how to write scientific articles
  • machine learning techniques for automatic sound recognition
  • present your research work to a scientific audience, as well as to the general public
  • audio-source separation

Additional information and application

  • Application deadline: 10/05/2022
  • Start of contract : 1 July 2022 at latest
  • Type of contract : Fixed-term contract under public law
  • Duration of the contract : 24 months
  • Geographic location : 80% at Nantes and 20% at Brest
  • Project: Mementop
  • The positions offered for recruitment are open to all with, upon request, accommodations for candidates with disabilities
  • For more information, please contact Mihai ANDRIES at mihai.andries@imt-atlantique.fr ou Christophe LOHR at christophe.lohr@imt-atlantique.fr
  • Please send your application to the attention of Marion TONDUT - Director of Human Resources
  • Applications will be processed on a continuous basis.

Application documents

  • Resume
  • Cover letter
  • Copy of your doctoral degree
  • National identity card or passport