Profil du membre

Bloc de couleur vert.
Hubert Kenfack Ngankam
Mon poste
Professeur-chercheur en informatique
Co-directeur du Laboratoire Domus depuis 2023.
Date d'arrivée au DOMUS
2016-09-01
Disciplines De Recherche
Informatique
Sujets de recherche
Systèmes informatiques
Traitements reparti et simultané
Technologies des soins
Systèmes d’informations sur la santé
Soins à domicile
Systèmes experts
Biographie

Le Professeur Hubert Ngankam occupe le poste de professeur au département d'informatique de l'Université de Sherbrooke depuis 2024. Il est également co-directeur du laboratoire Domus (Domotique et Mobile de l'université de Sherbrooke). Il a obtenu un doctorat en informatique ambiante en 2019, suivi d'un postdoctorat en interaction humaine machine, tous deux à l'Université de Sherbrooke.

Ses recherches actuelles se concentrent sur l'innovation à travers la recherche, la modélisation, la conception et le développement d'approches intégrées visant à créer des orthèses cognitives basées sur la technologie. Ces orthèses sont conçues pour améliorer la réalisation des activités de la vie quotidienne par les aînés fragiles, ainsi que l'efficacité des systèmes distribués et de l'intelligence artificielle générative.

Le Professeur Ngankam est reconnu pour son utilisation novatrice des modèles de langage larges (LLM), en particulier des Transformers et des Variational Autoencoders (VAE). Il les utilise pour fournir une assistance graduée et contextuelle aux personnes fragiles.

En parallèle, sa passion pour la gamification l'a amené à explorer des approches novatrices, intégrant des mécanismes ludiques dans les applications. Son objectif est de rendre les interactions plus stimulantes et divertissantes, notamment dans le cadre de l'assistance à l'autonomie à domicile.

Son engagement dans les habitats intelligents et l'informatique ambiante souligne sa volonté de contribuer à la création d'environnements intelligents. Il met en œuvre des concepts tels que l'informatique contextuelle et autonome pour garantir une interconnexion transparente entre les appareils et les services, créant ainsi des systèmes distribués efficaces et réactifs.

Le Professeur Ngankam est fermement convaincu du rôle essentiel de la technologie dans l'amélioration de la qualité de vie en favorisant l'indépendance tout en offrant un soutien adapté.

Numéro de téléphone
1 819 821-8000 Poste 65174
L'image présente plusieurs personnes en train de travailler ensemble sur la maquette papier d'une application.
Il y a 1 année

This work presents a real-time system for tracking multiple object in the context of meal preparation when using the Cognitive Orthosis for CoOKing (COOK). This system is called SafeCOOK. It aims to provide more capabilities to detect some dangerous situations that the current system does not consider. For example, it can locate a utensil or other kitchen object that has been left on the cooking surface of the stove while a meal is being prepared. This system uses a hybrid method based on YOLO and KCF to detect, track and drop cooking utensils as they enter and leave the cooking area, and is capable of monitoring an entire cooktop in real-time with a single camera. The software has been implemented on an embedded platform in the smart stove and has been added to it. The system produces good segmentation and tracking results at a frame rate of 1 to 4 frames per second, as demonstrated in extensive experiments using video sequences under different conditions.

L'Image présente une tablette sur un fond bleu. La tablette montre la page de connexion de l'application Nears.
Il y a 3 années

To enable ageing in place, innovative and integrative technologies such as smart living environments may be part of the solution. Despite extensive published literature reviews on this topic, the effectiveness of smart living environments in supporting ageing in place, and in particular involving unobtrusive technologies, remains unclear. The main objective of our umbrella review was to synthesize evidence on this topic.

Image montrant une tablette posée sur un comptoir de cuisine, qui montre un projet d'interactions ambiantes : l'application COOK en fonctionnement. L'application avertie l'usager qu'un des ronds de sa cuisinière est en fonctionnement bien qu'il ne soit pas utilisé. Il lui demande alors de l'éteindre.
Il y a 3 années

This work presents a real-time system for tracking multiple object in the context of meal preparation when using the Cognitive Orthosis for CoOKing (COOK). This system is called SafeCOOK. It aims to provide more capabilities to detect some dangerous situations that the current system does not consider. For example, it can locate a utensil or other kitchen object that has been left on the cooking surface of the stove while a meal is being prepared. This system uses a hybrid method based on YOLO and KCF to detect, track and drop cooking utensils as they enter and leave the cooking area, and is capable of monitoring an entire cooktop in real-time with a single camera. The software has been implemented on an embedded platform in the smart stove and has been added to it. The system produces good segmentation and tracking results at a frame rate of 1 to 4 frames per second, as demonstrated in extensive experiments using video sequences under different conditions.

Le laboratoire de l'université de Sherbrooke, travaillant sur un projet de recherche en interaction ambiante et réalité mixte dans une maison intelligente.
Il y a 3 années

Remote monitoring uses smart home features to promote aging in place by preventing emergencies and increasing the quality of life of older adults. However, traditional reports, data, and graphs produced by remote monitoring technologies are not well suited to older adults’ needs. Thus, the complexity for older adults to use and interpret reports can lead to usability and adoption issues. The goals of this study were 1) to incorporate ludic-based design principles into an application that provides older adults with an alternative way to interact with information about their Activities of Daily Living (ADL), and 2) involve older adults in creating new ludic interfaces that address usability and reduce adoption issues. This ambient assistive technology offers older adults the opportunity, through its interface, to promote curiosity and exploration, the pursuit of non-external goals, and openness about the user’s routine and lifestyle. By using an iterative, Human-Centered, co-design approach in 4 workshops with older adults (N = 7), we combine older adults’ needs with ludic elements to propose a new user experience.

Image présentant une tablette posée sur un une couverture sur un sofa. La tablette affiche un projet d'interactions ambiantes du laboratoire Domus : un thermomètre glacé avec un avertissement disant : "Une température trop basse a été détectée. Il fait 17 degrés celsius dans votre chambre. Votre Responsable d'unité de logement a été contactée. Elle devrait vous rejoindre sous peu vous vous aider à rectifier la situation".
Il y a 4 années

iNnovative Easy Assistance System (NEARS) is a Canadian transdisciplinary research project that aims to create a platform and standards that will make the development of Ambient Assisted Living (AAL) solutions technically feasible and clinically viable. It built and operationalized a hardware and software infrastructure for smart environments called NEARS-Hub. The key function of the NEARS-Hub is to deliver data generated by The Internet of Things (IoT) devices near the edge. The processing of the collected data in homes and its storage in the event of break-in services are carried out locally at the level of the edge node. The goal is to provide high-quality services and a quick response time. Therefore, edge nodes must be capable of flexibility, interoperability, and scalability to adapt their services in case of unforeseen situations. A common modeling approach is to create services without separating responsibilities between system layers. However, very few solutions allow the administration of services and the provisioning of resources in a flexible way and as close as possible to the equipment, at the edge of the network, or, ultimately, at the places where the data has been generated. This article proposes NEARS-Hub, a lightweight edge computing platform for AAL solutions, which revolves around three main notions: interoperability, flexibility, and scalability. The design of the current version of the NEARS-Hub is based on knowledge from several home experiments. The proposed model is validated by comparing the performances of the NEARS-Hub with a version based on a classic AAL solution.

Une image présentant une tablette posée sur une table basse. La tablette présent le résumé des activités de la vie quotidienne d'un usager en interactions ambiantes.
Il y a 7 années

Ambient Assisted Living (AAL) environments encompass technical systems and the Internet of Things (IoT) tools to support seniors in their daily routines. They aim to enable seniors to live independently and safely for as long as possible when faced declining physical or cognitive capacities. This work presents the design, development and deployment of an AAL system in the context of smart cities. The proposed architecture is based on microservices and software components. We examined the requirements and specifications of AAL systems in smart homes, in efforts to describe and evaluate how they would be transposable in the case of smart cities. The system has been tested and evaluated in the laboratory; it has been deployed in real life settings within city and is still in use by five elderly people.

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