Erich Malan

Foto di Erich Malan

Dottorando in Ingegneria Informatica E Dei Sistemi , 38o ciclo (2022-2025)
Dipartimento di Automatica e Informatica (DAUIN)

Docente esterno e/o collaboratore didattico
Dipartimento di Automatica e Informatica (DAUIN)

Profilo

Dottorato di ricerca

Argomento di ricerca

Distributed and Federated Learning over IoT networks

Tutori

Presentazione della ricerca

Poster

Interessi di ricerca

Computer architectures and Computer aided design

Biografia

Erich Malan earned an M.Sc. in Data Science and Engineering from the Politecnico di Torino in 2021. He is pursuing a PhD at the Electronic Design Automation (EDA) Group within the Department of Control and Computer Engineering at the same institution. His research investigates deep learning methods for processing the large volume of data gathered by ubiquitous IoT networks. Centralizing such data faces is constrained by privacy regulations, wireless network bottlenecks, and data management costs. Distributed and federated learning data management paradigms offer an alternative avenue for training deep learning models over decentralized data at the edge of the IoT. He is particularly interested in optimizing federated learning strategies to minimize communication overhead and effectively manage the limited resources of low-power IoT nodes. Additionally, his research extends to the accompanying challenges of data and system heterogeneity, automating data annotation, and security and privacy threats. The ultimate goal is to promote the widespread deployment of private and efficient intelligent services across IoT environments.

Premi e riconoscimenti

  • Certificate of presentation at the International Joint Conference on Neural Networks (IJCNN) 2025. (2025)
  • Certificate of participation as a session chair at the conference IEEE 49th Annual Computers, Software, and Applications Conference (COMPSAC), 2025. Session chair for: 2025 IEEE COMPSAC International Workshop on Modeling and Verifying Distributed-Embedded Applications (MVDA 2025) 2025 IEEE International Workshop on Rising ICT Solutions for Smart Grids as Multi-energy Systems (ICT4SmartGrid 2025) (2025)
  • Certificate of attendance to conference as a speaker at the IEEE 49th Annual Computers, Software, and Applications Conference (COMPSAC), 2025 (2025)
  • Certificate of attendance to conference as a speaker at the 31st IEEE International Conference on Electronics Circuits and Systems (ICECS), 2024. (2024)
  • Certificate of attendance to conference as a speaker at the IEEE International Symposium on Low Power Electronics and Design (ISLPED) 2023. (2023)

Didattica

Insegnamenti

Corso di laurea di 1° livello

  • Informatica. A.A. 2025/26, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
  • Informatica. A.A. 2024/25, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
  • Informatica. A.A. 2023/24, INGEGNERIA INFORMATICA. Collaboratore del corso
  • Informatica. A.A. 2022/23, INGEGNERIA INFORMATICA. Collaboratore del corso
MostraNascondi A.A. passati

Ricerca

Gruppi di ricerca

Pubblicazioni

Pubblicazioni più recenti Vedi tutte le pubblicazioni su Porto@Iris