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Talk @ JKU: Communicating Smartly at the Nanoscale - Neural Networks Developments in Molecular Communication
Talk of Assoc.-Prof. Dr. Jorge Torres Gómez, Technical University of Berlin, Germany
Developments in the Molecular Communication (MC) field are laying the groundwork for innovative bio-inspired communication links in the healthcare sector and industry sectors. Theoretical and experimental works illustrate today’s means of monitoring and actuating events occurring in the nanoscale domain through the Internet. However, MC links pose new challenges in the dynamic environments of molecules and bio-entities like cells, where a communication system is complex to describe and develop through relying on a full knowledge of the physical channel. Relying on the flexibility and robustness of Machine Learning (ML) methods, the research community is increasingly contributing by including Neural Network (NN) architectures within the MC pipeline. The research field includes various facets as developed by the community: Deployment of NNs to enable communications in MC environments, their implementation in the nanoscale, explainable approaches for NNs, and datasets generation for training. This talk aims to provide insights in the evolution of today’s joint field MC and NNs.
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- Johannes Kepler University Linz
- Altenbergerstr. 69
- Linz, Oberosterreich
- Austria 4040
- Building: Science Park 1
- Room Number: MT 128
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- Co-sponsored by Johannes Kepler University Linz
Speakers
Jorge Torres Gómez of Technical University of Berlin, Germany
Communicating Smartly at the Nanoscale – Neural Networks Developments in Molecular Communication
Biography:
Jorge Torres Gómez is a Senior Researcher with the Telecommunication Networks Group at the Technical University of Berlin. He specializes in wireless and molecular communications, focusing on topics such as the Internet of Bio-Nano-Things (IoBNT), Age of Information (AoI), and Wireless Communications. Jorge Torres has led several projects, including a BMBF-funded initiative on IoBNT and a DFG-funded project on in-body nanocommunications. With over a decade of academic and research experience, he has contributed to areas like machine learning-assisted communication systems, energy-efficient IoT, and educational methodologies. He has served as a TPC Co-chair for the ACM NanoCom and leads educational initiatives as the Head of IEEE Germany Section's Educational Activities.