Personal profile

Research interests

Chemical Informatics: We combine computational chemistry and machine learning to mine chemical space for fragrant molecules and predict their smell.

Neuromorphic computing: We develop event-based algorithms for neuromorphic olfaction, with the aim to achieve low-latency detection and identification of odorants and other chemical signals. 

Gas-based robotic navigation: We apply neuromorphic principles to improve robot navigation on odor cues. 

Overview

Dr Schmuker's research aims at translating algorithms and processes from biology and the brain into solutions for data science and machine learning. He is a pioneer in neuromorphic computing, an emerging technology that takes inspiration from the brain to achieve low-power and low-latency AI. He and his team develop event-based algorithms for neuromorphic olfaction, that is, low-latency detection and identification of chemical signals. 

Another area of special interest is the decoding of "Odour Space", that is, the chemical features that capture the properties of odorant molecules. Dr Schmuker and his team apply machine learning methods to discover structure-activity and structure-odour relationships in odorant databases.

Dr Schmuker has a degree in Biology, a PhD in Chemical Informatics, as well as postdoctoral experience in developing and applying data science methods in Neuroscience, Chemistry, and Computer Science, solving problems in a wide area of fields ranging from drug discovery and brain imaging to gas sensing in turbulent environments. Before joining the University of Hertfordshire in 2016, he held a Marie Curie Fellowship at the University of Sussex.

Dr Schmuker is a member of the European research flagship "Human Brain Project”, where he led the work package “Neuromorphic Applications and Benchmarks”. He is also a founding member of the NEUROTECH consortium to coordinate and support the advancement of neuromorphic technology in Europe. Since August 2020 he is a member of the NeuroNex "Odor to Action" consortium, which investigates how sensory information guides behavior in animals. 

Education/Academic qualification

Chemistry, Dr. phil. nat., Analysis of Coding Principles in the Olfactory System and their Application in Cheminformatics, Goethe-University Frankfurt

Award Date: 21 Jun 2007

Biology, Diploma (equiv. MSc) , Modeling Homogeneity Detection in Primate Visual Cortex with Spiking Neurons, Albert-Ludwigs-University Freiburg

Award Date: 2 Oct 2003

Fingerprint

Dive into the research topics where Michael Schmuker is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
  • 1 Similar Profiles

Collaborations and top research areas from the last five years

Recent external collaboration on country/territory level. Dive into details by clicking on the dots or