Search Results - "SCHMUKER, Michael"
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Optimized Particle Swarm Optimization (OPSO) and its application to artificial neural network training
Published in BMC bioinformatics (10-03-2006)“…Particle Swarm Optimization (PSO) is an established method for parameter optimization. It represents a population-based adaptive optimization technique that is…”
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neuromorphic network for generic multivariate data classification
Published in Proceedings of the National Academy of Sciences - PNAS (11-02-2014)“…Computational neuroscience has uncovered a number of computational principles used by nervous systems. At the same time, neuromorphic hardware has matured to a…”
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Event-Based Sensing and Signal Processing in the Visual, Auditory, and Olfactory Domain: A Review
Published in Frontiers in neural circuits (31-05-2021)“…The nervous systems converts the physical quantities sensed by its primary receptors into trains of events that are then processed in the brain. The unmatched…”
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Computational exploration of molecular receptive fields in the olfactory bulb reveals a glomerulus-centric chemical map
Published in Scientific reports (09-01-2020)“…Progress in olfactory research is currently hampered by incomplete knowledge about chemical receptive ranges of primary receptors. Moreover, the chemical logic…”
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Growth rules for the repair of Asynchronous Irregular neuronal networks after peripheral lesions
Published in PLoS computational biology (01-06-2021)“…Several homeostatic mechanisms enable the brain to maintain desired levels of neuronal activity. One of these, homeostatic structural plasticity, has been…”
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Processing and classification of chemical data inspired by insect olfaction
Published in Proceedings of the National Academy of Sciences - PNAS (18-12-2007)“…The chemical sense of insects has evolved to encode and classify odorants. Thus, the neural circuits in their olfactory system are likely to implement an…”
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Mapping odorant sensitivities reveals a sparse but structured representation of olfactory chemical space by sensory input to the mouse olfactory bulb
Published in eLife (21-07-2022)“…In olfactory systems, convergence of sensory neurons onto glomeruli generates a map of odorant receptor identity. How glomerular maps relate to sensory space…”
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Decoding odor quality and intensity in the Drosophila brain
Published in eLife (16-12-2014)“…To internally reflect the sensory environment, animals create neural maps encoding the external stimulus space. From that primary neural code relevant…”
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Six networks on a universal neuromorphic computing substrate
Published in Frontiers in neuroscience (01-01-2013)“…In this study, we present a highly configurable neuromorphic computing substrate and use it for emulating several types of neural networks. At the heart of…”
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Differential odor processing in two olfactory pathways in the honeybee
Published in Frontiers in systems neuroscience (01-01-2009)“…An important component in understanding central olfactory processing and coding in the insect brain relates to the characterization of the functional divisions…”
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Deciphering apicoplast targeting signals--feature extraction from nuclear-encoded precursors of Plasmodium falciparum apicoplast proteins
Published in Gene (12-12-2001)“…The malaria causing protozoan Plasmodium falciparum contains a vestigal, non-photosynthetic plastid, the apicoplast. Numerous proteins encoded by nuclear genes…”
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Parallel representation of stimulus identity and intensity in a dual pathway model inspired by the olfactory system of the honeybee
Published in Frontiers in neuroengineering (2011)“…The honeybee Apis mellifera has a remarkable ability to detect and locate food sources during foraging, and to associate odor cues with food rewards. In the…”
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Self-organization of virtual odorant receptors inspired by insect olfaction
Published in BMC neuroscience (18-07-2011)Get full text
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Resolving Fast Gas Transients with Metal Oxide Sensors
Published in ACS sensors (26-03-2021)“…Electronic olfaction can help detect and localize harmful gases and pollutants, but the turbulence of the natural environment presents a particular challenge:…”
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An unsupervised neuromorphic clustering algorithm
Published in Biological cybernetics (01-08-2019)“…Brains perform complex tasks using a fraction of the power that would be required to do the same on a conventional computer. New neuromorphic hardware systems…”
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Exploiting plume structure to decode gas source distance using metal-oxide gas sensors
Published in Sensors and actuators. B, Chemical (01-11-2016)“…•We decode the distance of a gas source from turbulence-induced fluctuations of gas concentration in a wind tunnel, using metal oxide sensors.•Metal oxide…”
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Drift in a popular metal oxide sensor dataset reveals limitations for gas classification benchmarks
Published in Sensors and actuators. B, Chemical (15-06-2022)“…Metal oxide (MOx) gas sensors are a popular choice for many applications, due to their tunable sensitivity, space efficiency and low cost. Publicly available…”
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18
Sparse coding with a somato-dendritic rule
Published in Neural networks (01-11-2020)“…Cortical neurons are silent most of the time: sparse activity enables low-energy computation in the brain, and promises to do the same in neuromorphic…”
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Comparing Neuromorphic Solutions in Action: Implementing a Bio-Inspired Solution to a Benchmark Classification Task on Three Parallel-Computing Platforms
Published in Frontiers in neuroscience (08-01-2016)“…Neuromorphic computing employs models of neuronal circuits to solve computing problems. Neuromorphic hardware systems are now becoming more widely available…”
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Self-organized lateral inhibition improves odor classification in an olfaction-inspired network
Published in BMC neuroscience (08-07-2013)“…Doc number: O12…”
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