Search Results - "Schadler, Maximilian"
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1
Spiking Neural Network Equalizer With Fast and Low Power Decoding for IM/DD Optical Communication
Published in IEEE photonics technology letters (01-09-2024)“…Neuromorphic computing based on spiking neural networks (SNN) realized in CMOS mixed-signal circuits promises lower power consumption than conventional digital…”
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Journal Article -
2
Soft-Demapping for Short Reach Optical Communication: A Comparison of Deep Neural Networks and Volterra Series
Published in Journal of lightwave technology (15-05-2021)“…In optical fiber communication, optical and electrical components introduce nonlinearities, which require effective compensation to attain highest data rates…”
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Journal Article -
3
Testing of Hybrid Quantum-Classical K-Means for Nonlinear Noise Mitigation
Published in GLOBECOM 2023 - 2023 IEEE Global Communications Conference (04-12-2023)“…Nearest-neighbour clustering is a powerful set of heuristic algorithms that find natural application in the decoding of signals transmitted using the M…”
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Conference Proceeding -
4
Quantum and Quantum-Inspired Stereographic K Nearest-Neighbour Clustering
Published in Entropy (Basel, Switzerland) (01-09-2023)“…Nearest-neighbour clustering is a simple yet powerful machine learning algorithm that finds natural application in the decoding of signals in classical…”
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5
Recurrent Neural Network Soft-Demapping for Nonlinear ISI in 800Gbit/s DWDM Coherent Optical Transmissions
Published in Journal of lightwave technology (15-08-2021)“…High speed optical transmission systems suffer from intersymbol interference (ISI) and colored noise induced by nonlinear bandwidth limited optical and…”
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6
Convolutional Neural Network Based Blind Estimation of Generalized Mutual Information for Optical Communication
Published in 2020 European Conference on Optical Communications (ECOC) (01-12-2020)“…We propose blind GMI estimation from received constellation diagrams, based on a convolutional neural network. For coherent optical transmissions between…”
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Conference Proceeding -
7
Implementation of a Robust and Power-Efficient Nonlinear 64-QAM Demapper using In-Memory Computing
Published in 2023 Optical Fiber Communications Conference and Exhibition (OFC) (01-03-2023)“…Analog in-memory computing reduces power consumption sacrificing computational accuracy. We implement multiplication-accumulation in resistive RAM accounting…”
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Conference Proceeding -
8
Nonlinear Component Equalization: A Comparison of Deep Neural Networks and Volterra Series
Published in 2022 European Conference on Optical Communication (ECOC) (18-09-2022)“…Coherent optical transmission systems suffer from distortions induced by nonlinear components. As a countermeasure, Volterra equalizers and deep neural…”
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Conference Proceeding -
9
Nonlinear Equalization for Optical Communications Based on Entropy-Regularized Mean Square Error
Published in 2022 European Conference on Optical Communication (ECOC) (18-09-2022)“…An entropy-regularized mean square error (MSE-X) cost function is proposed for nonlinear equalization of short-reach optical channels. For a coherent optical…”
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Conference Proceeding -
10
Experiments on Bipolar Transmission with Direct Detection
Published in 2022 European Conference on Optical Communication (ECOC) (18-09-2022)“…Achievable information rates of bipolar 4- and 8-ary constellations are experimentally compared to those of intensity modulation (IM) when using an oversampled…”
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Conference Proceeding -
11
Power-Efficient and Robust Nonlinear Demapper for 64QAM using In-Memory Computing
Published in 2022 European Conference on Optical Communication (ECOC) (18-09-2022)“…In-memory computing can trade computational accuracy for power saving. We consider the implementation of a nonlinear demapper for coherent optical transceivers…”
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Conference Proceeding -
12
Nonlinear Equalization for Optical Communications Based on Entropy-Regularized Mean Square Error
Published 02-06-2022“…An entropy-regularized mean square error (MSE-X) cost function is proposed for nonlinear equalization of short-reach optical channels. For a coherent optical…”
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Journal Article -
13
Experiments on Bipolar Transmission with Direct Detection
Published 11-05-2022“…Achievable information rates of bipolar 4- and 8-ary constellations are experimentally compared to those of intensity modulation (IM) when using an oversampled…”
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Journal Article