2022 - Optimizing 3D object detection for embedded systems in automated vehicles using sensor data fusion and CUDA computing

Author: Topi Miekkala, Matti Kutila, Mathias Schneider and Alfred Höß

Title: Optimizing 3D object detection for embedded systems in automated vehicles using sensor data fusion and CUDA computing

Year of publication: 2022

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2022 - Towards the knowledge reuse in the semiconductor manufacturing industry AI Approaches: pitfall and tips

Author: Razouk H. and Kern R.

Title: Towards the knowledge reuse in the semiconductor manufacturing industry AI Approaches: pitfall and tips

Year of publication: 2022

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2022 - DDMin versus QuickXplain – An Experimental Comparison of two Algorithms for Minimizing Collections

Author: Oliver A. Tazl, Christopher Tafeit, Franz Wotawa, and Alexander Felfernig

Title: DDMin versus QuickXplain – An Experimental Comparison of two Algorithms for Minimizing Collections

Year of publication: 2022

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2022 - A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays

Author: Leonardo Ravaglia; Manuele Rusci; Davide Nadalini; Alessandro Capotondi; Francesco Conti; Luca Benini

Title: A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays

Year of publication: 2022

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2022 - Application of machine learning in Microelectromechanical systems (MEMS) manufacturing

Author: Kamil Marwat

Title: Application of machine learning in Microelectromechanical systems (MEMS) manufacturing

Year of publication: 2022

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2022 - Improving the Consistency of the Failure Mode Effect Analysis (FMEA) Documents in Semiconductor Manufacturing

Author: Houssam Razouk, Roman Kern

Title: Improving the Consistency of the Failure Mode Effect Analysis (FMEA) Documents in Semiconductor Manufacturing

Year of publication: 2022

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2022 - Accurate First-Principles Treatment of the High-Temperature Cubic Phase of Hafnia

Author: Sebastian Bichelmaier,Jesús Carrete,Michael Nelhiebel,Georg K. H. Madsen

Title: Accurate First-Principles Treatment of the High-Temperature Cubic Phase of Hafnia

Year of publication: 2022

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2022 - A BERT-Based Report Classification for Semiconductor Failure Analysis

Author: Corinna Grabner; Anna Safont-Andreu; Christian Burmer; Konstantin Schekotihin

Title: A BERT-Based Report Classification for Semiconductor Failure Analysis

Year of publication: 2022

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2022 - Accurate effective harmonic potential treatment of the high-temperature cubic phase of Hafnia

Author: Sebastian Bichelmaier, Jesús Carrete, Michael Nelhiebel, Georg K. H. Madsen

Title: Accurate effective harmonic potential treatment of the high-temperature cubic phase of Hafnia

Year of publication: 2022

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2022 - A review on AI Safety in highly automated driving

Author: Wäschle, Moritz and Thaler, Florian and Berres, Axel and Pölzlbauer, Florian and Albers, Albert

Title: A review on AI Safety in highly automated driving

Year of publication: 2022

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2022 - Improving Industrial Robot Positioning Accuracy to the Microscale Using Machine Learning Method

Author: Vytautas Bucinskas, Andrius Dzedzickis, Marius Sumanas, Ernestas Sutinys, Sigitas Petkevicius, Jurate Butkiene, Darius Virzonis and Inga Morkvenaite-Vilkonciene

Title: Improving Industrial Robot Positioning Accuracy to the Microscale Using Machine Learning Method

Year of publication: 2022

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2022 - Synthetic data of randomly piled, similar objects for deep learning-based object detection

Author: Janis Arents, Bernd Lesser, Andis Bizuns, Roberts Kadikis, Elvijs Buls and Modris Greitans

Title: Synthetic data of randomly piled, similar objects for deep learning-based object detection

Year of publication: 2022

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2022 - A Motion Capture and Imitation Learning Based Approach to Robot Control

Author: Peteris Racinskis, Janis Arents and Modris Greitans

Title: A Motion Capture and Imitation Learning Based Approach to Robot Control

Year of publication: 2022

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2022 - Impact of Training Instance Selection on Domain-Specific Entity Extraction using BERT

Author: Eileen Salhofer, Xing Lan Liu, Roman Kern

Title: Impact of Training Instance Selection on Domain-Specific Entity Extraction using BERT

Year of publication: 2022

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2022 - Graph Neural Networks for Relational Inductive Bias in Vision-based Deep Reinforcement Learning of Robot Control

Author: Oliva , M., Banik, S., Josifovski, J., & Knoll

Title: Graph Neural Networks for Relational Inductive Bias in Vision-based Deep Reinforcement Learning of Robot Control

Year of publication: 2022

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2022 - Analysis of Randomization Effects on Sim2Real Transfer in Reinforcement Learning for Robotic Manipulation Tasks

Author: Josifovski, J.; Malmir, M.; Klarmann, N.; Zagar, B.L.; Navarro Guerrero, N.; Knoll

Title: Analysis of Randomization Effects on Sim2Real Transfer in Reinforcement Learning for Robotic Manipulation Tasks

Year of publication: 2022

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2022 - ECBA-MLI: Edge Computing Benchmark Architecture for Machine Learning Inference

Author: Mathias Schneider, Ruben Prokscha, Seifeddine Saadani, and Alfred Höß

Title: ECBA-MLI: Edge Computing Benchmark Architecture for Machine Learning Inference

Year of publication: 2022

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2022 - AI-Based Edge Acquisition, Processing and Analytics for Industrial Food Production

Author: Ovidiu VERMESAN, Ronnie Otto BELLMANN, Roy BAHR, Jøran Edell MARTINSEN, Anders KRISTOFFERSEN, Torgeir Hjertaker , John Breiland, Karl Andersen , Hans Erik SAND  and David LINDBERG

Title: AI-Based Edge Acquisition, Processing and Analytics for Industrial Food Production

Year of publication: 2022

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2022 - Acceptance of mobility as a service by car users

Author: Risto Öörni

Title: Acceptance of mobility as a service by car users

Year of publication: 2022

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2022 - An Intelligent Real-Time Edge Processing Maintenance System for Industrial Manufacturing, Control, and Diagnostic

Author: Ovidiu Vermesan, Marcello Coppola, Roy Bahr, Ronnie Otto Bellmann, Jøran Edell Martinsen, Anders Kristoffersen, Torgeir Hjertaker, John Breiland, Karl Andersen, Hans Erik Sand and David Lindberg

Title: An Intelligent Real-Time Edge Processing Maintenance System for Industrial Manufacturing, Control, and Diagnostic

Year of publication: 2022

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2022 - Effective Use of BERT in Graph Embeddings for Sparse Knowledge Graph Completion

Author: Xinglan Liu, Houssam Razouk, Roman Kern, Hussain Hussain

Title: Effective Use of BERT in Graph Embeddings for Sparse Knowledge Graph Completion

Year of publication: 2022

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2022 - Smart Industrial Robot Control Trends, Challenges and Opportunities within Manufacturing

Author: Janis Arents and Modris Greitans

Title: Smart Industrial Robot Control Trends, Challenges and Opportunities within Manufacturing

Year of publication: 2022

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2022 - Traitement d’Images et Apprentissage Automatique pour la Viticulture de Précision

Author: Lucas Mohimont; Amine Chemchem; Marine Rondeau; Mathias Roesler; François Alin; Nathalie Gaveau; Luiz Angelo Steffenel

Title: Traitement d’Images et Apprentissage Automatique pour la Viticulture de Précision

Year of publication: 2022

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2022 - Advanced Applications of Industrial Robotics: New Trends and Possibilities

Author: Andrius Dzedzickis, Jurga Subaciute-Žemaitiene, Ernestas Šutinys, Urte Samukaite-Bubniene and Vytautas Bucinskas

Title: Advanced Applications of Industrial Robotics: New Trends and Possibilities

Year of publication: 2022

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2022 - Vega: A Ten-Core SoC for IoT Endnodes With DNN Acceleration and Cognitive Wake-Up From MRAM-Based State-Retentive Sleep Mode

Author: D. Rossi, F. Conti, M. Eggiman, A. Di Mauro, G. Tagliavini, S. Mach, M. Guermandi, A. Pullini, I. Loi, J. Chen, E. Flamand, L. Benini

Title: Vega: A Ten-Core SoC for IoT Endnodes With DNN Acceleration and Cognitive Wake-Up From MRAM-Based State-Retentive Sleep Mode"

Year of publication: 2022

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2022 - A Tile-based Fused-layer CNN Accelerator for FPGAs

Author: F. Indirli, A. Erdem, C. Silvano

Title: A Tile-based Fused-layer CNN Accelerator for FPGAs"

Year of publication: 2022

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2022 - Realization of a Service Pipeline for Traffic Density Estimation and Prediction based on Traffic Data using Machine Learning

Author: Ruben Prokscha

Title: Realization of a Service Pipeline for Traffic Density Estimation and Prediction based on Traffic Data using Machine Learning"

Year of publication: 2022

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2021 - Automotive Intelligence Embedded in Electric Connected Autonomous and Shared Vehicles Technology for Sustainable Green Mobility"

Author: Ovidiu Vermesan,Reiner John,Patrick Pype, Gerardo Daalderop, Kai Kriegel, Gerhard Mitic, Vincent Lorentz, Roy Bahr, Hans Erik Sand, Steffen Bockrath and Stefan Waldhör

Title: Artificial Intelligence for Digitising Industry Applications -- Chapter 5.2 "Automotive Intelligence Embedded in Electric Connected Autonomous and Shared Vehicles Technology for Sustainable Green Mobility"

Year of publication: 2021

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2021 - DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs

Author: Burrello, Alessio; Garofalo, Angelo; Bruschi, Nazareno; Tagliavini, Giuseppe; Rossi, Davide; Conti, Francesco

Title: DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs

Year of publication: 2021

Published in:

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2021 - XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Networks on RISC-V based IoT End Nodes

Author: Garofalo, Angelo; Tagliavini, Giuseppe; Conti, Francesco; Benini, Luca; Rossi, Davide

Title: XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Networks on RISC-V based IoT End Nodess

Year of publication: 2021

Published in: IEEE Transactions on Emerging Topics in Computing

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2021 - Using Ontologies in Failure Analysis

Author: Anna Safont-Andreu; Christian Burmer; Konstantin Schekotihin

Title: Using Ontologies in Failure Analysis

Year of publication: 2021

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2021 - Report Classification for Semiconductor Failure Analysis

Author: Frederik Platter; Anna Safont-Andreu; Christian Burmer; Konstantin

Title: Report Classification for Semiconductor Failure Analysis

Year of publication: 2021

Published in:

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2021 - Deploying Deep Neural Networks on Edge Devices for Grape Segmentation

Author: Roesler, M., Mohimont, L., Alin, F., Gaveau, N., Steffenel, L.A.

Title: Deploying Deep Neural Networks on Edge Devices for Grape Segmentation Mathias

Year of publication: 2021

Published in: International Conference on Smart and Sustainable Agriculture (SSA'2021)

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2021 - Comparison of Machine Learning and Deep Learning Methods for Grape Cluster Segmentation

Author: Mohimont, L., Roesler, M., Rondeau, M., Gaveau, N., Alin, F., Steffenel, L.A.

Title: Comparison of Machine Learning and Deep Learning Methods for Grape Cluster Segmentation

Year of publication: 2021

Published in: International Conference on Smart and Sustainable Agriculture (SSA'2021)

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2021 - Integrating multiple observation sets into consistency-based diagnosis

Author: Franz Wotawa

Title: Integrating multiple observation sets into consistency-based diagnosis

Year of publication: 2021

Published in: 32nd International Workshop on Principle of Diagnosis

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2020 - A Fully Automated Process for Semiconductor Technology Identification

Author: Matthias Ludwig, Bernhard Lippmann, Ann-Christin Bette, Claus Lenz

Title: A Fully Automated Process for Semiconductor Technology Identification

Year of publication: 2021

Published in: ICPR2020

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2020 - Speed Control of PMSM with Finite Control Set Model Predictive Control Using General-purpose Computing on GPU

Author: Michal Kozubik and Pavel Vaclavek

Title: Speed Control of PMSM with Finite Control Set Model Predictive Control Using General-purpose Computing on GPU

Year of publication: 2020

Published in: IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics

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2020 - CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices

Author:  Alessandro Capotondi; Manuele Rusci; Marco Fariselli;  Luca Benini

Title: CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices

Year of publication: 2020

Published in: IEEE Transactions on Circuits and Systems II: Express Briefs

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2020 - Runtime Design Space Exploration and Mapping of DCNNs for the Ultra-Low-Power Orlando SoC

Author: Ahmet Erdem; Cristina Silvano; Thomas Boesch; Andrea C. Ornstein; Surinder-pal Singh; Giuseppe Desoli

Title: Runtime Design Space Exploration and Mapping of DCNNs for the Ultra-Low-Power Orlando SoC

Year of publication: 2020

Published in: 2020 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)

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2020 - Intelligent Agents Diagnostics - Enhancing Cyber-Physical Systems with Self-Diagnostic Capabilities

Author: David Kaufmann, Iulia Nica, Franz Wotawa

Title: Intelligent Agents Diagnostics - Enhancing Cyber-Physical Systems with Self-Diagnostic Capabilities

Year of publication: 2020

Published in: Advanced Intelligent Systems

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2020 - Robust Sim2Real Transfer by Learning Deep Inverse Dynamics Model of Simulation

Author: Josip Josifovski, Mohammadhossein Malmir, Noah Klarmann, Alois Knoll

Title: Robust Sim2Real Transfer by Learning Deep Inverse Dynamics Model of Simulation

Year of publication: 2020

Published in: RSS 2020 workshop

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2020 - Continual Learning on Incremental Simulations for Real-World Robotic Manipulation Tasks

Author: Josip Josifovski, Mohammadhossein Malmir, Noah Klarmann, Alois Knoll

Title: Continual Learning on Incremental Simulations for Real-World Robotic Manipulation Tasks

Year of publication: 2020

Published in: RSS 2020 workshop

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2020 - Benchmarking Automotive LiDAR Performance in Arctic Conditions

Author: M. Kutila, P. Pyykönen, M. Jokela, T. Gruber, M. Bijelic, W. Ritter

Title: Benchmarking Automotive LiDAR Performance in Arctic Conditions

Year of publication: 2020

Published in: 23rd IEEE International Conference on Intelligent Transportation Systems (ITSC)

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2020 - On the Use of Available Testing Methods for Verification & Validation of AI-based Software and Systems

Author: Franz Wotawa

Title: On the Use of Available Testing Methods for Verification & Validation of AI-based Software and Systems

Year of publication: 2020

Published in: Proceedings of the Workshop on Artificial Intelligence Safety 2021 (SafeAI 2021) co-located with the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI 2021)

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2021 - Model-based Reasoning using Answer Set Programming

Author: Franz Wotawa, David Kaufmann

Title: Model-based Reasoning using Answer Set Programming

Year of publication: 2020

Published in:

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2021 - Testumgebung für Edge Computing in Intelligenten Transportsystemen (ITS)

Author: Mathias Schneider, Seifeddine Saadani, Ruben Prokscha, Alfred Höß

Title: Testumgebung für Edge Computing in Intelligenten Transportsystemen (ITS)

Year of publication: 2021

Published in: Research Gate

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2021 - Automated Diagnosis of Cyber-Physical Systems

Author: Franz Wotawa, Oliver Tazl and David Kaufmann

Title: Model-based Reasoning using Answer Set Programming

Year of publication: 2020

Published in: The 34th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA/AIE)

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