Publications

Here you can find an overview of the publications of the Intelligent Embedded Systems Lab.

    2026

    Book chapters / Proceedings papers

  • Özgan, Fatih; Engelbrecht, Herman; Schiele, Gregor
    Deep Reinforcement Learning and the IID Assumption
    In: 2026 International Conference on Advances in Artificial Intelligence and Machine Learning, AAIML 2026 / 2026 International Conference on Advances in Artificial Intelligence and Machine Learning (AAIML), 20-22 March 2026, Tokyo, Japan. Piscataway: Institute of Electrical and Electronics Engineers Inc., 2026, pp. 36 – 41
    DOI, Online Full Text
  • Shibata, Koki; Ling, Tianheng; Qian, Chao; Matsui, Tomokazu; Suwa, Hirohiko; Yasumoto, Keiichi; Schiele, Gregor
    Enabling Vibration-Based Gesture Recognition on Everyday Furniture via Energy-Efficient FPGA Implementation of 1D Convolutional Networks
    In: Proceedings of the 2025 IEEE Annual Congress on Artificial Intelligence of Things (AIoT) / IEEE Annual Congress on Artificial Intelligence of Things (AIoT), 03-05 December 2025, Osaka, Japan / Institute of Electrical and Electronics Engineers (IEEE) (Eds.). Piscataway: IEEE, 2026, pp. 373 – 381
    DOI, Online Full Text (Open Access)
  • Skillandat, Nick; Nehir, Hasan; Ringhofer, Christopher; Einhaus, Lukas; Schiele, Gregor; Fiedler, Patrique; Erbslöh, Andreas
    Hardware Prototype of a Wearable and End-to-End EEG-Gaming Controller using Flower Electrodes
    In: Proceedings of the Workshop Biosignale 2026 / Biosignale 2026; 25th – 27th February 2026; Innsbruck, Austria. Innsbruck: Innsbruck University Press, 2026, pp. 27 – 29
    DOI (Open Access)
  • Ling, Tianheng; Qian, Chao; Schiele, Gregor
    Resource-Aware Mixed-Precision Quantization for Enhancing Deployability of Transformers for Time-Series Forecasting on Embedded FPGAs
    In: Mobile and Ubiquitous Systems: Computing, Networking and Services; Proceedings / 21st EAI International Conference (MobiQuitous 2024); Oslo, Norway; November 12–14, 2024 / Soylu, Ahmet; Liu, Fan; Mitra, Karan; Zhang, Yan; Grønli, Tor-Morten (Eds.). Cham: Springer Nature Switzerland, 2026, pp. 361 – 381
    DOI
  • Ling, Tianheng; Qian, Chao; Zdankin, Peter; Weis, Torben; Schiele, Gregor
    StrikeWatch : Wrist-worn Gait Recognition with Compact Time-series Models on Low-power FPGAs
    In: Proceedings of the 2025 IEEE Annual Congress on Artificial Intelligence of Things (AIoT) / IEEE Annual Congress on Artificial Intelligence of Things (AIoT), 03-05 December 2025, Osaka, Japan / Institute of Electrical and Electronics Engineers (IEEE) (Eds.). Piscataway: IEEE, 2026, pp. 66 – 74
    DOI, Online Full Text (Open Access)
  • Hettstedt, Florian; Giese, Cedric; Ling, Tianheng; Yasumoto, Keiichi; Schiele, Gregor; Erbsloh, Andreas
    Towards an End-To-End System for Real-Time Gesture Recognition from Surface Vibrations
    In: 2026 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) / IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), 16-20 March 2026, Pisa, Italy. Piscataway: Institute of Electrical and Electronics Engineers Inc., 2026
    DOI

    • Thesis

  • Ling, Tianheng
    Deploying time-series transformers on embedded FPGAs : feasibility, hardware-aware optimization, and comparative evaluation
    Duisburg, Essen, 2026
    DOI, Online Full Text (Open Access)

    • 2025

    Book chapters / Proceedings papers

  • Özgan, Fatih; Seyhan, Mervenur; Jung, Peter
    A Deeper Look at Divergent Counterexamples to Temporal-Difference Learning
    In: Proceedings of the Sixteenth International Conference on Ubiquitous and Future Networks (ICUFN 2025) / Sixteenth International Conference on Ubiquitous and Future Networks (ICUFN 2025); 08-11 July 2025; Lisbon, Portugal. Piscataway: IEEE Computer Society, 2025, pp. 306 – 310
    DOI, Online Full Text
  • Ling, Tianheng; Singh, Vipin; Qian, Chao; Biessmann, Felix; Schiele, Gregor
    Automated Energy-Aware Time-Series Model Deployment on Embedded FPGAs for Resilient Combined Sewer Overflow Management
    In: Proceedings of the IEEE International Smart Cities Conference (ISC2 2025) / International Smart Cities Conference (ISC2 2025); 06-09 October 2025; Patras, Greece. Piscataway: Institute of Electrical and Electronics Engineers (IEEE), 2025
    DOI, Online Full Text
  • Ling, Tianheng; Qian, Chao; Hasler, Lukas Johannes; Schiele, Gregor
    Automating Versatile Time-Series Analysis with Tiny Transformers on Embedded FPGAs
    In: IEEE Computer Society Annual Symposium on VLSI: ISVLSI 2025 / ISVLSI 2025: 28th IEEE Computer Society Annual Symposium on VLSI, 6-9 July 2025, Greece / Institute of Electrical and Electronics Engineers (IEEE) (Eds.). Piscataway: Institute of Electrical and Electronics Engineers (IEEE), 2025
    DOI, Online Full Text (Open Access)
  • Singh, Vipin; Ling, Tianheng; Chiaburu, Teodor; Biessmann, Felix
    Evaluating Time Series Models for Urban Wastewater Management : Predictive Performance, Model Complexity and Resilience
    In: 10th International Conference on Smart and Sustainable Technologies, SpliTech 2025 / 10th International Conference on Smart and Sustainable Technologies, SpliTech 2025, 16-20 June 2025,Bol and Split, Croatia. Piscataway: Institute of Electrical and Electronics Engineers Inc., 2025
    DOI, Online Full Text (Open Access)
  • Maman, Natalie; Schiele, Gregor
    Hardware-Aware Neural Architecture Search with Mixed-Precision Quantization
    In: 2025 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) / IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), 17-21 March 2025, Washington DC, USA / Institute of Electrical and Electronics Engineers (IEEE) (Eds.). Piscataway: Institute of Electrical and Electronics Engineers Inc., 2025, pp. 626 – 627
    DOI
  • Qian, Chao
    Leveraging Application-Specific Knowledge for Energy-Efficient Deep Learning Accelerators on Resource-Constrained FPGAs
    In: Architecture of Computing Systems: Proceedings / 38th International Conference (ARCS 2025); April 22–24, 2025; Kiel, Germany / Tomforde, Sven; Krupitzer, Christian; Vialle, Stéphane; Suarez, Estela; Pionteck, Thilo (Eds.). Cham: Springer, 2025, pp. 459 – 468
    DOI

    • Journal articles

  • Ling, Tianheng; Qian, Chao; Klann, Theodor Mario; Hoever, Julian; Einhaus, Lukas; Schiele, Gregor
    Configurable Multi-Layer Perceptron-Based Soft Sensors on Embedded Field Programmable Gate Arrays : Targeting Diverse Deployment Goals in Fluid Flow Estimation
    In: Sensors, Vol. 25, 2025, Nr. 1, 83
    DOI (Open Access)
  • Qian, Chao; Ling, Tianheng; Cichiwskyj, Christopher; Schiele, Gregor
    Configuration-aware approaches for enhancing energy efficiency in FPGA-based deep learning accelerators
    In: Journal of Systems Architecture, Vol. 163, 2025, 103410
    DOI (Open Access)
  • Li, Jianning; Zhou, Zongwei; Yang, Jiancheng; Pepe, Antonio; Gsaxner, Christina; Luijten, Gijs; Qu, Chongyu; Zhang, Tiezheng; Chen, Xiaoxi; Li, Wenxuan; Wodzinski, Marek; Friedrich, Paul; Xie, Kangxian; Jin, Yuan; Ambigapathy, Narmada; Nasca, Enrico; Solak, Naida; Melito, Gian Marco; Vu, Viet Duc; Memon, Afaque R.; Schlachta, Christopher; De Ribaupierre, Sandrine; Patel, Rajnikant; Eagleson, Roy; Chen, Xiaojun; Mächler, Heinrich; Kirschke, Jan Stefan; De La Rosa, Ezequiel; Christ, Patrick Ferdinand; Li, Hongwei Bran; Ellis, David G.; Aizenberg, Michele R.; Gatidis, Sergios; Küstner, Thomas; Shusharina, Nadya; Heller, Nicholas; Andrearczyk, Vincent; Depeursinge, Adrien; Hatt, Mathieu; Sekuboyina, Anjany; Löffler, Maximilian T.; Liebl, Hans; Dorent, Reuben; Vercauteren, Tom; Shapey, Jonathan; Kujawa, Aaron; Cornelissen, Stefan; Langenhuizen, Patrick; Ben-Hamadou, Achraf; Rekik, Ahmed; Pujades, Sergi; Boyer, Edmond; Bolelli, Federico; Grana, Costantino; Lumetti, Luca; Salehi, Hamidreza; Ma, Jun; Zhang, Yao; Gharleghi, Ramtin; Beier, Susann; Sowmya, Arcot; Garza-Villarreal, Eduardo A.; Balducci, Thania; Angeles-Valdez, Diego; Souza, Roberto; Rittner, Leticia; Frayne, Richard; Ji, Yuanfeng; Ferrari, Vincenzo; Chatterjee, Soumick; Dubost, Florian; Schreiber, Stefanie; Mattern, Hendrik; Speck, Oliver; Haehn, Daniel; John, Christoph; Nürnberger, Andreas; Pedrosa, João; Ferreira, Carlos; Aresta, Guilherme; Cunha, António; Campilho, Aurélio; Suter, Yannick; Garcia, Jose; Lalande, Alain; Vandenbossche, Vicky; Van Oevelen, Aline; Duquesne, Kate; Mekhzoum, Hamza; Vandemeulebroucke, Jef; Audenaert, Emmanuel; Krebs, Claudia; Van Leeuwen, Timo; Vereecke, Evie; Heidemeyer, Hauke; Röhrig, Rainer; Hölzle, Frank; Badeli, Vahid; Krieger, Kathrin; Gunzer, Matthias; Chen, Jianxu; Van Meegdenburg, Timo; Dada, Amin; Balzer, Miriam; Fragemann, Jana; Jonske, Frederic; Rempe, Moritz; Malorodov, Stanislav; Bahnsen, Fin H.; Seibold, Constantin; Jaus, Alexander; Marinov, Zdravko; Jaeger, Paul F.; Stiefelhagen, Rainer; Santos, Ana Sofia; Lindo, Mariana; Ferreira, André; Alves, Victor; Kamp, Michael; Abourayya, Amr; Nensa, Felix; Hörst, Fabian; Brehmer, Alexander; Heine, Lukas; Hanusrichter, Yannik; Weßling, Martin; Dudda, Marcel; Podleska, Lars E.; Fink, Matthias A.; Keyl, Julius; Tserpes, Konstantinos; Kim, Moon-Sung; Elhabian, Shireen; Lamecker, Hans; Zukić, Dženan; Paniagua, Beatriz; Wachinger, Christian; Urschler, Martin; Duong, Luc; Wasserthal, Jakob; Hoyer, Peter F.; Basu, Oliver; Maal, Thomas; Witjes, Max J. H.; Schiele, Gregor; Chang, Ti-Chiun; Ahmadi, Seyed-Ahmad; Luo, Ping; Menze, Bjoern; Reyes, Mauricio; Deserno, Thomas M.; Davatzikos, Christos; Puladi, Behrus; Fua, Pascal; Yuille, Alan L.; Kleesiek, Jens; Egger, Jan
    MedShapeNet : a large-scale dataset of 3D medical shapes for computer vision
    In: Biomedical engineering = Biomedizinische Technik, Vol. 70, 2025, Nr. 1, pp. 71 – 90
    DOI, Online Full Text (Open Access)
  • Erbslöh, Andreas; Zimmermann, Julius; Ingebrandt, Sven; Mokwa, W.; Seidl, Karsten; van Rienen, Ursula; Schiele, Gregor; Kokozinski, Rainer
    Prediction of impedance characteristic during electrical stimulation with microelectrode arrays
    In: Journal of Neural Engineering, Vol. 22, 2025, Nr. 2, 026056
    DOI (Open Access)
  • Buron, Leo; Erbslöh, Andreas; Schiele, Gregor
    Reducing Memory and Computational Cost for Deep Neural Network Training with Quantized Parameter Updates
    In: J.UCS: Journal of Universal Computer Science, Vol. 31, 2025, Nr. 9, pp. 963 – 979
    DOI, Online Full Text (Open Access)

    • 2024

    Book chapters / Proceedings papers

  • Ling, Tianheng; Qian, Chao; Schiele, Gregor
    Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT
    In: 2024 IEEE Annual Congress on Artificial Intelligence of Things (AIoT): Proceedings / IEEE Annual Congress on Artificial Intelligence of Things (IEEE AIoT), 24-26 July 2024, Melbourne / IEEE (Eds.). New York: IEEE, 2024, pp. 38 – 44
    DOI, Online Full Text (Open Access)
  • Ling, Tianheng; Qian, Chao; Schiele, Gregor
    Towards Auto-Building of Embedded FPGA-based Soft Sensors for Wastewater Flow Estimation
    In: 2024 IEEE Annual Congress on Artificial Intelligence of Things (AIoT): Proceedings / IEEE Annual Congress on Artificial Intelligence of Things (IEEE AIoT), 24-26 July 2024, Melbourne / IEEE (Eds.). New York: IEEE, 2024, pp. 248 – 249
    DOI, Online Full Text (Open Access)
  • Zdankin, Peter; Matkovic, Viktor; Schiele, Gregor; Weis, Torben
    Towards Predicting the Perceived Brightness in a Smart Home Through Symbolic Regression
    In: 2024 IEEE International Conference on Pervasive Computing and Communications workshops and other affiliated events (PerCom workshops) / 2024 IEEE International Conference on Pervasive Computing and Communications workshops and other affiliated events (PerCom workshops), 11-15 March 2024 in Biarritz, France. Piscataway: Institute of Electrical and Electronics Engineers Inc., 2024, pp. 457 – 460
    DOI
  • Ling, Tianheng; Hoever, Julian; Qian, Chao; Schiele, Gregor
    FlowPrecision : Advancing FPGA-Based Real-Time Fluid Flow Estimation with Linear Quantization
    In: 2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) / IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), 11-15 March 2024, Biarritz, France. Piscataway: IEEE, 2024
    DOI, Online Full Text (Open Access)
  • Ringhofer, Christopher; Gnoss, Alexa; Schiele, Gregor
    Balancing Error and Latency of Black-Box Models for Audio Effects Using Hardware-Aware Neural Architecture Search
    In: Proceedings of the International Conference on Digital Audio Effects, DAFx / International Conference on Digital Audio Effects, DAFx, 3-7 September 2024, Guilford, UK: DAFx, 2024, pp. 65 – 72
  • Löhler, Philipp; Albert, Andreas; Heyermann, Laura; Schiele, Gregor; Seidl, Karsten; Erbslöh, Andreas
    Classification of ON- and OFF-Retinal Ganglion Cell Types in Extracelluar Recordings
    In: Proceedings of the Workshop Biosignals / Workshop Biosignals; 28.02- 01.03.2024; Göttingen. Kiel: Lehrstuhl Digitale Signalverarbeitung und Systemtheorie, 2024
    DOI (Open Access)
  • Erbslöh, Andreas; Hain, Horst-Udo; Buron, Leo; Vegesna, Sahitya; Schiele, Gregor; Schmidt, Heidemarie
    Comparison of AI-enhanced Spike Sorting with Digital Autoencoders and Analog Memristors
    In: Proceedings of Workshop Biosignals / Workshop Biosignals; 28.02- 01.03.2024; Göttingen / Georg-August-Universität Göttingen (Eds.). Göttingen: Georg-August-Universität Göttingen, 2024
    DOI (Open Access)
  • Qian, Chao; Cichiwskyj, Christopher; Ling, Tianheng; Schiele, Gregor
    Idle is the New Sleep : Configuration-Aware Alternative to Powering Off FPGA-Based DL Accelerators During Inactivity
    In: Architecture of Computing Systems: Proceedings / 37th International Conference, ARCS 2024, Potsdam, Germany, May 14–16, 2024 / Fey, Dietmar; Stabernack, Benno; Lankes, Stefan (Eds.). Berlin, Germany: Springer Science and Business Media Deutschland GmbH, 2024, pp. 161 – 176
    DOI
  • Ling, Tianheng; Qian, Chao; Schiele, Gregor
    On-Device Soft Sensors : Real-Time Fluid Flow Estimation from Level Sensor Data
    In: Mobile and Ubiquitous Systems: Computing, Networking and Services; Proceedings, Part II / 20th EAI International Conference, MobiQuitous 2023, November 14–17, 2023, Melbourne, Australia / Zaslavsky, Arkady; Ning, Zhaolong; Kalogeraki, Vana; Georgakopoulos, Dimitrios; Chrysanthis, Panos K. (Eds.). Cham: Springer Nature, 2024, pp. 529 – 537
    DOI
  • Löhler, Philipp; Kaiser, Leoni; Hallekamp, Gabriel; Frank, Müller; Seidl, Karsten; Erbslöh, Andreas
    Phase-dependent Stimulation with Extreme Point Detection of LFP Oscillations in Retinal Recordings
    In: Proceedings of Workshop Biosignals / Workshop Biosignals; 28.02- 01.03.2024; Göttingen. Göttingen: Georg-August-Universität Göttingen, 2024
    DOI (Open Access)

    • Journal articles

  • Löhler, Philipp; Albert, Andreas; Erbslöh, Andreas; Nruthyathi, Nruthyathi; Müller, Frank; Seidl, Karsten
    A Cell-Type Selective Stimulation and Recording System for Retinal Ganglion Cells
    In: IEEE Transactions on Biomedical Circuits and Systems (T-BCAS), Vol. 18, 2024, Nr. 3, pp. 498 – 510
    DOI, Online Full Text
  • Qian, Chao; Ling, Tianheng; Schiele, Gregor
    Exploring energy efficiency of LSTM accelerators : A parameterized architecture design for embedded FPGAs
    In: Journal of Systems Architecture, Vol. 152, 2024, 103181
    DOI (Open Access)
  • Erbslöh, Andreas; Buron, Leo; Ur-Rehman, Zia; Musall, Simon; Hrycak, Camilla; Löhler, Philipp; Klaes, Christian; Seidl, Karsten; Schiele, Gregor
    Technical survey of end-to-end signal processing in BCIs using invasive MEAs
    In: Journal of Neural Engineering, Vol. 21, 2024, Nr. 5, 051003
    DOI (Open Access)

    • Thesis

  • Erbati, Sam
    Towards the optimal orchestration of service function chains to enable ultra-reliable low latency communication in an NFV-enabled network
    Duisburg, Essen, 2024
    DOI, Online Full Text (Open Access)

    • 2023

    Book chapters / Proceedings papers

  • Lohler, Philipp; Pickhinke, Andreas; Erbslöh, Andreas; Seidl, Karsten
    A 1,224-Channel 60 µm Pitch Active Closed-Loop Stimulator for Selective Retinal Ganglion Cell Type Activation
    In: Proceedings of the 21st IEEE Interregional NEWCAS Conference (NEWCAS 2023) / 21st IEEE Interregional NEWCAS Conference (NEWCAS 2023): 26-28 June 2023; Edinburgh, United Kingdom / Institute of Electrical and Electronics Engineers (IEEE) (Eds.). Piscataway: IEEE, 2023
    DOI, Online Full Text
  • Erbati, Mohammad Mohammadi; Schiele, Gregor
    A novel dynamic service function chaining to enable Ultra-Reliable Low Latency Communication in NFV
    In: Proccedings of the 17th International Conference on Telecommunications (ConTEL) / International Conference on Telecommunications (ConTEL 2023); 11-13 July 2023; Graz, Austria. Piscataway: Institute of Electrical and Electronics Engineers (IEEE), 2023
    DOI, Online Full Text
  • Wuerich, Carolin; Wiede, Christian; Schiele, Gregor
    Cuffless Beat-to-Beat Blood Pressure Estimation from Photoplethysmogram Signals
    In: 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) / 36th International Symposium on Computer-Based Medical Systems (CBMS), 22-24 June 2023, L'Aquila, Italy. Piscataway: Institute of Electrical and Electronics Engineers Inc., 2023, pp. 305 – 310
    DOI
  • Qian, Chao; Ling, Tianheng; Schiele, Gregor
    ElasticAI : Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing
    In: 2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) / PerCom 2023, 13-17 March 2023, Atlanta, GA, USA. Piscataway: IEEE, 2023, pp. 297 – 299
    DOI, Online Full Text (Open Access)
  • Qian, Chao; Ling, Tianheng; Schiele, Gregor
    Energy Efficient LSTM Accelerators for Embedded FPGAs Through Parameterised Architecture Design
    In: Architecture of Computing Systems: 36th International Conference, ARCS 2023, Athens, Greece, June 13–15, 2023, Proceedings / 36th International Conference, ARCS 2023, Athens, Greece, June 13–15, 2023 / Goumas, Georgios; Tomforde, Sven; Brehm, Jürgen; Wildermann, Stefan; Pionteck, Thilo (Eds.). Cham: Springer, 2023, pp. 3 – 17
    DOI
  • Qian, Chao; Ling, Tianheng; Schiele, Gregor
    Enhancing Energy-Efficiency by Solving the Throughput Bottleneck of LSTM Cells for Embedded FPGAs
    In: Machine Learning and Principles and Practice of Knowledge Discovery in Databases: International Workshops of ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part I / International Workshops of ECML PKDD 2022, Grenoble, France, September 19–23, 2022 / Koprinska, Irena; Mignone, Paolo; Guidotti, Riccardo (Eds.). Cham: Springer, 2023, pp. 594 – 605
    DOI, Online Full Text (Open Access)
  • Ling, Tianheng; Schiele, Gregor
    On-Device AI : Quantization-Aware Training of Transformers in Time-Series
    In: Proceedings of the 2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops 2023) / International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops); 13-17 March 2023; Atlanta, USA. Piscataway: Institute of Electrical and Electronics Engineers (IEEE), 2023, pp. 235 – 236
    DOI, Online Full Text (Open Access)

    • Journal articles

  • Buron, Leo; Erbslöh, Andreas; Seidl, Karsten; Schiele, Gregor; Seidl, Karsten; Ur-Rehman, Zia; Klaes, Christian
    Deep.Neural.Signal.Pre-Processor-Towards Development of AI-enhanced End-To-End BCIs
    In: Current Directions in Biomedical Engineering, Vol. 9, 2023, Nr. 1, pp. 471 – 474
    DOI (Open Access)
  • Erbati, Mohammad Mohammadi; Tajiki, Mohammad Mahdi; Schiele, Gregor
    Service Function Chaining to Support Ultra-Low Latency Communication in NFV
    In: Electronics, Vol. 12, 2023, Nr. 18, 3843
    DOI (Open Access)

    • Books, Collections, Proceedings

  • Schiele, Gregor; Luther, Wolfram (Eds.)
    Traceable use of emerging technologies in smart systems
    Graz: J.UCS Consortium, 2023
    (J.UCS : Journal of Universal Computer Science)
    DOI, Online Full Text (Open Access)

    • Thesis

  • Burger, Alwyn
    FPGA-Augmented Intelligent Devices for the Internet of Things
    Duisburg, Essen, 2023
    DOI, Online Full Text (Open Access)

    • 2022

    Book chapters / Proceedings papers

  • Erbati, Mohammad Mohammadi; Schiele, Gregor
    A novel reliable low-latency service function chaining to enable URLLC in NFV
    In: 2022 Ninth International Conference on Communications and Networking: ComNet’2022 ; Proceedings ; Programmed in Hammamet, Tunisia, Novembre 2022, because of Covid-19 realized on Novembre 1th- 2th, 2022 online / 9th IEEE International Conference on Communications and Networking ; Novembre 1th- 2th, 2022, Hammamet, Tunisia, online / Institute of Electrical and Electronics Engineers (Eds.). Piscataway: IEEE, 2022
    DOI
  • Qian, Chao; Einhaus, Lukas; Schiele, Gregor
    ElasticAI-Creator: Optimizing Neural Networks for Time-Series-Analysis for On-Device Machine Learning in IoT Systems
    In: Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems (SenSys 2022) / 20th ACM Conference on Embedded Networked Sensor Systems (SenSys 2022): 6 - 9 November 2022; Boston, USA / Gummeson, Jeremy; Lee, Sunghoon Ivan (Eds.). New York: Association for Computing Machinery (ACM), 2022, pp. 941 – 946
    DOI (Open Access)
  • Erbati, Mohammad Mohammadi; Tajiki, Mohammad Mahdi; Keshvari, Faramarz; Schiele, Gregor
    Service function chaining to support ultra-low latency communication in NFV
    In: 2022 International Conference on Broadband Communications for Next Generation Networks and Multimedia Applications, CoBCom 2022 / CoBCom 2022, Graz, Austria, 12-14 July 2022. Piscataway: Institute of Electrical and Electronics Engineers, 2022
    DOI
  • Wuerich, Carolin; Humm, Eva-Maria; Wiede, Christian; Schiele, Gregor
    A Feature-based Approach on Contact-less Blood Pressure Estimation from Video Data
    In: Proceedings of the 30th European Signal Processing Conference (EUSIPCO 2022) / 30th European Signal Processing Conference (EUSIPCO 2022): Belgrade, Serbia; 29 August - 2 September 2022. Piscataway: IEEE, 2022, pp. 1343 – 1347
    DOI
  • Diwan, Moin; Li, Zidu; Schiele, Gregor; Choubey, Bhaskar
    Balanced Ternary Logic Gates with Memristors
    In: IEEE ICECS 2022: 29th IEEE International Conference on Electronics, Circuits and Systems ; Glasgow, UK, October 24-26, 2022 ; ICECS 2022 conference proceedings / 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS) ; October 24-26, 2022, Glasgow, UK / IEEE Circuits and Systems Society (Eds.). Piscataway: IEEE, 2022
    DOI, Online Full Text
  • Zambonelli, Franco; Dignum, Virginia; Pitt, Jeremy; Sartor, Giovanni; Schiele, Gregor
    Pervasive Autonomy: Humans-in-The-loop or Forget-About-Them? : Panel Summary
    In: 20th International Conference on Pervasive Computing and Communications, PerCom 2022 / 20th IEEE International Conference on Pervasive Computing and Communications, PerCom 2022; Pisa, Italy; 21 - 25 March 2022. Piscataway: IEEE, 2022, pp. 215 – 216
    DOI, Online Full Text

    • Journal articles

  • Babaei, Armin; Schiele, Gregor; Zohner, Michael
    Reconfigurable Security Architecture (RESA) Based on PUF for FPGA-Based IoT Devices
    In: Sensors, Vol. 22, 2022, Nr. 15, 5577
    DOI, Online Full Text (Open Access)

    • 2021

    Book chapters / Proceedings papers

  • Erbati, Mohammad Mohammadi; Schiele, Gregor
    Application-and reliability-Aware service function chaining to support low-latency applications in an NFV-enabled network
    In: IEEE Conference on Network Function Virtualization and Software Defined Networks, NFV-SDN 2021: Proceedings / Conference on Network Function Virtualization and Software Defined Networks, NFV-SDN 2021; Virtual, Heraklion; 9 - 11 November 2021. Piscataway: IEEE, 2021, pp. 120 – 123
    DOI
  • Einhaus, Lukas; Qian, Chao; Ringhofer, Christopher; Schiele, Gregor
    In-Situ Artificial Intelligence for Self-∗ Devices : The Elastic AI Ecosystem (Tutorial)
    In: 2nd IEEE International Conference on Autonomic Computing and Self-Organizing Systems Companion, ACSOS-C 2021: Proceedings / 2nd IEEE International Conference on Autonomic Computing and Self-Organizing Systems Companion, ACSOS-C 2021, Virtual, Washington, 27 September - 1 October 2021. Piscataway: IEEE, 2021, pp. 320 – 321
    DOI
  • Babaei, Armin
    Lightweight and Reconfigurable Security Architecture for Internet of Things devices
    In: 2nd IEEE International Conference on Autonomic Computing and Self-Organizing Systems Companion, ACSOS-C 2021: Proceedings / 2nd IEEE International Conference on Autonomic Computing and Self-Organizing Systems Companion, ACSOS-C 2021, Virtual, Washington, 27 September - 1 October 2021. Piscataway: IEEE, 2021, pp. 307 – 309
    DOI
  • Einhaus, Lukas; Qian, Chao; Ringhofer, Christopher; Schiele, Gregor
    Towards Precomputed 1D-Convolutional Layers for Embedded FPGAs
    In: Machine Learning and Principles and Practice of Knowledge Discovery in Databases: Proceedings, Part I / International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021 / Kamp, Michael; Koprinska, Irena; Bibal, Adrien; Bouadi, Tassadit; Frénay, Benoît; Galárraga, Luis; Oramas, José.; Adilova, Linara; Krishnamurthy, Yamuna; Kang, Bo; Largeron, Christine; Lijffijt, Jefrey; Viard, Tiphaine; Welke, Pascal; Ruocco, Massimiliano; Aune, Erlend; Gallicchio, Claudio; Schiele, Gregor; Pernkopf, Franz; Blott, Michaela; Fröning, Holger; Schindler, Günther; Guidotti, Riccardo; Monreale, Anna; Rinzivillo, Salvatore; Biecek, Przemyslaw; Ntoutsi, Eirini; Pechenizkiy, Mykola; Rosenhahn, Bodo; Buckley, Christopher; Cialfi, Daniela; Lanillos, Pablo; Ramstead, Maxwell; Verbelen, Tim; Ferreira, Pedro M.; Andresini, Giuseppina; Malerba, Donato; Medeiros, Ibéria; Fournier-Viger, Philippe; Nawaz, M. Saqib; Ventura, Sebastian; Sun, Meng; Zhou, Min; Bitetta, Valerio; Bordino, Ilaria; Ferretti, Andrea; Gullo, Francesco; Ponti, Giovanni; Severini, Lorenzo; Ribeiro, Rita; Gama, João; Gavaldà, Ricard; Cooper, Lee; Ghazaleh, Naghmeh; Richiardi, Jonas; Roqueiro, Damian; Saldana Miranda, Diego; Sechidis, Konstantinos; Graça, Guilherme (Eds.). Cham: Springer, 2021, pp. 327 – 338
    DOI

    • Journal articles

  • Harutyunyan, Ashot; Schiele, Gregor
    Challenges for Smart Environments – Human-Centered Computing, Data Science, and Ambient Intelligence II : Smart Human-Centered Computing (volume 2)
    In: J.UCS: Journal of Universal Computer Science, Vol. 27, 2021, Nr. 12, pp. 1272 – 1274
    DOI (Open Access)
  • Baloian, Nelson; Pino, José
    Data Science and Information-theoretic Approaches for Smart Systems, and Technical Challenges for Smart Environments
    In: J.UCS: Journal of Universal Computer Science, Vol. 27, 2021, Nr. 11, pp. 1149 – 1151
    DOI (Open Access)
  • Cichiwskyj, Christopher; Schmeißer, Stephan; Qian, Chao; Einhaus, Lukas; Ringhofer, Christopher; Schiele, Gregor
    Elastic AI : System support for adaptive machine learning in pervasive computing systems
    In: CCF Transactions on Pervasive Computing and Interaction, Vol. 3, 2021, Nr. 3, pp. 300 – 328
    DOI (Open Access)
  • Harutyunyan, Ashot; Schiele, Gregor
    J.UCS special issue on Challenges for Smart Environments – Human-Centered Computing, Data Science, and Ambient Intelligence. Smart Human-Centered Computing (volume 2)
    In: J.UCS: Journal of Universal Computer Science, Vol. 27, 2021, Nr. 12, pp. 1272 – 1274
    DOI (Open Access)
  • Burger, Alwyn; Schiele, Gregor; King, David W.
    Reconfigurable Embedded Devices Using Reinforcement Learning to Develop Action Policies
    In: ACM Transactions on Autonomous and Adaptive Systems (TAAS), Vol. 15, 2021, Nr. 4, 14
    DOI (Open Access)
  • Cichiwskyj, Christopher; Schiele, Gregor
    Temporal Accelerators : Unleashing the Potential of Embedded FPGAs
    In: J.UCS: Journal of Universal Computer Science, Vol. 27, 2021, Nr. 11, pp. 1174 – 1192
    DOI (Open Access)

    • Books, Collections, Proceedings

  • Schiele, Gregor; et al. (Eds.)
    Machine Learning and Principles and Practice of Knowledge Discovery in Databases : International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part I
    XKDD 2021 : 3rd International Workshop on eXplainable Knowledge Discovery in Data Mining, 13 - 17 Sep 2021, Virtual Event,
    Cham: Springer, 2021
    (Communications in Computer and Information Science)
    DOI

    • 2020

    Book chapters / Proceedings papers

  • Burger, Alwyn Johannes; Qian, Chao; Schiele, Gregor; Helms, Domenik
    An Embedded CNN Implementation for On-Device ECG Analysis
    In: IEEE Annual Conference on Pervasive Computing and Communications Workshops (PerCom) / PerIoT 2020: The Fourtternational Workshop on Mobile and Pervasive Internet of Thingsh In. Piscataway: IEEE, 2020
    DOI
  • Burger, Alwyn Johannes; Urban, Patrick; Boubin, Jayson; Schiele, Gregor
    An architecture for solving the eigenvalue problem on embedded fpgas
    In: Architecture of Computing Systems – ARCS 2020 / 33rd International Conference on Architecture of Computing Systems; Aachen, Germany; May 25–28, 2020 / Brinkmann, André; Karl, Wolfgang; Lankes, Stefan; Tomforde, Sven; Pionteck, Thilo; Trinitis, Carsten (Eds.). Cham: Springer, 2020, pp. 32 – 43
    DOI
  • Burger, Alwyn Johannes; King, David W.; Schiele, Gregor
    Reconfigurable Embedded Devices Using Reinforcement Learning to Develop Action-Policies
    In: 2020 IEEE 1st International Conference on Autonomic Computing and Self-Organizing Systems: Proceedings / IEEE 1st International Conference on Autonomic Computing and Self-Organizing Systems (ACSOS), 17-21 August 2020, Washington, DC, USA,. Piscataway: IEEE, 2020
    DOI
  • Cichiwskyj, Christopher; Qian, Chao; Schiele, Gregor
    Time to Learn : Temporal Accelerators as an Embedded Deep Neural Network Platform
    In: IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning: Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020 ; Ghent, Belgium, September 14-18, 2020 ; Revised Selected Papers / 2nd International Workshop on IoT Streams for Data-Driven Predictive Maintenance ; IoT Streams 2020 ; September 14-18, 2020, Ghent, Belgium / Gama, João; Pashami, Sepideh; Bifet, Albert; Sayed-Mouchaweh, Moamar; Fröning, Holger; Pernkopf, Franz; Schiele, Gregor; Blott, Michaela (Eds.). Cham: Springer, 2020, pp. 256 – 267
    DOI

    • Journal articles

  • Burger, Alwyn Johannes; Cichiwskyj, Christopher; Schmeißer, Stephan; Schiele, Gregor
    The Elastic Internet of Things - A Platform for Self-Integrating and Self-Adaptive IoT-Systems with Support for Embedded Adaptive Hardware
    In: Future Generation Computer Systems, Vol. 113, 2020, pp. 607 – 619
    DOI
  • Schmeißer, Stephan; Schiele, Gregor
    coSense: The Collaborative Sensing Middleware for the Internet-of-Things
    In: ACM/IMS Transactions on Data Science, Vol. 1, 2020, Nr. 4, pp. 28
    DOI (Open Access)

    • Books, Collections, Proceedings

  • Gama, Joao; Pashami, Sepideh; Bifet, Albert; Sayed-Mouchawe, Moamar; Fröning, Holger; Pernkopf, Franz; Schiele, Gregor; Blott, Michaela (Eds.)
    IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning
    2nd International Workshop on IoT Streams for Data-Driven Predictive Maintenance ; IoT Streams 2020 ; September 14-18, 2020; Ghent, Belgium,
    Cham: Springer, 2020
    (Communications in Computer and Information Science)
    DOI, Online Full Text

    • 2019

    Book chapters / Proceedings papers

  • Schiele, Gregor; Burger, Alwyn Johannes; Cichiwskyj, Christopher
    The Elastic Node: An Experimentation Platform for Hardware Accelerator Research in the Internet of Things
    In: Proceedings of the IEEE International Conference on Autonomic Computing / ICAC 2019; Umea; Sweden; 16 - 20 June 2019. Piscataway Township: IEEE, 2019, pp. 84 – 94
    DOI, Online Full Text

    • Journal articles

  • Babaei, Armin; Schiele, Gregor
    Physical unclonable functions in the internet of things : State of the art and open challenges
    In: Sensors, Vol. 19, 2019, Nr. 14, pp. 3208
    DOI (Open Access)

    • Books, Collections, Proceedings

  • Handte, Marcus; Marrón, Pedro José; Schiele, Gregor; Matoses, Manuel Serrano
    Adaptive middleware for the internet of things : The GAMBAS approach
    Aalborg: River Publishers, 2019
    DOI, Online Full Text (Open Access)

    • 2018

    Book chapters / Proceedings papers

  • Erbati, Mohammad Mohammadi; Schiele, Gregor; Batke, Gerd
    Analysis of LoRaWAN technology in an Outdoor and an Indoor Scenario in Duisburg-Germany
    In: Proceedings of the 3rd International Conference on Computer and Communication Systems / ICCCS 2018; Nagoya; Japan; 27 - 30 April 2018. Piscataway Township: Institute of Electrical and Electronics Engineers Inc., 2018, pp. 327 – 331
    DOI
  • Burger, Alwyn Johannes; Schiele, Gregor
    Demo Abstract : Deep Learning on an Elastic Node for the Internet of Things
    In: IEEE International Conference on Pervasive Computing and Communications Workshops / PerCom Workshops 2018; Athens; Greece; 19-23 March 2018: Institute of Electrical and Electronics Engineers Inc., 2018, pp. 424 – 426
    DOI
  • Zhu, Xuanjiao; Handte, Marcus; Eskicioglu, Rasit
    Poster abstract: RF technologies for indoor localization and positioning
    In: SenSys 2018 - Proceedings of the 16th Conference on Embedded Networked Sensor Systems / SENSYS 2018; Shenzhen; China; 4 - 7 November 2018: Association for Computing Machinery, Inc, 2018, pp. 428 – 429
    DOI

    • 2017

    Book chapters / Proceedings papers

  • Schmeißer, Stephan; Schiele, Gregor
    Adaptive Aggregation of Redundant Sensor Data in the Internet of Things
    In: Proceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016 / International Conference on Computational Science and Computational Intelligence, CSCI 2016; Las Vegas; United States; 15 December 2016 through 17 December 2016 / Arabnia, Hamid R.; Deligiannidis, Leonidas; Yang, Mary (Eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers Inc., 2017, pp. 1387 – 1388
    DOI
  • Burger, Alwyn Johannes; Cichiwskyj, Christopher; Schiele, Gregor
    Elastic Nodes for the Internet of Things : A Middleware-Based Approach
    In: Proceedings - 2017 IEEE International Conference on Autonomic Computing, ICAC 2017 / 14th IEEE International Conference on Autonomic Computing, ICAC 2017; The Ohio State University Columbus; United States; 17 July 2017 through 21 July 2017 / Wang, Xiaorui (Eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers Inc., 2017, pp. 73 – 74
    DOI
  • Babaei, Armin; Schiele, Gregor
    Spatial reconfigurable physical unclonable functions for the internet of things
    In: Security, privacy, and anonymity in computation, communication, and storage: Proceedings / 10th International Conference on Security, Privacy and Anonymity in Computation, Communication and Storage, SpaCCS 2017; Guangzhou; China; 12 December 2017 through 15 December 2017 / Wang, Guojin; Atiquazzaman, Mohammed; Yan, Zhen (Eds.). Berlin: Springer Verlag, 2017, pp. 312 – 321
    DOI
  • Loviska, Milan; Krause, Otto; Griwodz, Carsten; Engelbrecht, Herman A.; Schiele, Gregor
    Third Life Project
    In: Mixed Reality and the Theatre of the Future, Arts and New Technologies / Weijdom, Joris (Eds.). Brüssel: IETM, 2017, pp. 41 – 47
    Online Full Text
  • Kieselmann, Olga; Wacker, Arno; Schiele, Gregor
    k-rAC : a Fine-Grained k-Resilient Access Control Scheme for Distributed Hash Tables
    In: Proceedings of the 12th International Conference on Availability, Reliability and Security / ARES '17, Reggio Calabria, Italy , August 29 - September 01, 2017. New York: ACM, 2017, pp. 43
    DOI, Online Full Text (Open Access)

    • 2016

    Book chapters / Proceedings papers

  • Loviska, Milan; Krause, Otto; Engelbrecht, Herman A.; Nel, Jason B.; Schiele, Gregor; Burger, Alwyn Johannes; Schmeißer, Stephan; Cichiwskyj, Christopher; Calvet, Lilian; Griwodz, Carsten; Halvorsen, Pål
    Immersed gaming in Minecraft
    In: Proceedings of the 7th International Conference on Multimedia Systems (MMSys'16) / MMSys'16 - 7th International Conference on Multimedia Systems, 10-13 May 2016, Klagenfurt, Austria / Association for Computing Machinery (ACM) (Eds.). New York: Association for Computing Machinery (ACM), 2016, 32
    DOI
  • Cichiwskyj, Christopher; Schiele, Gregor
    Using field-programmable gate arrays for learning non player characters
    In: Proceedings of the 8th International Workshop on Massively Multiuser Virtual Environments (MMVE'16) / 8th International Workshop on Massively Multiuser Virtual Environments (MMVE'16), 12 May 2016, Klagenfurt, Austria3, 2016 / Association for Computing Machinery (ACM) (Eds.). New York: Association for Computing Machinery (ACM), 2016, 2
    DOI

    • 2015

    Journal articles

  • Krupitzer, Christian; Roth, Felix Maximilian; Vansyckel, Sebastian; Schiele, Gregor; Becker, Christian
    A survey on engineering approaches for self-adaptive systems
    In: Pervasive and Mobile Computing, Vol. 17, 2015, Nr. Part B: 10 years of Pervasive Computing' In Honor of Chatschik Bisdikian, pp. 184 – 206
    DOI