Powering AI at the Edge: A Robust, Memristor-based Binarized Neural Network with Near-Memory Computing and Miniaturized Solar Cell
Fadi Jebali, Atreya Majumdar, Clément Turck, Kamel-Eddine Harabi, Mathieu-Coumba Faye, Eloi Muhr, Jean-Pierre Walder, Oleksandr Bilousov, Amadeo Michaud, Elisa Vianello, Tifenn Hirtzlin, François Andrieu, Marc Bocquet, Stéphane Collin, Damien Querlioz, Jean-Michel Portal
Nat Commun. 2024 Jan 25;15(1):741 – https://doi.org/10.48550/arXiv.2305.12875
Reading Reliability in 1S1R OTS+PCM Devices Based on Double-Patterned Self-Aligned Structure
R. Antonelli, G. Bourgeois, V. Meli, Z. Saghi, T. Monniez, S. Martin, N. Castellani, M. Bernard, L. Fellouh, A. Salvi, S. Gout, F. Andrieu, A. Souifi, G. Navarro
ESREF 2024 – 35th European Symposium on Reliability of Electron Devices, Failure Physics and Analysis, Sep 2024, Parme, Italy. – https://hal.science/hal-04717271v1
Towards wake-up free ferroelectrics and scaling: Al-doped HZO and its crystallographic texture.
Sünbül, A., Lehninger, D., Pourjafar, A., Yang, S., Müller, F., Olivo, R., Kämpfe, T., Seidel, K., Eng, L., & Lederer, M. Memories
Materials, Devices, Circuits and Systems – https://doi.org/10.1016/j.memori.2024.100110
Toward Energy-Efficient Ferroelectric Field-Effect Transistors and Ferroelectric Random Access Memories: Tailoring the Coercive Field of Ferroelectric HfO2 Films.
Lehninger, D., Sünbül, A., Seidel, K. and Lederer
M. Phys. Status Solidi A 2300712. – https://doi.org/10.1002/pssa.202300712
Integration of ferroelectric devices for advanced in-memory computing concepts
Konrad Seidel, David Lehninger, Ayse Sünbül, Raik Hoffmann, Ricardo Revello, Nandakishor Yadav, Alptekin Vardar, Matthias Landwehr, Andreas Heinig, Hannes Mähne, Kerstin Bernert, Steffen Thiem, Thomas Kämpfe and Maximilian Lederer
2024 Jpn. J. Appl. Phys – https://doi.org/10.35848/1347-4065/ad3ce2
A Readout Scheme for PCM-Based Analog in-Memory Computing With Drift Compensation Through Reference Conductance Tracking
Antolini, Alessio; Lico, Andrea; Zavalloni, Francesco; Scarselli, Eleonora Franchi; Gnudi, Antonio; Torres, Mattia Luigi; Canegallo, Roberto; Pasotti, Marco
IEEE OPEN JOURNAL OF SOLID-STATE CIRCUITS – https://dx.doi.org/10.1109/ojsscs.2024.3432468
HW-SW Optimization of DNNs for Privacy-Preserving People Counting on Low-Resolution Infrared Arrays
Matteo Risso; Chen Xie; Francesco Daghero; Alessio Burrello; Seyedmorteza Mollaei; Marco Castellano; Enrico Macii; Massimo Poncino; Daniele Jahier Pagliari
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) – doi: 10.23919/DATE58400.2024.10546798.
Exploring Deep Learning for Adaptive Energy Detection Threshold Determination: A Multistage Approach
Bedir, Oguz, Ali Riza Ekti, and Mehmet Kemal Ozdemir
2023 Electronics 12, no. 19: 4183 – https://doi.org/10.3390/electronics12194183
ASIL-D Automotive-Grade Microcontroller in 28nm FD-SOI with Full-OTA Capable 21MB Embedded PCM Memory and Highly Scalable Power Management
N. Grossier, F. Disegni, A. Ventre, A. Barcella, R. Mariani, V. Marino, S. Mazzara, A.Scavuzzo, M. Bansal, S. Balwinder, A. Anand, S. Banzal, D. Joshi, R. Narwal, M. Niranjani, K. Trivedi, P.Ferreira, R. Ranica, L. Vullo, A. Cathelin, A. Maurelli, S. Pezzini and M. Peri
2023 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits), Kyoto, Japan, 2023, pp. 1-2 – 10.23919/VLSITechnologyandCir57934.2023.10185252
Revealing the quantum nature of the voltage-induced conductance changes in oxygen engineered yttrium oxide-based RRAM devices
F. L. Aguirre, E. Piros, N. Kaiser , T. Vogel , S. Petzold, J. Gehrunger, C. Hochberger, T. Oster, K. Hofmann, J. Suñé, E. Miranda & L. Alff
Scientific reports 2024, 14, 1122 – https://doi.org/10.1038/s41598-023-49924-2
Impact of Non-Stoichiometric Phases and Grain Boundarieson the Nanoscale Forming and Switching of HfOxThinFilms
Niclas Schmidt, Nico Kaiser, Tobias Vogel, Eszter Piros, Silvia Karthäuser, Rainer Waser,Lambert Alff, and Regina Dittmann
Advanced Electronic Materials 2024, 2300693 – https://doi.org/10.1002/aelm.202300693
TextureTransferin DielectricLayersvia NanocrystallineNetworks:Insights from in Situ 4D-STEM
RobertWinkler,AlexanderZintler,OscarRecalde-Benitez,TianshuJiang,DéspinaNasiou,EsmaeilAdabifiroozjaei,PhilippSchreyer,TaewookKim, EszterPiros,NicoKaiser,TobiasVogel,StefanPetzold,LambertAlff, and LeopoldoMolina-Luna
Nano Lett. 2024, 24, 10, 2998–3004 – https://doi.org/10.1021/acs.nanolett.3c03941
Cyber-WISE: A Cyber-Physical Deep Wireless Indoor Positioning System and Digital Twin Approach
Muhammed Zahid Karakusak, Hasan Kivrak , Simon Watson and Mehmet Kemal Ozdemir
Sensors 2023, 23, 9903 – https://doi.org/10.3390/s23249903
Powering AI at the edge: A robust, memristor-based binarized neural network with near-memory computing and miniaturized solar cell
Fadi Jebali,Atreya Majumdar,Clément Turck, Kamel-Eddine Harabi, Mathieu-Coumba Faye,Eloi Muhr, Jean-Pierre Walder, Oleksandr Bilousov,Amadéo Michaud,Elisa Vianello , Tifenn Hirtzlin, François Andrieu, Marc Bocquet,Stéphane Collin, Damien Querlioz & Jean-Michel Portal
Nature Communications | (2024)15:741 – https://doi.org/10.1038/s41467-024-44766-6
A study on imprint behavior of ferroelectric hafnium oxide caused by high-temperature annealing
A. Sünbül, D. Lehninger, M. Lederer, H. Mähne, R. Hoffmann, K. Bernert, S. Thiem, F. Schöne, M. Döllgast, N. Haufe, L. Roy, T. Kämpfe, K. Seidel, and L.M. En
Phys. Status Solidi A2023,220, 2300067 – https://doi.org/10.1002/pssa.202300067
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays
Chen Xie, Francesco Daghero, Yukai Chen, Marco Castellano, Luca Gandolfi, Andrea Calimera, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari IEEE Internet of Things Journal, vol. 10, no. 15, pp. 13895-13907, 1 Aug.1, 2023 – https://ieeexplore.ieee.org/abstract/document/10089174
MindReader: Unsupervised Classification of Electroencephalographic Data
Rivas-Carrillo Salvador Daniel, Akkuratov Evgeny E., Valdez Ruvalcaba Hector, Vargas-Sanchez, Angel, Komorowski Jan, San-Juan Daniel, Grabherr Manfred G.
Sensors 2023, 23(6), 2971- https://doi.org/10.3390/s23062971
Simulation of the effect of material properties on yttrium oxide memristor-based artificial neural networks
F Aguirre, E Piros, N Kaiser, T Vogel, S Petzold, J Gehrunger, T Oster, K Hofmann, C Hochberger, J Suñé, L Alff, E Miranda
APL Machine Learning 1, 036104 (2023) – https://doi.org/10.1063/5.0143926
Crystal and electronic structure of oxygen vacancy stabilized rhombohedral hafnium oxide
Nico Kaiser, Eszter Piros, Philipp Schreyer, Taewook Kim, Stefan Petzold, Roser Valenti, Youngjoon Song, Tobias Vogel, Lambert Alff
ACS Applied Electronic Materials 2023, 5, 2, 754–763 – https://doi.org/10.1021/acsaelm.2c01255
Oxide thickness-dependent resistive switching characteristics of Cu/HfO2/Pt ECM devices
Taewook Kim, Tobias Vogel, Eszter Piros, Déspina Nasiou, Nico Kaiser, Philipp Schreyer, Robert Winkler, Alexander Zintler, Alexey Arzumanov, Stefan Petzold, Leopoldo Molina-Luna, Lambert Alff
Appl. Phys. Lett. 122, 023502 (2023) – https://doi.org/10.1063/5.0124781
Decoding Algorithms and HW Strategies to Mitigate Uncertainties in a PCM-Based Analog Encoder for Compressed Sensing
Paolino et al.
Low Power Electron. Appl. 2023, 13(1), 17; https://doi.org/10.3390/jlpea13010017 – https://cris.unibo.it/handle/11585/915281
Combined HW/SW Drift and Variability Mitigation for PCM-based Analog In-memory Computing for Neural Network Applications
Antolini et al. EEE
Journal on Emerging and Selected Topics in Circuits and Systems, vol. 13, no. 1, pp. 395-407, March 2023, doi: 10.1109/JETCAS.2023.3241750 – https://cris.unibo.it/handle/11585/913711
Fast Fitting of the Dynamic Memdiode Model to the Conduction Characteristics of RRAM Devices Using Convolutional Neural Networks
Fernando Leonel Aguirre , Eszter Piros, Nico Kaiser, Tobias Vogel, Stephan Petzold, Jonas Gehrunger, Timo Oster, Christian Hochberger, Jordi Suñé , Lambert Alff and Enrique Miranda
Micromachines 2022, 13(11), 2002 – https://doi.org/10.3390/mi13112002
Ge Content Optimization in Ge(SbSe)N OTS Materials for Selector Applications
C. Laguna , M. Bernard, F. Fillot, D. Rouchon, N. Rochat, J. Garrione, L. Prazakova, E. Nolot, V. Meli, N. Castellani, S. Martin, C. Sabbione, G. Bourgeois , M.C. Cyrille, L. Militaru, A. Souifi, F. Andrieu, G. Navarro
. IEEE Transactions on Electron Devices, vol. 69, no. 11, pp. 6277-6283, Nov. 2022. – 10.1109/TED.2022.3203368
Multilayered Sb-Rich GeSbTe Phase-Change Memory for Best Endurance and Reduced Variability
Giusy Lama, M. Bernard, G. Bourgeois , J. Garrione, V. Meli, N. Castellani, C. Sabbione , L. Prazakova , D. Fernandez Rodas, E. Nolot, M.C. Cyrille, F. Andrieu, G. Navarro.
IEEE Transactions on Electron Devices, vol. 69, no. 8, pp. 4248-4253, Aug. 2022 –doi: 10.1109/TED.2022.3184659
End-to-end modelling of variability-aware neural networks based on resistive-switching memory arrays
A. Glukhov, N. Lepri, V. Milo, A. Baroni, C. Zambelli, P. Olivo, E. Pérez, C. Wenger and D. Ielmini. (2022) IFIP/IEEE 30th International Conference on Very Large Scale Integration
(VLSI-SoC), 2022, pp. 1-5, 10.1109/VLSI-SoC54400.2022.9939653
An Energy-efficient In-Memory Computing Architecture for Survival Data Analysis based on Resistive Switching Memories (RRAM)
A. Baroni, A. Glukhov, E. Pérez, C. Wenger, E. Calore, S. F. Schifano, P. Olivo, D. Ielmini and C. Zambelli.
Neurosci. 16:932270 (2022). 10.3389/fnins.2022.932270
Ferroelectric [HfO2/ZrO2] Superlattices with Enhanced Polarization, Tailored Coercive Field, and Improved High Temperature Reliability
David Lehninger, Aditya Prabhu, Ayse Sünbül, Tarek Ali, Fred Schöne, Thomas Kämpfe, Kati Biedermann, Lisa Roy, Konrad Seidel, Maximilian Lederer, Lukas M.
Eng Adv. Physics Res.2023. https://doi.org/10.1002/apxr.202200108
2022 Roadmap on Neuromorphic Computing and Engineering
D. V. Christensen, et al. Neuromorph. Comput. Eng. 2, 022501 (2022). 10.1088/2634-4386/ac4a83
Low Conductance State Drift Characterization and Mitigation in Resistive Switching Memories (RRAM) for Artificial Neural Networks
A. Baroni, A. Glukhov, E. Perez, C. Wenger, D. Ielmini, P. Olivo and C. Zambelli
IEEE Trans. Device Mater. Reliability 22, 340-347 (2022), 10.1109/TDMR.2022.3182133
Roadmap on Neuromorphic Computing and Engineering
D. V. Christensen, et al.
Neuromorph. Comput. Eng. 2, 022501 (2022). 10.1088/2634-4386/ac4a83 2022
RSS-Based Wireless LAN Indoor Localization and Tracking Using Deep Architectures
Muhammed Zahid Karakusak,Hasan Kivrak, Hasan Fehmi Ates and Mehmet Kemal Ozdemir
Big Data Cogn. Comput. 2022, 6(3), 84; https://doi.org/10.3390/bdcc6030084
Ferroelectric FETs With Separated Capacitor in the Back-End-of-Line: Role of the Capacitance Ratio
David Lehninger, Raik Hoffmann; Ayse Sünbül; Hannes Mähne; Thomas Kämpfe; Kerstin Bernert; Steffen Thiem; Konrad Seidel
IEEE Electron Device Letters ( Volume: 43, Issue: 11, November 2022) – doi: 10.1109/LED.2022.3204360
Review on the Microstructure of Ferroelectric Hafnium Oxides
Lederer, M., Lehninger, D., Ali, T. and Kämpfe, T.
Phys. Status Solidi RRL, 16: 220016 (2022) – https://doi.org/10.1002/pssr.202200168
A generalizable, uncertainty-aware neural network potential for GeSbTe with Monte Carlo dropout
Sung-Ho Lee, Valerio Olevano, Benoit Sklénard
Solid-State Electronics Volume 199, January 2023, 108508 – https://doi.org/10.1016/j.sse.2022.108508
Integration of labeled 4D-STEM SPED data for confirmation of phase identification
T. Vogel, A. Zintler, N. Kaiser, N. Guillaume, G. Lefèvre, M. Lederer, A. L. Serra, E. Piros, T. Kim, P. Schreyer, R. Winkler, D. Nasiou, R. R. Olivo, T. Ali, D. Lehninger, A. Arzumanov, C. Charpin-Nicolle, G. Bourgeois, L. Grenouillet, MC. Cyrille, G. Navarro, K. Seidel, T. Kämpfe, S. Petzold, C. Trautmann, L. Molina-Luna, L. Alff
Open Repository TuDatalib 2022 – 10.48328/tudatalib-896
Controlling the Formation of Conductive Pathways in Memristive Devices
Robert Winkler, Alexander Zintler, Stefan Petzold, Eszter Piros, Nico Kaiser, Tobias Vogel, Déspina Nasiou, Keith P. McKenna, Leopoldo Molina-Luna, Lambert Alff
Advanced Science 2022, 2198-3844, 2201806 – https://doi.org/10.1002/advs.202201806
Heavy ion irradiation induced phase transitions and their impact on the switching behavior of ferroelectric hafnia
M. Lederer, T. Vogel, T. Kämpfe, N. Kaiser, E. Piros, R. Olivo, T. Ali, S. Petzold, D. Lehninger, C. Trautmann, L. Alff, K. Seidel
Journal of Applied Physics 132, 064102 (2022) – https://doi.org/10.1063/5.0098953
Structural and electrical response of emerging memories exposed to heavy ion radiation
Tobias Vogel, Alexander Zintler, Nico Kaiser, Nicolas Guillaume, Gauthier Lefèvre, Maximilian Lederer, Anna Lisa Serra, Eszter Piros, Taewook Kim, Philipp Schreyer, Robert Winkler, Déspina Nasiou, Ricardo Revello Olivo, Tarek Ali, David Lehninger, Alexey Arzumanov, Christelle Charpin-Nicolle, Guillaume Bourgeois, Laurent Grenouillet, Marie-Claire Cyrille, Gabriele Navarro, Konrad Seidel, Thomas Kämpfe, Stefan Petzold, Christina Trautmann, Leopoldo Molina-Luna, and Lambert Alff
ACS Nano 2022, 16, 9, 14463–1447 – https://doi.org/10.1021/acsnano.2c04841
Impact of Ferroelectric Layer Thickness on Reliability of Back-End-of-Line-Compatible Hafnium Zirconium Oxide Films
Ayse Sünbül, David Lehninger, Raik Hoffmann, Ricardo Olivo, Aditya Prabhu, Fred Schöne, Kati Kühnel, Moritz Döllgast, Nora Haufe, Lisa Roy, Thomas Kämpfe, Konrad Seidel, Lukas M. Eng
Adv. Eng. Mater.2022, 2201124 – https://doi.org/10.1002/adem.202201124
Enhanced Conductivity and Microstructure in Highly Textured TiN1−x/c‑Al2O3 Thin Films
Alexander Zintler, Robert Eilhardt, Stefan Petzold, Sankaramangalam Ulhas Sharath, Enrico Bruder, Nico Kaiser, Lambert Alff, and Leopoldo Molina-Luna
ACS Omega 2022, 7, 2041−2048 – https://doi.org/10.1021/acsomega.1c05505
Sub 10-nm ferroelectric Gd-doped HfO2 Layers
E.V. Skopin, N. Guillaume, L. Alrifai, P. Gonon, and A. Bsiesy
Appl. Phys. Lett. 120, 172901 (2022) – https://doi.org/10.1063/5.0088505
Enhanced Conductivity and Microstructure in Highly Textured TiN1−x/c‑Al2O3 Thin Films
Alexander Zintler, Robert Eilhardt, Stefan Petzold, Sankaramangalam Ulhas Sharath, Enrico Bruder, Nico Kaiser, Lambert Alff, and Leopoldo Molina-Luna
ACS Omega 2022, 7, 2041−2048 – https://doi.org/10.1021/acsomega.1c05505
Fluorite-Structured Ferroelectric and Antiferroelectric Materials: A Gateway of Miniaturized Electronic Devices
Faizan Ali,Tarek Ali,David Lehninger,Ayse Sünbül,Alison Viegas,Ridham Sachdeva,Akmal Abbas,Malte Czernohorsky,Konrad Seidel
Adv. Funct. Mater. 2022, 2201737 – https://doi.org/10.1002/adfm.202201737
Defect-Stabilized Substoichiometric Polymorphs of Hafnium Oxide with Semiconducting Properties
Nico Kaiser, Tobias Vogel, Alexander Zintler, Stefan Petzold, Alexey Arzumanov, Eszter Piros, Robert Eilhardt, Leopoldo Molina-Luna, and Lambert Alff
ACS Appl. Mater. Interfaces 2022, 14, 1290−1303 – https://doi.org/10.1021/acsami.1c09451