siqi wang

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Publications

Noise-Optimized Neuromorphic Spiking Radio in Context- Aware IoT

Pietro Maris Ferreira , Zalfa Jouni , Siqi Wang , Geoffroy Klisnick , A. Benlarbi-Delai

IEEE Design & Test, 2025, ⟨10.1109/MDAT.2025.3547974⟩

Article dans une revue hal-04885761v1

A comparative review of deep and spiking neural networks for edge AI neuromorphic circuits

Pietro M. Ferreira , Siqi Wang , Yueyuan Gao , Aziz Benlarbi-Delai

Frontiers in Neuroscience, 2025, 19, ⟨10.3389/fnins.2025.1676570⟩

Article dans une revue hal-05294007v1

Energy-Efficient Neuromorphic RF Localization using Analog Spiking Neurons

Zalfa Jouni , Siqi Wang , A. Benlarbi-Delai , Pietro Maris Ferreira

IEEE Transactions on Circuits and Systems for Artificial Intelligence, 2025, pp.1-12. ⟨10.1109/TCASAI.2025.3571021⟩

Article dans une revue hal-05085646v1
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Unlocking Nonlinear 850-nm VCSEL Dynamics for AI Computing in Radio-Over-Fiber Networks

Siqi Wang , Jacopo Nanni , Giovanni Tartarini , Aziz Benlarbi-Delai

IEEE Microwave and Wireless Technology Letters, 2025, 35 (5), pp.585-588. ⟨10.1109/LMWT.2025.3544396⟩

Article dans une revue hal-05272672v1
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Analog Spiking Neuron Model for Unsupervised STDP-based learning in Neuromorphic Circuits

Yannaël Bossard , Zalfa Jouni , Siqi Wang , Pietro Maris Ferreira

Journal of Integrated Circuits and Systems, 2024, 19 (3), pp.1-11. ⟨10.29292/jics.v19i3.889⟩

Article dans une revue hal-04885745v1
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RF Neuromorphic Spiking Sensor for Smart IoT Devices

Zalfa Jouni , Thomas Soupizet , Siqi Wang , A. Benlarbi-Delai , Pietro Maris Ferreira

Analog Integrated Circuits and Signal Processing, 2023, ⟨10.1007/s10470-023-02164-w⟩

Article dans une revue hal-04133969v1
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Analog Spiking Neural Network Synthesis for the MNIST

Thomas Soupizet , Zalfa Jouni , Siqi Wang , A. Benlarbi-Delai , Pietro Maris Ferreira

Journal of Integrated Circuits and Systems, 2023, 18 (1), ⟨10.29292/jics.v18i1.663⟩

Article dans une revue hal-04118869v1
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A Study on Real-Valued Models for Wideband RF Power Amplifier Modeling

Siqi Wang , Rui Hou , Thomas Eriksson

IEEE Microwave and Wireless Technology Letters, 2023, 33 (12), pp.1599 - 1602. ⟨10.1109/lmwt.2023.3323765⟩

Article dans une revue hal-04642406v1
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Physics Informed Spiking Neural Networks: Application to Digital Predistortion for Power Amplifier Linearization

Siqi Wang , Pietro Maris Ferreira , Aziz Benlarbi-Delai

IEEE Access, 2023, 11, pp.48441-48453. ⟨10.1109/ACCESS.2023.3275434⟩

Article dans une revue hal-04118835v1
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A Digital Predistortion for Concurrent Dual-Band Power Amplifier Linearization Based on Periodically Nonuniform Sampling Theory

Siqi Wang , Wenhui Cao , Rui Hou , Thomas Eriksson

IEEE Transactions on Microwave Theory and Techniques, 2022, 70 (1), pp.466-475. ⟨10.1109/TMTT.2021.3119340⟩

Article dans une revue hal-03783563v1
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Augmented Iterative Learning Control for Neural-Network-Based Joint Crest Factor Reduction and Digital Predistortion of Power Amplifiers

Siqi Wang , Morgan Roger , Julien Sarrazin , Caroline Lelandais-Perrault

IEEE Transactions on Microwave Theory and Techniques, 2020, ⟨10.1109/TMTT.2020.3011152⟩

Article dans une revue hal-02872144v1
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A Joint Crest Factor Reduction and Digital Predistortion for Power Amplifiers Linearization Based on Clipping-and-Bank-Filtering

Siqi Wang , Morgan Roger , Julien Sarrazin , Caroline Lelandais-Perrault

IEEE Transactions on Microwave Theory and Techniques, 2020, 68 (7), pp.2725-2733. ⟨10.1109/TMTT.2019.2956036⟩

Article dans une revue hal-02054109v3
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An Efficient Method to Study the Tradeoff Between Power Amplifier Efficiency and Digital Predistortion Complexity

Siqi Wang , Morgan Roger , Julien Sarrazin , Caroline Lelandais-Perrault

IEEE Microwave and Wireless Components Letters, 2019, 29 (11), pp.741 - 744. ⟨10.1109/LMWC.2019.2939911⟩

Article dans une revue hal-02054967v2
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Hyperparameter Optimization of Two-Hidden-Layer Neural Networks for Power Amplifiers Behavioral Modeling Using Genetic Algorithms

Siqi Wang , Morgan Roger , Julien Sarrazin , Caroline Lelandais-Perrault

IEEE Microwave and Wireless Components Letters, 2019, 29 (12), pp.802-805. ⟨10.1109/LMWC.2019.2950801⟩

Article dans une revue hal-02397943v1
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Impacts of Crest Factor Reduction and Digital Predistortion on Linearity and Power Efficiency of Power Amplifiers

Siqi Wang , Morgan Roger , Caroline Lelandais-Perrault

IEEE Transactions on Circuits and Systems II: Express Briefs, 2018, 66 (3), pp.407-411. ⟨10.1109/TCSII.2018.2855084⟩

Article dans une revue hal-01846123v1
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A Hodgkin-Huxley Interpretation of Power Amplifiers Memory Effects in Stochastic Computing

Siqi Wang , Yueyuan Gao , Shipra Shipra , A. Benlarbi-Delai

IEEE Microwaves, Antennas and Propagation Conference, MAPCON – 2025, Dec 2025, Kochi, India

Communication dans un congrès hal-05272733v1
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Energy Efficient AI-Computing Using VCSEL-based Optical Communication System

Siqi Wang , Jacopo Nanni , Giovanni Tartarini , Aziz Benlarbi-Delai

2025 IEEE Photonics Conference (IPC 2025), Nov 2025, Singapour, Singapore

Communication dans un congrès hal-05272681v1

Design Framework for Energy-Efficient Analog Neural Network using Multilayer Perceptron Models

Zalfa Jouni , Théo Prats Rioufol , Philippe Ramos , Siqi Wang , A. Benlarbi-Delai et al.

2025 23rd IEEE Interregional NEWCAS Conference, Jun 2025, Paris, France

Communication dans un congrès hal-05085651v1
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Out-of-Band Digital Predistortion in Joint Communication-Computation Networks for Transmission Standards

Siqi Wang , Aziz Benlarbi Delai

23rd IEEE International NEWCAS Conference, Jun 2025, Paris, France

Communication dans un congrès hal-05272709v1
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AI-Computing Through Low-Consumption VCSEL-based Analog Radio-over-Fiber System

Jacopo Nanni , Siqi Wang , Aziz Benlarbi Delai , Giovanni Tartarini

International Topical Meeting on Microwave Photonics 2025, Oct 2025, Quebec City, Province of Quebec, Canada

Communication dans un congrès hal-05272701v1

Analog Spiking-Rate Neuromorphic System for Efficient RF Source Localization

Zalfa Jouni , Siqi Wang , A. Benlarbi-Delai , Pietro Maris Ferreira

IEEE International Conference Electronics Circuit and System, Nov 2024, Nancy, France. ⟨10.1109/ICECS61496.2024.10849126⟩

Communication dans un congrès hal-04906487v1

The Influence of Temporal Dependency on Training Algorithms for Spiking Neural Networks

Yongtao Wei , Siqi Wang , Farid Nait-Abdesselam , Aziz Benlarbi-Delai

2024 International Wireless Communications and Mobile Computing (IWCMC), May 2024, Ayia Napa, Cyprus. pp.1036-1041, ⟨10.1109/IWCMC61514.2024.10592342⟩

Communication dans un congrès hal-05226371v1

A Comparative Study of Supervised Learning Algorithms for Spiking Neural Networks

Yongtao Wei , Farid Nait-Abdesselam , Siqi Wang , Aziz Benlarbi-Delai

2024 7th International Conference on Advanced Communication Technologies and Networking (CommNet), Dec 2024, Rabat, Morocco. pp.1-6, ⟨10.1109/CommNet63022.2024.10793336⟩

Communication dans un congrès hal-05226358v1
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Power Consumption Estimation of Digital Predistortion based on Spiking Neural Networks

Siqi Wang , Pietro M. Ferreira , Julien Sarrazin , A. Benlarbi-Delai

2024 22nd IEEE Interregional NEWCAS Conference (NEWCAS), Jun 2024, Sherbrooke, France. pp.338-342, ⟨10.1109/NewCAS58973.2024.10666321⟩

Communication dans un congrès hal-04885723v1

Joint Communication and Computation Using RF Amplifier-based Neural Network

Siqi Wang , Ayça Özçelikkale , Aziz Benlarbi-Delai

2024 54th European Microwave Conference (EuMC), Sep 2024, Paris, France. pp.1058-1061, ⟨10.23919/EuMC61614.2024.10732352⟩

Communication dans un congrès hal-05224444v1

Prédistorsion numérique pour linéariser les amplificateurs de puissance à l’aide de réseaux de neurones à spike (SNN) via retour Over-the-Air

Siqi Wang , Julien Sarrazin , Morgan Roger , Caroline Lelandais-Perrault , Pietro Maris Ferreira et al.

Journées Nationales Microondes, Jun 2024, Antibes Juan-Les-Pins, France

Communication dans un congrès hal-05302637v1
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Jitter Noise Impact on Analog Spiking Neural Networks: STDP Limitations

Zalfa Jouni , Théo Prats Rioufol , Siqi Wang , A. Benlarbi-Delai , Pietro Maris Ferreira

36th SBC/SBMicro/IEEE/ACM Symposium on Integrated Circuits and Systems Design (SBCCI),, Aug 2023, Rio de Janeiro, Brazil. ⟨10.1109/sbcci60457.2023.10261661⟩

Communication dans un congrès hal-04193888v1

Study of Spiking Neural Network-Based Regressor on Applications in Digital Predistortion for Power Amplifiers

Yongtao Wei , Siqi Wang , Farid Nait-Abdesselam , Aziz Benlarbi-Delai

2023 6th International Conference on Advanced Communication Technologies and Networking (CommNet), Dec 2023, Rabat, Morocco. pp.1-7, ⟨10.1109/CommNet60167.2023.10365305⟩

Communication dans un congrès hal-05226391v1
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Dual-band Transmitter Linearization using Spiking Neural Networks

Siqi Wang , Pietro Maris Ferreira , A. Benlarbi-Delai

IEEE Proc. Asia-Pacific Microwave Conference, Nov 2022, Yokohama, Japan, France

Communication dans un congrès hal-03799133v1
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Smart IoT - Implementation of Neuromorphic Circuits

Artur Piana , Siqi Wang , Joao Frischenbruder Sulzbach , Paolo Zaniboni , Raphael El-Haddad et al.

7th Forum on Research and Technologies for Society and Industry Innovation, Aug 2022, Paris, France

Communication dans un congrès hal-03726659v1
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Sub-nJ per Decison Schmitt Trigger Comparator for Neuromorphic Spike Detection in 55nm Technology

Joao Frischenbruder Sulzbach , Siqi Wang , Zalfa Jouni , A. Benlarbi-Delai , Geoffroy Klisnick et al.

7th Forum on Research and Technologies for Society and Industry Innovation, Aug 2022, Paris, France. ⟨10.1109/RTSI55261.2022.9905228⟩

Communication dans un congrès hal-03726654v1
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Linéarisation des Amplificateurs de Puissance dans les réseaux d’Antennes Millimétriques via retour “Over-the-Air””,

Siqi Wang , Morgan Roger , Caroline Lelandais-Perrault , Julien Sarrazin

22èmes Journées Nationales Micro-ondes (JNM 2022), Jun 2022, Limoges, France

Communication dans un congrès hal-03930285v1
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1.2 nW Neuromorphic Enhanced Wake-Up Radio

Zalfa Jouni , Thomas Soupizet , Siqi Wang , A. Benlarbi-Delai , Pietro Maris Ferreira

35th SBC/SBMicro/IEEE/ACM Symposium on Integrated Circuits and Systems Design (SBCCI), Aug 2022, Porto Alegre, Brazil. ⟨10.1109/SBCCI55532.2022.9893247⟩

Communication dans un congrès hal-03689791v1
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Behavioral Modeling of Nonlinear Power Amplifiers Using Spiking Neural Networks

Siqi Wang , Pietro Maris Ferreira , A. Benlarbi-Delai

IEEE New Circuits System Conference (NEWCAS), Jun 2022, Quebec, Canada

Communication dans un congrès hal-03689855v1
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Optimization of a pruned 2-D Digital Predistortion Model Structure for Power Amplifiers Linearization

Siqi Wang , Morgan Roger , Caroline Lelandais-Perrault

NEWCAS 2019 17th IEEE International New Circuits and Systems Conference, Jun 2019, Munich, Germany. ⟨10.1109/NEWCAS44328.2019.8961300⟩

Communication dans un congrès hal-02054960v2
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Clipping-and-Bank-Filtering Technique in Joint Crest Factor Reduction and Digital Predistortion for Power Amplifiers

Siqi Wang , Morgan Roger , Caroline Lelandais-Perrault

2018 Asia-Pacific Microwave Conference (APMC), Nov 2018, Kyoto, Japan. ⟨10.23919/apmc.2018.8617530⟩

Communication dans un congrès hal-01950225v1
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1.2 nW Neuromorphic Enhanced Wake-Up Radio

Zalfa Jouni , Thomas Soupizet , Siqi Wang , A. Benlarbi-Delai , Pietro Maris Ferreira

Colloque du GdR SOC2, Jun 2022, Strasbourg, France. 2022

Poster de conférence hal-03690092v1