MANFREDI, PAOLO

MANFREDI, PAOLO  

Dipartimento di Elettronica e Telecomunicazioni  

024543  

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Nonparametric formulation of polynomial chaos expansion based on least-square support-vector machines / Manfredi, Paolo; Trinchero, Riccardo. - In: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. - ISSN 0952-1976. - STAMPA. - 133:Part C(2024), pp. 1-20. [10.1016/j.engappai.2024.108182] 1-gen-2024 Manfredi, PaoloTrinchero, Riccardo jnl-2024-EAAI-PCE-LSSVM.pdf
SPICE‐compliant load flow analysis of power distribution networks with behavioral loads / Manfredi, Paolo; Trinchero, Riccardo; Memon, ZAIN ANWER; Stievano, Igor S.. - In: INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS. - ISSN 0098-9886. - STAMPA. - 52:4(2024), pp. 1597-1606. [10.1002/cta.3853] 1-gen-2024 Paolo ManfrediRiccardo TrincheroZain Anwer MemonIgor S. Stievano jnl-2023-IJCTA-power-flow.pdf
Stochastic and multi-objective design of photonic devices with machine learning / Manfredi, Paolo; Waqas, Abi; Melati, Daniele. - In: SCIENTIFIC REPORTS. - ISSN 2045-2322. - ELETTRONICO. - 14:1(2024), pp. 1-11. [10.1038/s41598-024-57315-4] 1-gen-2024 Manfredi, Paolo + jnl-2024-SciRep.pdf
Conservative Surrogate Modeling of Crosstalk with Application to Uncertainty Quantification / Manfredi, Paolo. - ELETTRONICO. - (2023), pp. 1-4. (Intervento presentato al convegno IEEE 27th Workshop on Signal and Power Integrity (SPI 2023) tenutosi a Aveiro, Portogallo nel 07-10 May 2023) [10.1109/SPI57109.2023.10145575]. 1-gen-2023 Manfredi, Paolo cnf-2023-SPI.pdfmanfredi-SPI-2023-iris.pdf
Efficient Implementation of the Vector-Valued Kernel Ridge Regression for the Uncertainty Quantification of the Scattering Parameters of a 2-GHz Low-Noise Amplifier / Soleimani, Nastaran; Manfredi, Paolo; Trinchero, Riccardo. - ELETTRONICO. - (2023), pp. 143-146. (Intervento presentato al convegno IEEE MTT-S International Conference on Numerical Electromagnetic and Multiphysics Modeling and Optimization (NEMO'2023) tenutosi a Winnipeg, MB (CAN) nel 28-30 June 2023) [10.1109/NEMO56117.2023.10202518]. 1-gen-2023 Soleimani, NastaranManfredi, PaoloTrinchero, Riccardo NEMO2023_UQ_LNA_Vector_Valued_KRR (2).pdfSoleimani-Efficient.pdf
Probabilistic Uncertainty Quantification of Microwave Circuits Using Gaussian Processes / Manfredi, Paolo. - In: IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES. - ISSN 0018-9480. - STAMPA. - 71:6(2023), pp. 2360-2372. [10.1109/TMTT.2022.3228953] 1-gen-2023 Paolo Manfredi jnl-2023-TMTT-GPR-UQ.pdf
Subwavelength metamaterial devices with optimization and machine learning / Melati, Daniele; Mokeddem, Zindine; Nuño Ruano, Paula; Cassan, Eric; Marris-Morini, Delphine; Vivien, Laurent; Alonso-Ramos, Carlos; Grinberg, Yuri; Al-Digeil, Muhammad; Xu, Dan-Xia; Milanizadeh, Maziyar; Zhang, Jianhao; Schmid, Jens H.; Cheben, Pavel; Khajavi, Shahrzad; Ye, Winnie N.; Waqas, Abi; Manfredi, Paolo. - ELETTRONICO. - (2023). (Intervento presentato al convegno Smart Photonic and Optoelectronic Integrated Circuits 2023 (SPIE OPTO 2023) tenutosi a San Francisco, CA, USA nel Jan-Feb 2023) [10.1117/12.2649953]. 1-gen-2023 Manfredi, Paolo + abstract_melati_photonic_west_2023.pdf
A probabilistic Gaussian process regression approach to uncertainty quantification in electromagnetic compatibility investigations / Manfredi, Paolo; Trinchero, Riccardo. - ELETTRONICO. - (2022), pp. 1-1. (Intervento presentato al convegno 3rd URSI Atlantic Radio Science meeting (AT-AP-RASC 2022) tenutosi a Gran Canaria, Spagna nel 29 maggio - 3 giugno 2022). 1-gen-2022 paolo manfrediriccardo trinchero manfredi-AT-AP-RASC-2022-abstract-ieee-compliant.pdf
A Probabilistic Machine Learning Approach for the Uncertainty Quantification of Electronic Circuits Based on Gaussian Process Regression / Manfredi, P.; Trinchero, R.. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - STAMPA. - 41:8(2022), pp. 2638-2651. [10.1109/TCAD.2021.3112138] 1-gen-2022 Manfredi P.Trinchero R. FINAL VERSION.pdfjnl-2022-TCAD-GPR-UQ.pdf
Development of a remedial course for students who attend classes of circuit theory / Perano, ENRICO FAUSTO; Manfredi, Paolo. - ELETTRONICO. - (2022), pp. 8-9. (Intervento presentato al convegno 4th International Conference on Higher Education Learning Methodologies and Technologies Online (HELMeTO 2022) tenutosi a Palermo, Italia nel 21-23 settembre 2022). 1-gen-2022 enrico peranopaolo manfredi RC_paper_final.pdfcnf-2022-HELMeTO.pdf
Dimensionality reduction and optimization for the inverse design of photonic integrated devices / Melati, Daniele; Dezfouli, Mohsen Kamandar; Grinberg, Yuri; Al-Digeil, Muhammad; Xu, Dan-Xia; Schmid, Jens H.; Cheben, Pavel; Waqas, Abi; Manfredi, Paolo; Khajavi, Shahrzad; Ye, Winnie; Nuño-Ruano, Paula; Zhang, Jianhao; Cassan, Eric; Marris-Morini, Delphine; Vivien, Laurent; Alonso-Ramos, Carlos. - ELETTRONICO. - (2022). (Intervento presentato al convegno Smart Photonic and Optoelectronic Integrated Circuits 2022 (SPIE OPTO 2022) tenutosi a San Francisco, CA, USA nel 5 Marzo 2022) [10.1117/12.2617543]. 1-gen-2022 Manfredi, Paolo + abstract_melati_photonic_west_2022.pdf
Multi-objective optimization for photonic systems with advanced functionalities and improved performance / Melati, D.; Dezfouli, M. K.; Grinberg, Y.; Al-Digeil, M.; Xu, D. -X.; Schmid, J. H.; Cheben, P.; Waqas, A.; Manfredi, P.; Khajavi, S.; Ye, W. N.; Nuño-Ruano, P.; Zhang, J.; Mokeddem, Z.; Cassan, E.; Marris-Morini, D.; Vivien, L.; Alonso-Ramos, C.. - ELETTRONICO. - (2022). (Intervento presentato al convegno 24th Photonics North Conference (Photonics North 2022) tenutosi a Niagara Falls, ON, Canada nel May 2022). 1-gen-2022 P. Manfredi + melati_photonics_north_2022.pdf
A Nonparametric Surrogate Model for Stochastic Crosstalk Analysis Including Confidence Bounds / Manfredi, Paolo; Trinchero, Riccardo. - ELETTRONICO. - (2021), pp. 1-4. (Intervento presentato al convegno 2021 IEEE 25th Workshop on Signal and Power Integrity tenutosi a Siegen, Germany nel 10-12 May 2021) [10.1109/spi52361.2021.9505176]. 1-gen-2021 Paolo ManfrediRiccardo Trinchero manfredi-SPI-2021-final.pdfcnf-2021-SPI.pdf
Compressed stochastic macromodeling of electrical systems via rational polynomial chaos and principal component analysis / Manfredi, Paolo; Grivet-Talocia, Stefano. - ELETTRONICO. - (2021), pp. 1-3. (Intervento presentato al convegno 2021 Asia-Pacific International Symposium on Electromagnetic Compatibility (APEMC 2021) tenutosi a Bali, Indonesia nel 27-30 settembre 2021) [10.1109/APEMC49932.2021.9596663]. 1-gen-2021 Manfredi, PaoloGrivet-Talocia, Stefano 2021130778.pdfcnf-2021-APEMC.pdf
Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities / Melati, Daniele; Dezfouli, Mohsen Kamandar; Grinberg, Yuri; Al-Digeil, Muhammad; Xu, Dan-Xia; Schmid, Jens H.; Cheben, Pavel; Waqas, Abi; Manfredi, Paolo; Zhang, Jianhao; Vivien, Laurent; Alonso-Ramos, Carlos. - ELETTRONICO. - (2021), pp. 1-4. (Intervento presentato al convegno 2021 European Conference on Optical Communication (ECOC 2021) tenutosi a Bordeaux, Francia nel 13-16 settembre 2021) [10.1109/ECOC52684.2021.9606084]. 1-gen-2021 Manfredi, Paolo + cnf-2021-ECOC.pdfecoc_melati_2021_verified.pdf
Fast Stochastic Surrogate Modeling via Rational Polynomial Chaos Expansions and Principal Component Analysis / Manfredi, P.; Grivet-Talocia, S.. - In: IEEE ACCESS. - ISSN 2169-3536. - ELETTRONICO. - 9:(2021), pp. 102732-102745. [10.1109/ACCESS.2021.3097543] 1-gen-2021 Manfredi P.Grivet-Talocia S. FINAL VERSION.pdfjnl-2021-Access-rational-PC-PCA.pdf
Global design optimization in photonics: from high performance to fabrication robustness / Melati, Daniele; Dezfouli, Mohsen Kamandar; Grinberg, Yuri; Al-Digeil, Muhammad; Xu, Dan-Xia; Schmid, Jens H.; Janz, Siegfried; Waqas, Abi; Manfredi, Paolo; Alonso-Ramos, Carlos; Vivien, Laurent. - ELETTRONICO. - (2021). (Intervento presentato al convegno 23rd Photonics North Conference (PN 2021) tenutosi a Virtual Conference nel Maggio-giugno 2021). 1-gen-2021 Manfredi, Paolo + 2021_PN_Daniele.pdf
High-performance photonic integrated devices with machine learning and optimization / Melati, Daniele; Dezfouli, Mohsen Kamandar; Grinberg, Yuri; Al-Digeil, Muhammad; Xu, Dan-Xia; Schmid, Jens H.; Cheben, Pavel; Waqas, Abi; Manfredi, Paolo; Zhang, Jianhao; Vivien, Laurent; Alonso-Ramos, Carlos. - ELETTRONICO. - (2021). (Intervento presentato al convegno 2021 European Optical Society Annual Meeting (EOSAM 2021) tenutosi a Roma nel 13-17 September, 2021). 1-gen-2021 Manfredi, Paolo + abstract_EOSAM_2021_Daniele.pdf
On the Exactness of Rational Polynomial Chaos Formulation for the Uncertainty Quantification of Linear Circuits in the Frequency Domain / Manfredi, Paolo; Grivet-Talocia, Stefano. - STAMPA. - 36:(2021), pp. 23-31. (Intervento presentato al convegno Scientific Computing in Electrical Engineering (SCEE) tenutosi a Eindhoven, The Netherlands nel February 2020) [10.1007/978-3-030-84238-3_3]. 1-gen-2021 Manfredi, PaoloGrivet-Talocia, Stefano manfredi-SCEE-Proceedings-final.pdfManfredi-Nilde.pdf
Performance Variability Analysis of Photonic Circuits with Many Correlated Parameters / Waqas, A.; Manfredi, P.; Melati, D.. - In: JOURNAL OF LIGHTWAVE TECHNOLOGY. - ISSN 0733-8724. - STAMPA. - 39:14(2021), pp. 4737-4744. [10.1109/JLT.2021.3076023] 1-gen-2021 Manfredi P. + JLWT___Sparse_PCE___PCA.pdfjnl-2021-JLT.pdf