MANFREDI, PAOLO
MANFREDI, PAOLO
Dipartimento di Elettronica e Telecomunicazioni
024543
A Multi-Output Active Learning Method for the Uncertainty Quantification of PCB Lines
2025 Cusano, Michele; Trinchero, Riccardo; Stievano, Igor S.; Grivet-Talocia, Stefano; Manfredi, Paolo; Schatt, Stefanie
A Hybrid Polynomial Chaos Expansion and Gaussian Process Regression Method for Forward Uncertainty Quantification of Integrated Circuits
2024 Manfredi, Paolo; Trinchero, Riccardo
Compressed SPICE-Compliant IC Models via Machine Learning Kernel Regression
2024 Atlante, Marco; Trinchero, Riccardo; Bradde, Tommaso; Manfredi, Paolo; Stievano, Igor S.
Efficient Parametric Assessment of Worst-Case Voltage Droop in Power Delivery Networks
2024 Bradde, Tommaso; Carlucci, Antonio; Trinchero, Riccardo; Manfredi, Paolo; Grivet-Talocia, Stefano
Uncertainty Quantification and Sensitivity Analysis of Crosstalk in PCB Lines via the Combination of Machine Learning and Polynomial Chaos Expansion
2024 Manfredi, Paolo; Trinchero, Riccardo
Vector-Valued Kernel Ridge Regression for the Modeling of the Scattering Parameters of a Slotted Ground PCB Structure
2024 Soleimani, Nastaran; Bradde, Tommaso; Manfredi, Paolo; Stievano, Igor; Trinchero, Riccardo
A Stochastic Active Learning Strategy for Gaussian Process Models with Application to the Uncertainty Quantification of Signal Integrity
2023 Manfredi, Paolo
Conservative Surrogate Modeling of Crosstalk with Application to Uncertainty Quantification
2023 Manfredi, Paolo
Efficient Implementation of the Vector-Valued Kernel Ridge Regression for the Uncertainty Quantification of the Scattering Parameters of a 2-GHz Low-Noise Amplifier
2023 Soleimani, Nastaran; Manfredi, Paolo; Trinchero, Riccardo
Subwavelength metamaterial devices with optimization and machine learning
2023 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
A probabilistic Gaussian process regression approach to uncertainty quantification in electromagnetic compatibility investigations
2022 Manfredi, Paolo; Trinchero, Riccardo
Development of a remedial course for students who attend classes of circuit theory
2022 Perano, ENRICO FAUSTO; Manfredi, Paolo
Dimensionality reduction and optimization for the inverse design of photonic integrated devices
2022 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
Multi-objective optimization for photonic systems with advanced functionalities and improved performance
2022 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.
A Nonparametric Surrogate Model for Stochastic Crosstalk Analysis Including Confidence Bounds
2021 Manfredi, Paolo; Trinchero, Riccardo
Compressed stochastic macromodeling of electrical systems via rational polynomial chaos and principal component analysis
2021 Manfredi, Paolo; Grivet-Talocia, Stefano
Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities
2021 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
Global design optimization in photonics: from high performance to fabrication robustness
2021 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
High-performance photonic integrated devices with machine learning and optimization
2021 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
On the Exactness of Rational Polynomial Chaos Formulation for the Uncertainty Quantification of Linear Circuits in the Frequency Domain
2021 Manfredi, Paolo; Grivet-Talocia, Stefano
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| A Multi-Output Active Learning Method for the Uncertainty Quantification of PCB Lines / Cusano, Michele; Trinchero, Riccardo; Stievano, Igor S.; Grivet-Talocia, Stefano; Manfredi, Paolo; Schatt, Stefanie. - (2025), pp. 1-3. ( 2025 IEEE 29th Workshop on Signal and Power Integrity (SPI) Gaeta (Ita) 11-14 May 2025) [10.1109/spi64682.2025.11014393]. | 1-gen-2025 | Cusano, MicheleTrinchero, RiccardoStievano, Igor S.Grivet-Talocia, StefanoManfredi, Paolo + | cnf-2025-spi-GP-author.pdf; cnf-2025-spi-GP-ieee.pdf |
| A Hybrid Polynomial Chaos Expansion and Gaussian Process Regression Method for Forward Uncertainty Quantification of Integrated Circuits / Manfredi, Paolo; Trinchero, Riccardo. - (2024), pp. 1-3. ( 33rd IEEE Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS 2024) Toronto (Can) 06-09 October 2024) [10.1109/epeps61853.2024.10754236]. | 1-gen-2024 | Manfredi, PaoloTrinchero, Riccardo | cnf-2024-EPEPS-PCE-GPR.pdf; manfredi-EPEPS-2024-PCE-GPR-final.pdf |
| Compressed SPICE-Compliant IC Models via Machine Learning Kernel Regression / Atlante, Marco; Trinchero, Riccardo; Bradde, Tommaso; Manfredi, Paolo; Stievano, Igor S.. - ELETTRONICO. - (2024), pp. 1-3. ( IEEE Electrical Design of Advanced Packaging and Systems (EDAPS) Bangalore (Ind) 17-19 December 2024) [10.1109/edaps64431.2024.10988464]. | 1-gen-2024 | Atlante, MarcoTrinchero, RiccardoBradde, TommasoManfredi, PaoloStievano, Igor S. | cnf-2024-EDAPS-IC-IEEE.pdf; cnf-2024-EDAPS-IC-Author.pdf |
| Efficient Parametric Assessment of Worst-Case Voltage Droop in Power Delivery Networks / Bradde, Tommaso; Carlucci, Antonio; Trinchero, Riccardo; Manfredi, Paolo; Grivet-Talocia, Stefano. - ELETTRONICO. - (2024). ( 2024 IEEE 33rd Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS) Toronto (Can) 06-09 October 2024) [10.1109/epeps61853.2024.10754453]. | 1-gen-2024 | Bradde, TommasoCarlucci, AntonioTrinchero, RiccardoManfredi, PaoloGrivet-Talocia, Stefano | cnf-2024-epeps-droop.pdf; cnf-2024-epeps-droop-IEEE-1-mini.pdf |
| Uncertainty Quantification and Sensitivity Analysis of Crosstalk in PCB Lines via the Combination of Machine Learning and Polynomial Chaos Expansion / Manfredi, Paolo; Trinchero, Riccardo. - (2024), pp. 639-642. ( 2024 IEEE Joint International Symposium on Electromagnetic Compatibility, Signal & Power Integrity: EMC Japan / Asia-Pacific International Symposium on Electromagnetic Compatibility (EMC Japan/APEMC Okinawa) Okinawa, Giappone 20-24 maggio 2024) [10.23919/emcjapan/apemcokinaw58965.2024.10584863]. | 1-gen-2024 | Manfredi, PaoloTrinchero, Riccardo | manfredi-APEMC-2024-final.pdf; cnf-2024-APEMC.pdf |
| Vector-Valued Kernel Ridge Regression for the Modeling of the Scattering Parameters of a Slotted Ground PCB Structure / Soleimani, Nastaran; Bradde, Tommaso; Manfredi, Paolo; Stievano, Igor; Trinchero, Riccardo. - ELETTRONICO. - (2024). ( 4th URSI Atlantic Radio Science Meeting (AT-RASC) Meloneras (Spain) 19-24 May, 2024) [10.46620/URSIATRASC24/QEMA5566]. | 1-gen-2024 | Soleimani, NastaranBradde, TommasoManfredi, PaoloStievano, IgorTrinchero, Riccardo | 2024007753.pdf; Vector-Valued_Kernel_Ridge_Regression_for_the_Modeling_of_the_Scattering_Parameters_of_a_Slotted_Ground_PCB_Structure.pdf |
| A Stochastic Active Learning Strategy for Gaussian Process Models with Application to the Uncertainty Quantification of Signal Integrity / Manfredi, Paolo. - ELETTRONICO. - (2023), pp. 1-3. ( IEEE Electrical Design of Advanced Packaging and Systems (EDAPS 2023) Flic-en-Flac (Mauritius) 12-14 dicembre 2023) [10.1109/edaps58880.2023.10468524]. | 1-gen-2023 | Manfredi, Paolo | manfredi-EDAPS-2023-active-learning-GPR-final.pdf; cnf-2024-EDAPS.pdf |
| Conservative Surrogate Modeling of Crosstalk with Application to Uncertainty Quantification / Manfredi, Paolo. - ELETTRONICO. - (2023), pp. 1-4. ( IEEE 27th Workshop on Signal and Power Integrity (SPI 2023) Aveiro, Portogallo 07-10 May 2023) [10.1109/SPI57109.2023.10145575]. | 1-gen-2023 | Manfredi, Paolo | cnf-2023-SPI.pdf; manfredi-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. ( IEEE MTT-S International Conference on Numerical Electromagnetic and Multiphysics Modeling and Optimization (NEMO'2023) Winnipeg, MB (CAN) 28-30 June 2023) [10.1109/NEMO56117.2023.10202518]. | 1-gen-2023 | Soleimani, NastaranManfredi, PaoloTrinchero, Riccardo | NEMO2023_UQ_LNA_Vector_Valued_KRR (2).pdf; Soleimani-Efficient.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). ( Smart Photonic and Optoelectronic Integrated Circuits 2023 (SPIE OPTO 2023) San Francisco, CA, USA 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. ( 3rd URSI Atlantic Radio Science meeting (AT-AP-RASC 2022) Gran Canaria, Spagna 29 maggio - 3 giugno 2022). | 1-gen-2022 | paolo manfrediriccardo trinchero | manfredi-AT-AP-RASC-2022-abstract-ieee-compliant.pdf |
| Development of a remedial course for students who attend classes of circuit theory / Perano, ENRICO FAUSTO; Manfredi, Paolo. - ELETTRONICO. - (2022), pp. 8-9. ( 4th International Conference on Higher Education Learning Methodologies and Technologies Online (HELMeTO 2022) Palermo, Italia 21-23 settembre 2022). | 1-gen-2022 | enrico peranopaolo manfredi | RC_paper_final.pdf; cnf-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). ( Smart Photonic and Optoelectronic Integrated Circuits 2022 (SPIE OPTO 2022) San Francisco, CA, USA 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). ( 24th Photonics North Conference (Photonics North 2022) Niagara Falls, ON, Canada 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. ( 2021 IEEE 25th Workshop on Signal and Power Integrity Siegen, Germany 10-12 May 2021) [10.1109/spi52361.2021.9505176]. | 1-gen-2021 | Paolo ManfrediRiccardo Trinchero | manfredi-SPI-2021-final.pdf; cnf-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. ( 2021 Asia-Pacific International Symposium on Electromagnetic Compatibility (APEMC 2021) Bali, Indonesia 27-30 settembre 2021) [10.1109/APEMC49932.2021.9596663]. | 1-gen-2021 | Manfredi, PaoloGrivet-Talocia, Stefano | 2021130778.pdf; cnf-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. ( 2021 European Conference on Optical Communication (ECOC 2021) Bordeaux, Francia 13-16 settembre 2021) [10.1109/ECOC52684.2021.9606084]. | 1-gen-2021 | Manfredi, Paolo + | cnf-2021-ECOC.pdf; ecoc_melati_2021_verified.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). ( 23rd Photonics North Conference (PN 2021) Virtual Conference 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). ( 2021 European Optical Society Annual Meeting (EOSAM 2021) Roma 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. ( Scientific Computing in Electrical Engineering (SCEE) Eindhoven, The Netherlands February 2020) [10.1007/978-3-030-84238-3_3]. | 1-gen-2021 | Manfredi, PaoloGrivet-Talocia, Stefano | manfredi-SCEE-Proceedings-final.pdf; Manfredi-Nilde.pdf |