MANFREDI, PAOLO
MANFREDI, PAOLO
Dipartimento di Elettronica e Telecomunicazioni
024543
Conservative Gaussian Process Models for Uncertainty Quantification and Bayesian Optimization in Signal Integrity Applications
2024 Manfredi, Paolo
Nonparametric formulation of polynomial chaos expansion based on least-square support-vector machines
2024 Manfredi, Paolo; Trinchero, Riccardo
SPICE‐compliant load flow analysis of power distribution networks with behavioral loads
2024 Manfredi, Paolo; Trinchero, Riccardo; Memon, ZAIN ANWER; Stievano, Igor S.
Stochastic and multi-objective design of photonic devices with machine learning
2024 Manfredi, Paolo; Waqas, Abi; Melati, Daniele
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
Probabilistic Uncertainty Quantification of Microwave Circuits Using Gaussian Processes
2023 Manfredi, Paolo
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
A Probabilistic Machine Learning Approach for the Uncertainty Quantification of Electronic Circuits Based on Gaussian Process Regression
2022 Manfredi, P.; Trinchero, R.
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
Fast Stochastic Surrogate Modeling via Rational Polynomial Chaos Expansions and Principal Component Analysis
2021 Manfredi, P.; Grivet-Talocia, S.
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
Citazione | Data di pubblicazione | Autori | File |
---|---|---|---|
Conservative Gaussian Process Models for Uncertainty Quantification and Bayesian Optimization in Signal Integrity Applications / Manfredi, Paolo. - In: IEEE TRANSACTIONS ON COMPONENTS, PACKAGING, AND MANUFACTURING TECHNOLOGY. - ISSN 2156-3950. - STAMPA. - 14:7(2024), pp. 1-12. [10.1109/tcpmt.2024.3390402] | 1-gen-2024 | Manfredi, Paolo | Manfredi-Conservative.pdf; Manfredi-Conservative.1.pdf |
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 |
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). (Intervento presentato al convegno 4th URSI Atlantic Radio Science Meeting (AT-RASC) tenutosi a Meloneras (Spain) nel 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. (Intervento presentato al convegno IEEE Electrical Design of Advanced Packaging and Systems (EDAPS 2023) tenutosi a Flic-en-Flac (Mauritius) nel 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. (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.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. (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).pdf; Soleimani-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.pdf; jnl-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.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). (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.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. (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.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. (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.pdf; ecoc_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.pdf; jnl-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 |