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
PROBABILISTIC UNCERTAINTY PROPAGATION USING GAUSSIAN PROCESS SURROGATES
2024 Manfredi, Paolo
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
Probabilistic Uncertainty Quantification of Microwave Circuits Using Gaussian Processes
2023 Manfredi, Paolo
A Probabilistic Machine Learning Approach for the Uncertainty Quantification of Electronic Circuits Based on Gaussian Process Regression
2022 Manfredi, P.; Trinchero, R.
Fast Stochastic Surrogate Modeling via Rational Polynomial Chaos Expansions and Principal Component Analysis
2021 Manfredi, P.; Grivet-Talocia, S.
Performance Variability Analysis of Photonic Circuits with Many Correlated Parameters
2021 Waqas, A.; Manfredi, P.; Melati, D.
A Data Compression Strategy for the Efficient Uncertainty Quantification of Time-Domain Circuit Responses
2020 Manfredi, P.; Trinchero, R.
A Hierarchical Approach to Dimensionality Reduction and Nonparametric Problems in the Polynomial Chaos Simulation of Transmission Lines
2020 Manfredi, Paolo
A Hybrid Perturbative-Stochastic Galerkin Method for the Variability Analysis of Nonuniform Transmission Lines
2020 Wu, Xinglong; Manfredi, Paolo; Vande Ginste, Dries; Grassi, Flavia
A Perturbative Stochastic Galerkin Method for the Uncertainty Quantification of Linear Circuits
2020 Manfredi, Paolo; Trinchero, Riccardo; Ginste, Dries Vande
Compressed Machine Learning Models for the Uncertainty Quantification of Power Distribution Networks
2020 Memon, ZAIN ANWER; Trinchero, Riccardo; Manfredi, Paolo; Canavero, Flavio; Stievano, Igor S.
Machine Learning for the Uncertainty Quantification of Power Networks
2020 Memon, Zain A.; Trinchero, Riccardo; Manfredi, Paolo; Canavero, Flavio; Stievano, Igor S.; Xie, Yanzhao
A Novel Framework for Parametric Loewner Matrix Interpolation
2019 Xiao, Yi Qing; Grivet-Talocia, Stefano; Manfredi, Paolo; Khazaka, Roni
Compensating Mode Conversion Due to Bend Discontinuities Through Intentional Trace Asymmetry
2019 Manfredi, Paolo
Generation of stochastic interconnect responses via Gaussian process latent variable models
2019 De Ridder, S.; Deschrijver, D.; Manfredi, P.; Dhaene, T.; Ginste, D. V.
Rational Polynomial Chaos Expansions for the Stochastic Macromodeling of Network Responses
2019 Manfredi, P.; Grivet-Talocia, S.
A comprehensive and modular stochastic modeling framework for the variability-aware assessment of signal integrity in high-speed links
2018 Ye, Y; Spina, D; Manfredi, P; Vande Ginste, D; Dhaene, T
Citazione | Data di pubblicazione | Autori | File |
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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 |
PROBABILISTIC UNCERTAINTY PROPAGATION USING GAUSSIAN PROCESS SURROGATES / Manfredi, Paolo. - In: INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION. - ISSN 2152-5099. - 14:6(2024), pp. 71-104. [10.1615/int.j.uncertaintyquantification.2024052162] | 1-gen-2024 | Manfredi, Paolo | jnl-2024-IJUQ-GPR.pdf; manfredi-IJ4UQ-GPR-UQ-final.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 |
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 |
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 |
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 |
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.pdf; jnl-2021-JLT.pdf |
A Data Compression Strategy for the Efficient Uncertainty Quantification of Time-Domain Circuit Responses / Manfredi, P.; Trinchero, R.. - In: IEEE ACCESS. - ISSN 2169-3536. - ELETTRONICO. - 8:(2020), pp. 92019-92027. [10.1109/ACCESS.2020.2993338] | 1-gen-2020 | Manfredi P.Trinchero R. | 09089867.pdf; FINAL Article.pdf |
A Hierarchical Approach to Dimensionality Reduction and Nonparametric Problems in the Polynomial Chaos Simulation of Transmission Lines / Manfredi, Paolo. - In: IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. - ISSN 0018-9375. - STAMPA. - 62:3(2020), pp. 736-745. [10.1109/TEMC.2019.2918724] | 1-gen-2020 | Manfredi, Paolo | FINAL VERSION.pdf; jnl-2020-TEMC-hierarchical-PC.pdf |
A Hybrid Perturbative-Stochastic Galerkin Method for the Variability Analysis of Nonuniform Transmission Lines / Wu, Xinglong; Manfredi, Paolo; Vande Ginste, Dries; Grassi, Flavia. - In: IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. - ISSN 0018-9375. - STAMPA. - 62:3(2020), pp. 746-754. [10.1109/TEMC.2019.2922407] | 1-gen-2020 | Manfredi, Paolo + | jnl-2019-TEMC-616-2018-final.pdf; jnl-2020-TEMC-perturbative-SGM-transmission-lines.pdf |
A Perturbative Stochastic Galerkin Method for the Uncertainty Quantification of Linear Circuits / Manfredi, Paolo; Trinchero, Riccardo; Ginste, Dries Vande. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS. - ISSN 1549-8328. - STAMPA. - 67:9(2020), pp. 2993-3006. [10.1109/TCSI.2020.2987470] | 1-gen-2020 | Manfredi, PaoloTrinchero, Riccardo + | FINAL VERSION.pdf; jnl-2020-TCAS-perturbative-SGM.pdf |
Compressed Machine Learning Models for the Uncertainty Quantification of Power Distribution Networks / Memon, ZAIN ANWER; Trinchero, Riccardo; Manfredi, Paolo; Canavero, Flavio; Stievano, Igor S.. - In: ENERGIES. - ISSN 1996-1073. - 13:18(2020), p. 4881. [10.3390/en13184881] | 1-gen-2020 | Zain Anwer MemonRiccardo TrincheroPaolo ManfrediFlavio CanaveroIgor S. Stievano | jnl-2020-ENERGIES-Variability.pdf |
Machine Learning for the Uncertainty Quantification of Power Networks / Memon, Zain A.; Trinchero, Riccardo; Manfredi, Paolo; Canavero, Flavio; Stievano, Igor S.; Xie, Yanzhao. - In: IEEE LETTERS ON ELECTROMAGNETIC COMPATIBILITY PRACTICE AND APPLICATIONS. - ISSN 2637-6423. - ELETTRONICO. - 2:4(2020), pp. 138-141. [10.1109/LEMCPA.2020.3042122] | 1-gen-2020 | Riccardo TrincheroPaolo ManfrediFlavio CanaveroIgor S. Stievano + | jnl-2020-LEMCPA-Variability-IEEE.pdf; jnl-2020-LEMCPA-Variability.pdf |
A Novel Framework for Parametric Loewner Matrix Interpolation / Xiao, Yi Qing; Grivet-Talocia, Stefano; Manfredi, Paolo; Khazaka, Roni. - In: IEEE TRANSACTIONS ON COMPONENTS, PACKAGING, AND MANUFACTURING TECHNOLOGY. - ISSN 2156-3950. - STAMPA. - 9:12(2019), pp. 2404-2417. [10.1109/TCPMT.2019.2948802] | 1-gen-2019 | Grivet-Talocia, StefanoManfredi, Paolo + | FINAL VERSION.pdf; jnl-2019-TCPMT-parametric-LM.pdf |
Compensating Mode Conversion Due to Bend Discontinuities Through Intentional Trace Asymmetry / Manfredi, Paolo. - In: IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. - ISSN 0018-9375. - STAMPA. - (2019), pp. 1-5. | 1-gen-2019 | manfredi paolo | TEMC_Letter_Bend.pdf; jnl-20xx-TEMC-Letters-bend.pdf |
Generation of stochastic interconnect responses via Gaussian process latent variable models / De Ridder, S.; Deschrijver, D.; Manfredi, P.; Dhaene, T.; Ginste, D. V.. - In: IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. - ISSN 0018-9375. - STAMPA. - 61:2(2019), pp. 582-585. [10.1109/TEMC.2018.2830104] | 1-gen-2019 | Manfredi P. + | jnl-2019-TEMC-GP-LVM.pdf; jnl-2019-TEMC-letters.pdf |
Rational Polynomial Chaos Expansions for the Stochastic Macromodeling of Network Responses / Manfredi, P.; Grivet-Talocia, S.. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS. - ISSN 1549-8328. - STAMPA. - 67:1(2019), pp. 225-234. [10.1109/TCSI.2019.2942109] | 1-gen-2019 | Manfredi P.Grivet-Talocia S. | jnl-2020-TCAS-rational-PC.pdf; FINAL VERSION.pdf |
A comprehensive and modular stochastic modeling framework for the variability-aware assessment of signal integrity in high-speed links / Ye, Y; Spina, D; Manfredi, P; Vande Ginste, D; Dhaene, T. - In: IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. - ISSN 0018-9375. - STAMPA. - 60:2(2018), pp. 459-467. [10.1109/TEMC.2017.2727341] | 1-gen-2018 | Manfredi P + | - |