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
Compensating Mode Conversion Due to Bend Discontinuities Through Intentional Trace Asymmetry
2020 Manfredi, Paolo
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
Rational Polynomial Chaos Expansions for the Stochastic Macromodeling of Network Responses
2020 Manfredi, P.; Grivet-Talocia, S.
A Novel Framework for Parametric Loewner Matrix Interpolation
2019 Xiao, Yi Qing; Grivet-Talocia, Stefano; Manfredi, Paolo; Khazaka, Roni
Generation of stochastic interconnect responses via Gaussian process latent variable models
2019 De Ridder, S.; Deschrijver, D.; Manfredi, P.; Dhaene, T.; Ginste, D. V.
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 |
Compensating Mode Conversion Due to Bend Discontinuities Through Intentional Trace Asymmetry / Manfredi, Paolo. - In: IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY. - ISSN 0018-9375. - STAMPA. - (2020), pp. 1-5. | 1-gen-2020 | manfredi paolo | TEMC_Letter_Bend.pdf; jnl-20xx-TEMC-Letters-bend.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 |
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(2020), pp. 225-234. [10.1109/TCSI.2019.2942109] | 1-gen-2020 | Manfredi P.Grivet-Talocia S. | jnl-2020-TCAS-rational-PC.pdf; FINAL VERSION.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 |
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 |
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 + | - |