This paper presents a preliminary study on the performance of the vector-valued kernel Ridge regression in complex-valued regression problems. The proposed approach is applied for the modeling of the scattering parameters of a slotted ground PCB structure as a function of 2 parameters. The effectiveness of the proposed modeling scheme in terms of both training time and accuracy is assessed for an increasing number of training samples.
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].
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
2024
Abstract
This paper presents a preliminary study on the performance of the vector-valued kernel Ridge regression in complex-valued regression problems. The proposed approach is applied for the modeling of the scattering parameters of a slotted ground PCB structure as a function of 2 parameters. The effectiveness of the proposed modeling scheme in terms of both training time and accuracy is assessed for an increasing number of training samples.| File | Dimensione | Formato | |
|---|---|---|---|
| 2024007753.pdf accesso aperto 
											Tipologia:
											2. Post-print / Author's Accepted Manuscript
										 
											Licenza:
											
											
												Pubblico - Tutti i diritti riservati
												
												
												
											
										 
										Dimensione
										765.52 kB
									 
										Formato
										Adobe PDF
									 | 765.52 kB | Adobe PDF | Visualizza/Apri | 
| Vector-Valued_Kernel_Ridge_Regression_for_the_Modeling_of_the_Scattering_Parameters_of_a_Slotted_Ground_PCB_Structure.pdf accesso riservato 
											Tipologia:
											2a Post-print versione editoriale / Version of Record
										 
											Licenza:
											
											
												Non Pubblico - Accesso privato/ristretto
												
												
												
											
										 
										Dimensione
										769.59 kB
									 
										Formato
										Adobe PDF
									 | 769.59 kB | Adobe PDF | Visualizza/Apri Richiedi una copia | 
Pubblicazioni consigliate
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
https://hdl.handle.net/11583/2991020
			
		
	
	
	
			      	