In this paper, the classification approach is extended from 2D to the three‐dimensional(3D) case carefully addressing the increased complexity issue by means of an effective multi‐step strategy. As a matter of fact, by iteratively processing the training dataset (without requiring an extra amount of measurements), the proposed method is aimed at improving the spatial resolution of the original classification technique [6] even though dealing with a more complex problem. The effectiveness of the proposed approach has been preliminary assessed through a set of numerical experiments also in correspondence with blurred data and some representative results are shown in the following. This is the author's version of the final version available at IEEE.

Three Dimensional Electromagnetic Sub-Surface Sensing by Means of a Multi-Step SVM-Based Classification Technique / Benedetti, Manuel; Melgani, Farid; Massa, Andrea; Donelli, Massimo; Rocca, Paolo. - ELETTRONICO. - (2011).

Three Dimensional Electromagnetic Sub-Surface Sensing by Means of a Multi-Step SVM-Based Classification Technique

Benedetti, Manuel
Secondo
;
Melgani, Farid;Massa, Andrea
Ultimo
;
Donelli, Massimo
Primo
;
Rocca, Paolo
Penultimo
2011-01-01

Abstract

In this paper, the classification approach is extended from 2D to the three‐dimensional(3D) case carefully addressing the increased complexity issue by means of an effective multi‐step strategy. As a matter of fact, by iteratively processing the training dataset (without requiring an extra amount of measurements), the proposed method is aimed at improving the spatial resolution of the original classification technique [6] even though dealing with a more complex problem. The effectiveness of the proposed approach has been preliminary assessed through a set of numerical experiments also in correspondence with blurred data and some representative results are shown in the following. This is the author's version of the final version available at IEEE.
2011
Trento
Università degli Studi di Trento, Dipartimento di Ingegneria e Scienza dell'Informazione
Three Dimensional Electromagnetic Sub-Surface Sensing by Means of a Multi-Step SVM-Based Classification Technique / Benedetti, Manuel; Melgani, Farid; Massa, Andrea; Donelli, Massimo; Rocca, Paolo. - ELETTRONICO. - (2011).
Benedetti, Manuel; Melgani, Farid; Massa, Andrea; Donelli, Massimo; Rocca, Paolo
File in questo prodotto:
File Dimensione Formato  
DISI-11-229.C136.pdf

accesso aperto

Tipologia: Versione editoriale (Publisher’s layout)
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 216.74 kB
Formato Adobe PDF
216.74 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/359555
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact