| 1. Identity statement | |
| Reference Type | Journal Article |
| Site | mtc-m16d.sid.inpe.br |
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
| Identifier | 8JMKD3MGP7W/36HQHE5 |
| Repository | sid.inpe.br/mtc-m19@80/2009/12.10.17.47 (restricted access) |
| Last Update | 2009:12.10.17.47.52 (UTC) administrator |
| Metadata Repository | sid.inpe.br/mtc-m19@80/2009/12.10.17.47.53 |
| Metadata Last Update | 2018:06.05.04.36.02 (UTC) administrator |
| Secondary Key | INPE--PRE/ |
| DOI | 10.1007/s00521-009-0298-3 |
| ISSN | 0941-0643 |
| Citation Key | LimaSilvSaot:2010:VeInSi |
| Title | Vehicle inductive signatures recognition using a Madaline neural network  |
| Year | 2010 |
| Month | Sept. |
| Access Date | 2024, Apr. 28 |
| Secondary Type | PRE PI |
| Number of Files | 1 |
| Size | 792 KiB |
| 2. Context | |
| Author | 1 Lima, Glauston R. Teixeira 2 Silva, José Demísio Simões da 3 Saotome, Osamu |
| Resume Identifier | 1 2 8JMKD3MGP5W/3C9JHH2 |
| Group | 1 2 LAC-CTE-INPE-MCT-BR |
| Affiliation | 1 Instituto Tecnológico de Aeronáutica-ITA 2 Instituto Nacional de Pesquisas Espaciais (INPE) 3 Instituto Tecnológico de Aeronáutica-ITA |
| Journal | Neural Computing and Applications |
| Volume | 19 |
| Number | 3 |
| Pages | 421 436 |
| Secondary Mark | B2_CIÊNCIA_DA_COMPUTAÇÃO A2_ENGENHARIAS_IV B1_INTERDISCIPLINAR |
| History (UTC) | 2009-12-10 17:48:24 :: simone -> administrator :: 2010-05-11 01:02:51 :: administrator -> simone :: 2011-09-12 15:53:21 :: simone -> administrator :: 2010 2018-06-05 04:36:02 :: administrator -> marciana :: 2010 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Content Type | External Contribution |
| Version Type | publisher |
| Keywords | Vehicle inductive signatures - Vehicle classification - Madaline neural network |
| Abstract | In this paper, we report results obtained with a Madaline neural network trained to classify inductive signatures of two vehicles classes: trucks with one rear axle and trucks with double rear axle. In order to train the Madaline, the inductive signatures were pre-processed and both classes, named C2 and C3, were subdivided into four subclasses. Thus, the initial classification task was split into four smaller tasks (theoretically) easier to be performed. The heuristic adopted in the training attempts to minimize the effects of the input space non-linearity on the classifier performance by uncoupling the learning of the classes and, for this, we induce output Adalines to specialize in learning one of the classes. The percentages of correct classifications presented concern patterns which were not submitted to the neural network in the training process, and, therefore, they indicate the neural network generalization ability. The results are good and stimulate the maintenance of this research on the use of Madaline networks in vehicle classification tasks using not linearly separable inductive signatures. |
| Area | COMP |
| Arrangement | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > LABAC > Vehicle inductive signatures... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| Target File | vehicle indutive.pdf |
| User Group | administrator simone |
| Visibility | shown |
| Archiving Policy | denypublisher denyfinaldraft12 |
| Read Permission | deny from all and allow from 150.163 |
| Update Permission | not transferred |
| 5. Allied materials | |
| Mirror Repository | sid.inpe.br/mtc-m19@80/2009/08.21.17.02.53 |
| Next Higher Units | 8JMKD3MGPCW/3ESGTTP |
| Dissemination | WEBSCI; PORTALCAPES. |
| Host Collection | sid.inpe.br/mtc-m19@80/2009/08.21.17.02 |
| 6. Notes | |
| Empty Fields | alternatejournal archivist callnumber copyholder copyright creatorhistory descriptionlevel e-mailaddress electronicmailaddress format isbn label language lineage mark nextedition notes orcid parameterlist parentrepositories previousedition previouslowerunit progress project readergroup rightsholder schedulinginformation secondarydate session shorttitle sponsor subject tertiarymark tertiarytype typeofwork url |
| 7. Description control | |
| e-Mail (login) | marciana |
| update | |