Impact of Initialization on Gradient Descent Method in Localization Using Received Signal Strength

In this article we present a localization technique based on received signal strength (RSS) combined with the gradient descent optimization method. The goal of this article is to show the importance of gradient descent in localization domain over the trilateration technique, and that by reducing the...

Full description

Saved in:
Bibliographic Details
Published inITM Web of Conferences Vol. 27; p. 1003
Main Authors Hijazi, Hussein, Kandil, Nahi, Zaarour, Nour, Hakem, Nadir
Format Journal Article Conference Proceeding
LanguageEnglish
Published Les Ulis EDP Sciences 2019
Subjects
Localization
Optimization
Signal strength
Online AccessGet full text

Cover

Abstract In this article we present a localization technique based on received signal strength (RSS) combined with the gradient descent optimization method. The goal of this article is to show the importance of gradient descent in localization domain over the trilateration technique, and that by reducing the number of needed anchor nodes. Furthermore, we demonstrate the effect of the initialization technique on the localization accuracy. Results have shown that the selection of the initialization type (4 types of initialization were tested) has an efficient impact on the accuracy of the target sensors location estimation.
AbstractList In this article we present a localization technique based on received signal strength (RSS) combined with the gradient descent optimization method. The goal of this article is to show the importance of gradient descent in localization domain over the trilateration technique, and that by reducing the number of needed anchor nodes. Furthermore, we demonstrate the effect of the initialization technique on the localization accuracy. Results have shown that the selection of the initialization type (4 types of initialization were tested) has an efficient impact on the accuracy of the target sensors location estimation.
Author Kandil, Nahi
Hakem, Nadir
Zaarour, Nour
Hijazi, Hussein
Author_xml – sequence: 1
  givenname: Hussein
  surname: Hijazi
  fullname: Hijazi, Hussein
– sequence: 2
  givenname: Nahi
  surname: Kandil
  fullname: Kandil, Nahi
– sequence: 3
  givenname: Nour
  surname: Zaarour
  fullname: Zaarour, Nour
– sequence: 4
  givenname: Nadir
  surname: Hakem
  fullname: Hakem, Nadir
BookMark eNpNUV1LJDEQDOLBqecvuJfAPa92PmaSeRS_bmFFOM_nkGQ6a5bdZC-Jgv56x1tRoaGapqiuog7JfsoJCfnJ4IRBx05j2_icwikHNnAFDEDskQPOFZtxGNT-l_07Oa51BQCs0z3j_QFx883W-kZzoPMUW7Tr-GJbzIlOc13sGDE1eoHVv-ENtoc80pjoIvtP6n2NaUn_oMf4hCO9i8tk1_SuFUzL9vCDfAt2XfH4HY_I_dXl3_Pfs8Xt9fz8bDHzXAgx62zorAteDTAqyWzfA3djN3LpBWgJzgkPGEA6YTX2jis9TBGcFA4lAhNHZL7THbNdmW2JG1ueTbbR_D_ksjS2tOjXaILjzku0Xo1B9p3SSgzoQCulAYK2k9avnda25H-PWJtZ5ccypaqGS627yXEvJ5bYsXzJtRYMH18ZmLduzHs35ks34hU71YUl
CitedBy_id crossref_primary_10_4236_jss_2023_1111034
Cites_doi 10.1109/MWC.2007.4407221
10.1016/j.comnet.2008.04.002
10.1109/ICITBS.2015.28
10.1109/ICRAIE.2014.6909195
10.1109/PLANS.2016.7479798
10.1109/VTCSpring.2014.7022830
10.1109/ICASSP.2010.5495371
10.1109/PACRIM.2011.6032873
10.1145/570738.570751
10.1109/INNOVATIONS.2011.5893810
10.1109/IranianCEE.2016.7585498
10.1016/S1389-1286(01)00302-4
ContentType Journal Article
Conference Proceeding
Copyright 2019. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2019. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
3V.
7SC
7TB
7U5
7XB
8AL
8FD
8FE
8FG
8FK
ABJCF
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
DWQXO
FR3
GNUQQ
H8D
HCIFZ
JQ2
K7-
KR7
L6V
L7M
L~C
L~D
M0N
M7S
P5Z
P62
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
PTHSS
Q9U
DOA
DOI 10.1051/itmconf/20192701003
DatabaseName CrossRef
ProQuest Central (Corporate)
Computer and Information Systems Abstracts
Mechanical & Transportation Engineering Abstracts
Solid State and Superconductivity Abstracts
ProQuest Central (purchase pre-March 2016)
Computing Database (Alumni Edition)
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
Materials Science & Engineering Collection
ProQuest Central (Alumni Edition)
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Central
Technology Collection
ProQuest One Community College
ProQuest Central Korea
Engineering Research Database
ProQuest Central Student
Aerospace Database
SciTech Premium Collection
ProQuest Computer Science Collection
Computer Science Database
Civil Engineering Abstracts
ProQuest Engineering Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Computing Database
Engineering Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Publicly Available Content Database
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
ProQuest Central Basic
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
Computer Science Database
ProQuest Central Student
Technology Collection
Technology Research Database
Computer and Information Systems Abstracts – Academic
Mechanical & Transportation Engineering Abstracts
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
Aerospace Database
ProQuest Engineering Collection
ProQuest Central Korea
Advanced Technologies Database with Aerospace
Engineering Collection
Advanced Technologies & Aerospace Collection
Civil Engineering Abstracts
ProQuest Computing
Engineering Database
ProQuest Central Basic
ProQuest Computing (Alumni Edition)
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
Computer and Information Systems Abstracts Professional
Advanced Technologies & Aerospace Database
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Solid State and Superconductivity Abstracts
Engineering Research Database
ProQuest One Academic
ProQuest Central (Alumni)
DatabaseTitleList Publicly Available Content Database

CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 2271-2097
Editor Moubayed, N.
Editor_xml – sequence: 1
  givenname: N.
  surname: Moubayed
  fullname: Moubayed, N.
ExternalDocumentID oai_doaj_org_article_fb2bc4eac7df46578739eb0877800f8a
10_1051_itmconf_20192701003
Genre Conference Proceeding
GroupedDBID 3V.
5VS
8FE
8FG
AAFWJ
AAYXX
ABJCF
ABUWG
ADBBV
AFKRA
AFPKN
ALMA_UNASSIGNED_HOLDINGS
ARAPS
ARCSS
AZQEC
BCNDV
BENPR
BGLVJ
BPHCQ
CCPQU
CITATION
DWQXO
EBS
EJD
GI~
GNUQQ
GROUPED_DOAJ
HCIFZ
IPNFZ
K6V
K7-
L6V
M0N
M7S
M~E
OK1
P62
PIMPY
PQQKQ
PROAC
PTHSS
RED
RIG
7SC
7TB
7U5
7XB
8AL
8FD
8FK
FR3
H8D
JQ2
KR7
L7M
L~C
L~D
PQEST
PQUKI
PRINS
Q9U
ID FETCH-LOGICAL-c2333-5af5abfc790d741a6602bd5d24c30840bb3c0ef04b3a8e6b2789126b43be4e013
IEDL.DBID DOA
ISSN 2271-2097
2431-7578
IngestDate Tue Oct 22 15:13:52 EDT 2024
Thu Oct 10 19:47:53 EDT 2024
Fri Aug 23 01:11:56 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c2333-5af5abfc790d741a6602bd5d24c30840bb3c0ef04b3a8e6b2789126b43be4e013
OpenAccessLink https://doaj.org/article/fb2bc4eac7df46578739eb0877800f8a
PQID 2488523364
PQPubID 2040552
ParticipantIDs doaj_primary_oai_doaj_org_article_fb2bc4eac7df46578739eb0877800f8a
proquest_journals_2488523364
crossref_primary_10_1051_itmconf_20192701003
PublicationCentury 2000
PublicationDate 2019-00-00
20190101
2019-01-01
PublicationDateYYYYMMDD 2019-01-01
PublicationDate_xml – year: 2019
  text: 2019-00-00
PublicationDecade 2010
PublicationPlace Les Ulis
PublicationPlace_xml – name: Les Ulis
PublicationTitle ITM Web of Conferences
PublicationYear 2019
Publisher EDP Sciences
Publisher_xml – name: EDP Sciences
References R2
R4
R5
R6
R7
R8
R9
R10
R12
R11
R14
R13
Yick (R3) 2008; 52
R1
References_xml – ident: R14
– ident: R4
  doi: 10.1109/MWC.2007.4407221
– volume: 52
  start-page: 2292
  issue: 12
  year: 2008
  ident: R3
  publication-title: Computer networks
  doi: 10.1016/j.comnet.2008.04.002
  contributor:
    fullname: Yick
– ident: R7
  doi: 10.1109/ICITBS.2015.28
– ident: R13
  doi: 10.1109/ICRAIE.2014.6909195
– ident: R6
  doi: 10.1109/PLANS.2016.7479798
– ident: R8
  doi: 10.1109/VTCSpring.2014.7022830
– ident: R9
  doi: 10.1109/ICASSP.2010.5495371
– ident: R12
  doi: 10.1109/PACRIM.2011.6032873
– ident: R2
  doi: 10.1145/570738.570751
– ident: R5
  doi: 10.1109/INNOVATIONS.2011.5893810
– ident: R11
– ident: R10
  doi: 10.1109/IranianCEE.2016.7585498
– ident: R1
  doi: 10.1016/S1389-1286(01)00302-4
SSID ssj0001586126
Score 2.1013014
Snippet In this article we present a localization technique based on received signal strength (RSS) combined with the gradient descent optimization method. The goal of...
SourceID doaj
proquest
crossref
SourceType Open Website
Aggregation Database
StartPage 1003
SubjectTerms Localization
Optimization
Signal strength
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LaxsxEBatfcmpSZtQ54UOOVZYXj3WewrkaYfWhLaB3BaNHq4hWSfO5v9nJGvjQqGwp10dxOxoXpr5PkJOSuBOam2YU4YzqeyIGWOACcVBYPoRrE0NsjM9uZM39-o-F9xecltlZxOToXZLG2vkwwI1DZMmoeXp0zOLrFHxdjVTaHwk_QIzhaJH-meXs9ufmyqLGqMLTwxz6ClZBG_voIfUaLhoHzHpDMMixjklZiYddVZ2TwnF_x8jnTzP1TbZ3czk0dt3b7NDPvjmM_nUkTLQfEa_EJimuUe6DHQaG4PMQ560pPhcr1KHV0sv1ihO9EcikKaLhn6PTq1bmhoJKIaUHo2ho78Wc9Q3Gm-wm3n7Z5fcXV3-Pp-wTKTALEpMMGWCMhBsWXGHEYTRmhfglCukFRwzPABhuQ9cgjBjryFOx6LUQArw0mOQuEd6zbLxXwk1latKEcpQ-SAB44NKclFabcD6YCsYkG-d_OqnNV5Gne651ajO4q7_EveAnEUZvy-NYNfpxXI1r_PZqQMUYCV6iNIFqaOJEZWHiGSI0W4YmwE57P5QnU_gS73Rl_3_fz4gW3FD67LKIem1q1d_hIFGC8dZm94AAFHTOQ
  priority: 102
  providerName: ProQuest
Title Impact of Initialization on Gradient Descent Method in Localization Using Received Signal Strength
URI https://www.proquest.com/docview/2488523364
https://doaj.org/article/fb2bc4eac7df46578739eb0877800f8a
Volume 27
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LS8QwEA4-Ll58i-tjycGjZbPNo9ujq-5DVERd2FvJpMm6oFW0Xv3tTtJWFjx4EUoPJZAwk8x8XzMPQk4SYLlQSke51CwS0nQjrTVEXDLgSD-cMSFA9laNJuJqKqcLrb58TFhVHrgSXMdBDEageUhyJ5TfXzy14MvYIdRxvQoasXSBTFX5wT103aopMyS7nXn5ggTTIdlHTJMgC2naZNWuKFTs_2WQg5cZbJL1Gh7Ss2pZW2TJFttko2m9QOuTuENgHLIb6aujYx_-o5_rfEqKz_A9xHGV9KKq1URvQptoOi_otXddzdAQLkAROFo0eTl9mM_83P6eupiVT7tkMrh8PB9FdbuEyMSc80hqJzU4k6QsR5yglWIx5DKPheEMeRwAN8w6JoDrnlXgc2BRRiA4WGERCu6RleK1sPuE6jRPE-4Sl1onAFFAKhhPjNJgrDMptMhpI7nsraqKkYXbbNnNakFnC4Jukb6X7s9QX9I6fEBFZ7Wis78U3SJHjW6y-px9ZDHaH6TSXImD_5jjkKz5ZVe_WI7ISvn-aY8RdJTQJsu9wbBNVvuXt3f37bDb8D0cf30D1iXaYA
link.rule.ids 310,311,315,783,787,792,793,867,2109,4033,12779,21402,23944,23945,25154,27937,27938,27939,33387,33758,43614,43819
linkProvider Directory of Open Access Journals
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LbxMxELagHOBEW4oIfeADR6w68WOzJyRa0qQkERKt1Jvl8SONBJs23f7_jh1vg4SEtKddH6zZ8Xwz45n5CPlcAfdSa8u8spxJ5frMWgtMKA4Cw4_oXC6Qnevxtby8UTcl4fZQyio7m5gNtV-5lCM_HaCmYdAktPx6d88Sa1S6XS0UGi_JKykQaFKn-Ohim2NRQwTwzC-HOMnS6PZu8JDqny7bPxhyRgz_0cupMC7piLMKOOUZ_v-Y6Iw7o11ysO3Ioz-fsWaPvAjNPnnbUTLQckLfEZjkrke6inSSyoLs79JnSfG5WOf6rpaeb2Y40Vmmj6bLhk4TpHVLcxkBRYcyoCn09NdygdpG0_11s2hvD8j16PvV2ZgVGgXmUF6CKRuVheiqmnv0H6zWfABe-YF0gmN8ByAcD5FLEHYYNKTeWJQaSAFBBnQR35OdZtWED4Ta2teViFWsQ5SA3kEtuaictuBCdDX0yJdOfuZuMy3D5Ftu1TdF3OYvcffItyTj56Vp1HV-sVovTDk5JsIAnER8qHyUOhkYUQdIcwzR141D2yNH3R8y5fw9mK22fPz_50_k9fhqNjXTyfzHIXmTNrdJsByRnXb9GI7R5WjhJOvVE37Z1MQ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=proceeding&rft.title=ITM+Web+of+Conferences&rft.atitle=Impact+of+Initialization+on+Gradient+Descent+Method+in+Localization+Using+Received+Signal+Strength&rft.au=Hijazi%2C+Hussein&rft.au=Kandil%2C+Nahi&rft.au=Zaarour%2C+Nour&rft.au=Hakem%2C+Nadir&rft.date=2019-01-01&rft.pub=EDP+Sciences&rft.issn=2431-7578&rft.eissn=2271-2097&rft.volume=27&rft_id=info:doi/10.1051%2Fitmconf%2F20192701003
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2271-2097&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2271-2097&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2271-2097&client=summon