Data engineering for sustainable agriculture: developments, challenges, and case studies of a novel IoRT architecture

In recent years, the integration of Internet of Things (IoT) and Robotics has advanced agro-ecological practices. Despite numerous solutions for specific farming applications, a comprehensive reference architecture that addresses the diverse data management and operational requirements of agro-ecolo...

Full description

Saved in:
Bibliographic Details
Published inJournal of big data Vol. 12; no. 1; pp. 195 - 29
Main Authors Bimonte, Sandro, Bellocchi, Gianni, Pinet, François, Chalhoub, Gérard, Sakr, Mahmoud, Skrzypczyński, Piotr
Format Journal Article
LanguageEnglish
Published Cham Springer International Publishing 02.08.2025
Springer Nature B.V
SpringerOpen
Subjects
Agricultural management
Artificial intelligence
Big Data
Case studies
Communication
Communications Engineering
Computational Science and Engineering
Computer Science
Data management
Data Mining and Knowledge Discovery
Data processing
Database Management
Datasets
Decision making
Edge computing
Emergent architectures and technologies for big data management and analysis
Engineering
Farmers
Farming
Information Storage and Retrieval
Internet of Things
Mathematical Applications in Computer Science
Metadata
Methodology
Networks
Quality management
Real time
Robotics
Robots
Sensors
Sustainability
Sustainable agriculture
Sustainable agriculture
Data management
Internet of Things
Robotics
Online AccessGet full text
ISSN2196-1115
2196-1115
DOI10.1186/s40537-025-01253-z

Cover

Abstract In recent years, the integration of Internet of Things (IoT) and Robotics has advanced agro-ecological practices. Despite numerous solutions for specific farming applications, a comprehensive reference architecture that addresses the diverse data management and operational requirements of agro-ecology remains absent. This paper introduces a concept of novel architecture for an Internet of Robotic Things (IoRT) system designed to manage the voluminous, real-time, and heterogeneous data in agricultural applications. By leveraging existing frameworks and technologies, this architecture aims to provide robust data management, ensure data quality, and support sustainable farming practices. The proposed architecture is demonstrated through case studies, which show its applicability and efficiency in real-world scenarios. This work is aimed at providing a guideline for researchers and engineers in developing and implementing smart farming solutions with Big Data, IoT and Robotics.
AbstractList In recent years, the integration of Internet of Things (IoT) and Robotics has advanced agro-ecological practices. Despite numerous solutions for specific farming applications, a comprehensive reference architecture that addresses the diverse data management and operational requirements of agro-ecology remains absent. This paper introduces a concept of novel architecture for an Internet of Robotic Things (IoRT) system designed to manage the voluminous, real-time, and heterogeneous data in agricultural applications. By leveraging existing frameworks and technologies, this architecture aims to provide robust data management, ensure data quality, and support sustainable farming practices. The proposed architecture is demonstrated through case studies, which show its applicability and efficiency in real-world scenarios. This work is aimed at providing a guideline for researchers and engineers in developing and implementing smart farming solutions with Big Data, IoT and Robotics.
Abstract In recent years, the integration of Internet of Things (IoT) and Robotics has advanced agro-ecological practices. Despite numerous solutions for specific farming applications, a comprehensive reference architecture that addresses the diverse data management and operational requirements of agro-ecology remains absent. This paper introduces a concept of novel architecture for an Internet of Robotic Things (IoRT) system designed to manage the voluminous, real-time, and heterogeneous data in agricultural applications. By leveraging existing frameworks and technologies, this architecture aims to provide robust data management, ensure data quality, and support sustainable farming practices. The proposed architecture is demonstrated through case studies, which show its applicability and efficiency in real-world scenarios. This work is aimed at providing a guideline for researchers and engineers in developing and implementing smart farming solutions with Big Data, IoT and Robotics.
ArticleNumber 195
Author Pinet, François
Skrzypczyński, Piotr
Sakr, Mahmoud
Bimonte, Sandro
Bellocchi, Gianni
Chalhoub, Gérard
Author_xml – sequence: 1
  givenname: Sandro
  surname: Bimonte
  fullname: Bimonte, Sandro
  organization: TSCF, INRAE
– sequence: 2
  givenname: Gianni
  surname: Bellocchi
  fullname: Bellocchi, Gianni
  organization: UCA, INRAE, VetAgro Sup, Unité Mixte de Recherche sur Écosystème Prairial (UREP)
– sequence: 3
  givenname: François
  surname: Pinet
  fullname: Pinet, François
  organization: TSCF, INRAE
– sequence: 4
  givenname: Gérard
  surname: Chalhoub
  fullname: Chalhoub, Gérard
  organization: Université Clermont Auvergne, IUT Clermont Auvergne, CNRS, LIMOS
– sequence: 5
  givenname: Mahmoud
  surname: Sakr
  fullname: Sakr, Mahmoud
  organization: Data Science and Engineering Lab, Université Libre de Bruxelles
– sequence: 6
  givenname: Piotr
  surname: Skrzypczyński
  fullname: Skrzypczyński, Piotr
  email: piotr.skrzypczynski@put.poznan.pl
  organization: Institute of Robotics and Machine Intelligence, Poznań University of Technology
BookMark eNp9kU1rFTEUhoO0YK39A64Cbh3N9524k1rrhYIg7TqcSc7c5jJNrklGsL_euZ2irlzlEN7nOQfeV-Qk5YSEvOHsPee9-VAV03LTMaE7xoWW3eMLcia4NR3nXJ_8M78kF7XuGWNcLoxRZ2T-DA0opl1MiCWmHR1zoXWuDWKCYUIKuxL9PLW54Eca8CdO-fCAqdV31N_DNC0sLjOkQD1UpLXNIWKleaRAU17ydJu_31Io_j429EfRa3I6wlTx4vk9J3dfrm4vv3Y33663l59uOq962zrRDwG5RbYJPmiuPNdMBJBsI6S1wSgOlks_DGiMR_Q2CCn6YIxQCkcM8pxsV2_IsHeHEh-g_HIZonv6yGXnoLToJ3Q66CA1t8PIhNqgsEKCUMJ6xbX17Oh6u7oOJf-YsTa3z3NJy_lOCqn75WLTLymxpnzJtRYc_2zlzB3bcmtbbmnLPbXlHhdIrlA9HCvA8lf9H-o3oPaabg
Cites_doi 10.1002/rob.22099
10.1145/3397536.3422262
10.1016/j.compag.2019.104939
10.1007/s10846-024-02187-z
10.3390/agriculture13122181
10.3390/rs16060985
10.3934/mbe.2022097
10.1145/3406534
10.1109/COMPSAC57700.2023.00268
10.1126/scirobotics.abm6074
10.1007/s10707-022-00483-0
10.1109/WF-IoT.2016.7845467
10.1002/9781119458555.ch56
10.1016/j.compag.2019.03.011
10.3390/electronics10121491
10.3390/su142012968
10.1007/978-3-031-51195-0_17
10.1109/VTC2022-Fall57202.2022.10013037
10.3390/su12093853
10.1109/ACCESS.2024.3381511
10.51594/ijarss.v5i10.1482
10.1080/13658816.2018.1484124
10.1145/3340964.3340981
10.1016/j.jksuci.2023.101700
10.1109/MRA.2011.943233
10.3390/agriculture7070060
10.1007/978-981-19-3455-1_15
10.1145/3663741.3664786
10.1109/COMST.2019.2904897
10.3390/app142411545
10.1080/10494820.2011.559170
10.1109/TRO.2021.3075644
10.1109/ICARCV57592.2022.10004257
10.1007/s10586-022-03592-5
10.14778/2994509.2994518
10.1109/ICRA57147.2024.10610984
10.3389/frai.2023.1213330
10.1145/3589132.3625634
10.1038/s41928-020-0372-5
10.1016/j.compag.2023.108270
10.4018/978-1-59140-053-0.ch010
10.1109/CASE59546.2024.10711319
10.3390/s22207910
10.1016/j.futures.2022.102998
10.3389/fpls.2025.1587869
10.1007/s11119-016-9476-3
10.1109/VTC2023-Spring57618.2023.10199400
10.1007/s10109-019-00292-4
10.1515/nleng-2022-0236
10.1016/j.envsoft.2006.10.003
10.1007/s12243-023-00996-1
10.1002/9781119507284.ch4
10.1023/A:1009824308542
10.1016/j.agsy.2017.01.023
10.1016/j.compag.2019.03.037
10.1109/ACCESS.2021.3130900
10.30574/gscarr.2024.19.1.0111
10.1109/ACCESS.2024.3402446
10.1007/s13593-020-00646-z
10.3390/rs15102511
10.2298/CSIS220301064B
10.1016/j.ifacol.2024.07.414
10.1002/rob.22077
10.1016/j.procs.2025.02.119
10.1109/IROS.2012.6385773
10.1109/MCOM.001.2200633
10.1007/3-540-45441-1_9
10.1007/978-3-319-63579-8_2
10.1016/j.robot.2023.104514
10.1109/ICCUBEA.2017.8463693
10.1007/s11277-021-09059-x
10.3390/su142316131
10.1080/12460125.2014.934120
10.1109/Agro-Geoinformatics59224.2023.10233317
10.1007/978-3-030-35653-8_13
10.3390/su13137309
10.1145/2723372.2749431
10.1007/3-540-46852-8_42
10.3390/su13116387
10.1145/3356999.3365467
10.3390/s22124649
10.1145/3719202
10.3389/frobt.2018.00028
10.1016/j.comnet.2023.109934
ContentType Journal Article
Copyright The Author(s) 2025
The Author(s) 2025. This work is published 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: The Author(s) 2025
– notice: The Author(s) 2025. This work is published 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 C6C
AAYXX
CITATION
0-V
3V.
7WY
7WZ
7XB
87Z
88J
8AL
8FE
8FG
8FK
8FL
ABUWG
AFKRA
ALSLI
ARAPS
AZQEC
BENPR
BEZIV
BGLVJ
CCPQU
DWQXO
FRNLG
F~G
GNUQQ
HCIFZ
JQ2
K60
K6~
K7-
L.-
M0C
M0N
M2R
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
POGQB
PQBIZ
PQBZA
PQEST
PQGLB
PQQKQ
PQUKI
PRQQA
Q9U
DOA
DOI 10.1186/s40537-025-01253-z
DatabaseName Springer Nature OA Free Journals
CrossRef
ProQuest Social Sciences Premium Collection【Remote access available】
ProQuest Central (Corporate)
ABI/INFORM Collection
ABI/INFORM Global (PDF only)
ProQuest Central (purchase pre-March 2016)
ABI/INFORM Collection
Social Science Database (Alumni Edition)
Computing Database (Alumni Edition)
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
ABI/INFORM Collection (Alumni Edition)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Social Science Premium Collection
Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Central
Business Premium Collection
Technology Collection
ProQuest One
ProQuest Central
Business Premium Collection (Alumni)
ABI/INFORM Global (Corporate)
ProQuest Central Student
SciTech Premium Collection
ProQuest Computer Science Collection
ProQuest Business Collection (Alumni Edition)
ProQuest Business Collection
Computer Science Database
ABI/INFORM Professional Advanced
ABI/INFORM Global
Computing Database
Social Science Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest Sociology & Social Sciences Collection
ProQuest One Business
ProQuest One Business (Alumni)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest One Social Sciences
ProQuest Central Basic
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
ABI/INFORM Global (Corporate)
ProQuest Business Collection (Alumni Edition)
ProQuest One Business
ProQuest Sociology & Social Sciences Collection
Computer Science Database
ProQuest Central Student
Technology Collection
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
ProQuest Social Science Journals (Alumni Edition)
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
Sociology & Social Sciences Collection
ABI/INFORM Complete
ProQuest Central
ABI/INFORM Professional Advanced
ProQuest One Applied & Life Sciences
ProQuest Central Korea
ProQuest Central (New)
ABI/INFORM Complete (Alumni Edition)
Advanced Technologies & Aerospace Collection
Business Premium Collection
Social Science Premium Collection
ABI/INFORM Global
ProQuest Computing
ProQuest One Social Sciences
ABI/INFORM Global (Alumni Edition)
ProQuest Central Basic
ProQuest Computing (Alumni Edition)
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
ProQuest Business Collection
Advanced Technologies & Aerospace Database
ProQuest Social Science Journals
ProQuest Social Sciences Premium Collection
ProQuest One Academic UKI Edition
ProQuest One Business (Alumni)
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
Business Premium Collection (Alumni)
DatabaseTitleList
Publicly Available Content Database

CrossRef
Database_xml – sequence: 1
  dbid: C6C
  name: Springer Nature OA Free Journals
  url: http://www.springeropen.com/
  sourceTypes: Publisher
– sequence: 2
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 3
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
Engineering
EISSN 2196-1115
EndPage 29
ExternalDocumentID oai_doaj_org_article_5d5d3519bf0247e2923a2429c4159c0d
10_1186_s40537_025_01253_z
GrantInformation_xml – fundername: European Commission
  grantid: 101226371-HORIZON–MSCA–2024–DN-JD
  funderid: https://doi.org/10.13039/501100000780
– fundername: CHIST-ERA
  grantid: ANR-24-CHR4-0004-0; 2024/06/Y/ST6/00136
  funderid: https://doi.org/10.13039/501100001942
– fundername: Politechnika Poznańska
  grantid: 0214/SBAD/0248
  funderid: https://doi.org/10.13039/501100004239
GroupedDBID 0-V
0R~
5VS
7WY
8FE
8FG
8FL
AAFWJ
AAJSJ
AAKKN
AASML
ABEEZ
ABFTD
ABUWG
ACACY
ACGFS
ACULB
ADBBV
ADMLS
AFGXO
AFKRA
AFPKN
AHBYD
ALMA_UNASSIGNED_HOLDINGS
ALSLI
AMKLP
ARALO
ARAPS
ASPBG
AZQEC
BCNDV
BENPR
BEZIV
BGLVJ
BPHCQ
C24
C6C
CCPQU
DWQXO
EBLON
EBS
FRNLG
GNUQQ
GROUPED_DOAJ
HCIFZ
IAO
ISR
ITC
K60
K6V
K6~
K7-
M0C
M2R
M~E
OK1
P62
PHGZM
PHGZT
PIMPY
PQBIZ
PQBZA
PQGLB
PQQKQ
PROAC
PRQQA
SOJ
AAYXX
CITATION
PUEGO
3V.
7XB
8AL
8FK
JQ2
L.-
M0N
PKEHL
POGQB
PQEST
PQUKI
Q9U
ID FETCH-LOGICAL-c489t-28bde19e07dcd514c1502da3072399d641a913cbbe66ceec9d2328d66244efed3
IEDL.DBID 8FG
ISSN 2196-1115
IngestDate Wed Aug 27 00:53:30 EDT 2025
Sat Aug 23 13:56:14 EDT 2025
Wed Sep 10 05:47:22 EDT 2025
Sun Aug 03 01:10:37 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords Sustainable agriculture
Data management
Internet of Things
Robotics
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c489t-28bde19e07dcd514c1502da3072399d641a913cbbe66ceec9d2328d66244efed3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
OpenAccessLink https://www.proquest.com/docview/3235848968?pq-origsite=%requestingapplication%
PQID 3235848968
PQPubID 2046140
PageCount 29
ParticipantIDs doaj_primary_oai_doaj_org_article_5d5d3519bf0247e2923a2429c4159c0d
proquest_journals_3235848968
crossref_primary_10_1186_s40537_025_01253_z
springer_journals_10_1186_s40537_025_01253_z
PublicationCentury 2000
PublicationDate 2025-08-02
PublicationDateYYYYMMDD 2025-08-02
PublicationDate_xml – month: 08
  year: 2025
  text: 2025-08-02
  day: 02
PublicationDecade 2020
PublicationPlace Cham
PublicationPlace_xml – name: Cham
– name: Heidelberg
PublicationTitle Journal of big data
PublicationTitleAbbrev J Big Data
PublicationYear 2025
Publisher Springer International Publishing
Springer Nature B.V
SpringerOpen
Publisher_xml – name: Springer International Publishing
– name: Springer Nature B.V
– name: SpringerOpen
References Y Gao (1253_CR82) 2020; 3
C Campos (1253_CR96) 2021; 37
F Pinet (1253_CR35) 2019
R Qureshi (1253_CR48) 2021; 121
R Harrison (1253_CR80) 2020; 11
N Siebrecht (1253_CR7) 2020; 12
G Giray (1253_CR8) 2021; 13
E Krzysztoń (1253_CR84) 2024; 14
G André (1253_CR57) 2023; 26
1253_CR51
1253_CR50
J Olesen (1253_CR79) 2020; 12
D Tiozzo Fasiolo (1253_CR65) 2023; 169
V Barrile (1253_CR60) 2022; 22
T Korthals (1253_CR59) 2018; 5
O Debauche (1253_CR27) 2021; 10
EM Ouafiq (1253_CR13) 2022
A Milella (1253_CR54) 2024; 12
PG de Santos (1253_CR55) 2017; 18
1253_CR68
H Nguyen Phuoc Bao (1253_CR106) 2019
D Scaramuzza (1253_CR108) 2011; 18
M Bakli (1253_CR87) 2025; 11
FLB Aurélie Leborgne (1253_CR38) 2024
A Namrita Gummadi (1253_CR99) 2024; 12
PA Ongadi (1253_CR77) 2024; 19
J Xu (1253_CR39) 2022; 6
MAS Elena García-Barriocanal (1253_CR67) 2013; 21
E Zimányi (1253_CR17) 2020; 45
J Zhang (1253_CR52) 2024; 110
DF Yépez-Ponce (1253_CR12) 2023; 6
F Pinet (1253_CR105) 2007; 22
1253_CR117
1253_CR118
1253_CR73
1253_CR71
1253_CR115
Y Bai (1253_CR56) 2023; 205
1253_CR116
1253_CR113
1253_CR114
SAP Servigne (1253_CR32) 2000; 4
H Ding (1253_CR64) 2022; 39
Z Abedjan (1253_CR70) 2016; 9
M Wakchaure (1253_CR3) 2023; 3
1253_CR88
CE Dyreson (1253_CR33) 2003
1253_CR86
1253_CR83
1253_CR81
M Luyckx (1253_CR14) 2022; 14
1253_CR19
1253_CR18
SB Kamal Boulil (1253_CR72) 2014; 23
1253_CR16
1253_CR15
1253_CR98
1253_CR97
1253_CR95
1253_CR94
1253_CR9
1253_CR93
1253_CR91
1253_CR4
1253_CR90
A Goldstein (1253_CR66) 2021; 13
1253_CR1
R Cordova-Cardenas (1253_CR63) 2023; 13
A Adewusi (1253_CR78) 2023; 12
A Wezel (1253_CR5) 2020; 40
K Oshima (1253_CR75) 2022; 19
1253_CR28
S Ergun (1253_CR43) 2023; 234
A Kajmakovic (1253_CR85) 2022; 22
1253_CR26
S Macenski (1253_CR49) 2022; 7
1253_CR25
1253_CR24
1253_CR23
1253_CR107
A Marucci (1253_CR110) 2017; 7
M Ranaweera (1253_CR44) 2021; 10
S Zaman (1253_CR111) 2019; 162
FP Mireille Batton-Hubert (1253_CR34) 2024
1253_CR100
AA Alameen (1253_CR109) 2019; 160
F Visentin (1253_CR92) 2023; 214
YB Lin (1253_CR47) 2023; 61
1253_CR104
1253_CR102
M Sakr (1253_CR29) 2022; 26
F Maffezzoli (1253_CR2) 2022; 142
C Zhang (1253_CR76) 2019; 21
1253_CR37
1253_CR36
O Rozenstein (1253_CR10) 2023; 08
1253_CR31
1253_CR30
D Lynda (1253_CR69) 2023; 35
S Mansoor (1253_CR89) 2025; 16
Z Zhang (1253_CR22) 2017
A Cravero (1253_CR11) 2022; 14
MJ O’Grady (1253_CR45) 2019; 3
S Bimonte (1253_CR101) 2023; 20
M Sakr (1253_CR20) 2018; 32
P Rajak (1253_CR40) 2023; 14
M Bakli (1253_CR21) 2019; 21
I Sammour (1253_CR41) 2023; 79
MS Mia (1253_CR61) 2023; 15
1253_CR46
M Nijak (1253_CR62) 2024; 16
J Cremona (1253_CR112) 2022; 39
G Gupta (1253_CR74) 2022; 11
1253_CR42
B Demuth (1253_CR103) 1999
A Dutta (1253_CR53) 2021; 9
C Verdouw (1253_CR58) 2019; 165
S Wolfert (1253_CR6) 2017; 153
References_xml – ident: 1253_CR28
– ident: 1253_CR102
– volume: 39
  start-page: 1121
  issue: 7
  year: 2022
  ident: 1253_CR112
  publication-title: J Field Robot
  doi: 10.1002/rob.22099
– ident: 1253_CR16
  doi: 10.1145/3397536.3422262
– volume: 6
  start-page: 10
  year: 2022
  ident: 1253_CR39
  publication-title: Artif Intell Agric
– volume: 165
  year: 2019
  ident: 1253_CR58
  publication-title: Comput Electron Agric
  doi: 10.1016/j.compag.2019.104939
– volume: 110
  start-page: 162
  issue: 4
  year: 2024
  ident: 1253_CR52
  publication-title: J Intell Robot Syst
  doi: 10.1007/s10846-024-02187-z
– volume: 13
  start-page: 2181
  issue: 12
  year: 2023
  ident: 1253_CR63
  publication-title: Agriculture
  doi: 10.3390/agriculture13122181
– volume: 205
  year: 2023
  ident: 1253_CR56
  publication-title: Comput Electron Agric
– ident: 1253_CR86
– volume: 16
  start-page: 985
  issue: 6
  year: 2024
  ident: 1253_CR62
  publication-title: Remote Sens
  doi: 10.3390/rs16060985
– ident: 1253_CR116
– ident: 1253_CR25
– volume: 19
  start-page: 2056
  issue: 2
  year: 2022
  ident: 1253_CR75
  publication-title: Math Biosci Eng
  doi: 10.3934/mbe.2022097
– volume: 45
  start-page: 1
  issue: 4
  year: 2020
  ident: 1253_CR17
  publication-title: ACM Trans Database Syst TODS
  doi: 10.1145/3406534
– ident: 1253_CR51
  doi: 10.1109/COMPSAC57700.2023.00268
– volume: 7
  start-page: eabm6074
  issue: 66
  year: 2022
  ident: 1253_CR49
  publication-title: Sci Robot
  doi: 10.1126/scirobotics.abm6074
– volume: 26
  start-page: 541
  issue: 4
  year: 2022
  ident: 1253_CR29
  publication-title: GeoInformatica
  doi: 10.1007/s10707-022-00483-0
– ident: 1253_CR68
  doi: 10.1109/WF-IoT.2016.7845467
– ident: 1253_CR88
  doi: 10.1002/9781119458555.ch56
– volume: 160
  start-page: 31
  year: 2019
  ident: 1253_CR109
  publication-title: Comput Electron Agric
  doi: 10.1016/j.compag.2019.03.011
– volume-title: Geographic data imperfection 2: use cases
  year: 2024
  ident: 1253_CR34
– volume: 11
  start-page: 134
  year: 2020
  ident: 1253_CR80
  publication-title: Int J Agric Inf
– volume: 10
  start-page: 1491
  issue: 12
  year: 2021
  ident: 1253_CR44
  publication-title: Electronics
  doi: 10.3390/electronics10121491
– volume: 14
  start-page: 12968
  issue: 20
  year: 2022
  ident: 1253_CR14
  publication-title: Sustainability
  doi: 10.3390/su142012968
– ident: 1253_CR83
– ident: 1253_CR46
  doi: 10.1007/978-3-031-51195-0_17
– ident: 1253_CR42
  doi: 10.1109/VTC2022-Fall57202.2022.10013037
– volume: 12
  start-page: 3853
  issue: 9
  year: 2020
  ident: 1253_CR7
  publication-title: Sustainability
  doi: 10.3390/su12093853
– volume: 12
  start-page: 47942
  year: 2024
  ident: 1253_CR54
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2024.3381511
– ident: 1253_CR1
– volume: 12
  start-page: 693
  issue: 5
  year: 2023
  ident: 1253_CR78
  publication-title: Int J Appl Res Soc Sci
  doi: 10.51594/ijarss.v5i10.1482
– volume: 32
  start-page: 2140
  issue: 11
  year: 2018
  ident: 1253_CR20
  publication-title: Int J Geogr Inf Sci
  doi: 10.1080/13658816.2018.1484124
– ident: 1253_CR19
  doi: 10.1145/3340964.3340981
– volume: 35
  issue: 8
  year: 2023
  ident: 1253_CR69
  publication-title: J King Saud Univ Comput Inf Sci
  doi: 10.1016/j.jksuci.2023.101700
– volume: 18
  start-page: 80
  issue: 4
  year: 2011
  ident: 1253_CR108
  publication-title: IEEE Robot Autom Mag
  doi: 10.1109/MRA.2011.943233
– volume: 3
  year: 2023
  ident: 1253_CR3
  publication-title: Artif Intell Life Sci
– ident: 1253_CR23
– volume: 7
  start-page: 60
  issue: 7
  year: 2017
  ident: 1253_CR110
  publication-title: Agriculture
  doi: 10.3390/agriculture7070060
– start-page: 191
  volume-title: Human centred intelligent systems
  year: 2022
  ident: 1253_CR13
  doi: 10.1007/978-981-19-3455-1_15
– ident: 1253_CR9
  doi: 10.1145/3663741.3664786
– volume: 21
  start-page: 2224
  issue: 3
  year: 2019
  ident: 1253_CR76
  publication-title: IEEE Commun Surv Tutorials
  doi: 10.1109/COMST.2019.2904897
– volume: 14
  start-page: 11545
  issue: 24
  year: 2024
  ident: 1253_CR84
  publication-title: Appl Sci
  doi: 10.3390/app142411545
– volume: 21
  start-page: 301
  issue: 3
  year: 2013
  ident: 1253_CR67
  publication-title: Interact Learn Environ
  doi: 10.1080/10494820.2011.559170
– volume: 37
  start-page: 1874
  issue: 6
  year: 2021
  ident: 1253_CR96
  publication-title: IEEE Trans Rob
  doi: 10.1109/TRO.2021.3075644
– ident: 1253_CR90
  doi: 10.1109/ICARCV57592.2022.10004257
– ident: 1253_CR37
– volume: 26
  start-page: 2993
  issue: 5
  year: 2023
  ident: 1253_CR57
  publication-title: Clust Comput
  doi: 10.1007/s10586-022-03592-5
– ident: 1253_CR71
– ident: 1253_CR113
– volume: 9
  start-page: 993
  issue: 12
  year: 2016
  ident: 1253_CR70
  publication-title: Proc VLDB Endow
  doi: 10.14778/2994509.2994518
– ident: 1253_CR4
– ident: 1253_CR91
  doi: 10.1109/ICRA57147.2024.10610984
– volume: 6
  start-page: 1213330
  year: 2023
  ident: 1253_CR12
  publication-title: Front Artif Intell
  doi: 10.3389/frai.2023.1213330
– ident: 1253_CR24
  doi: 10.1145/3589132.3625634
– volume: 3
  start-page: 81
  year: 2020
  ident: 1253_CR82
  publication-title: Nat Electr
  doi: 10.1038/s41928-020-0372-5
– volume: 214
  year: 2023
  ident: 1253_CR92
  publication-title: Comput Electron Agric
  doi: 10.1016/j.compag.2023.108270
– start-page: 282
  volume-title: Multidimensional databases: problems and solutions
  year: 2003
  ident: 1253_CR33
  doi: 10.4018/978-1-59140-053-0.ch010
– ident: 1253_CR98
  doi: 10.1109/CASE59546.2024.10711319
– volume: 22
  start-page: 7910
  issue: 20
  year: 2022
  ident: 1253_CR60
  publication-title: Sensors
  doi: 10.3390/s22207910
– ident: 1253_CR30
– volume: 142
  year: 2022
  ident: 1253_CR2
  publication-title: Futures
  doi: 10.1016/j.futures.2022.102998
– volume: 12
  start-page: 88
  year: 2020
  ident: 1253_CR79
  publication-title: J Cybersecur Agric
– volume: 16
  start-page: 1587869
  year: 2025
  ident: 1253_CR89
  publication-title: Front Plant Sci
  doi: 10.3389/fpls.2025.1587869
– volume: 18
  start-page: 574
  issue: 4
  year: 2017
  ident: 1253_CR55
  publication-title: Precis Agric
  doi: 10.1007/s11119-016-9476-3
– ident: 1253_CR18
– ident: 1253_CR95
  doi: 10.1109/VTC2023-Spring57618.2023.10199400
– volume: 21
  start-page: 1
  year: 2019
  ident: 1253_CR21
  publication-title: J Geogr Syst
  doi: 10.1007/s10109-019-00292-4
– volume: 11
  start-page: 615
  issue: 1
  year: 2022
  ident: 1253_CR74
  publication-title: Nonlinear Eng
  doi: 10.1515/nleng-2022-0236
– volume: 22
  start-page: 1217
  issue: 8
  year: 2007
  ident: 1253_CR105
  publication-title: Environ Model Softw
  doi: 10.1016/j.envsoft.2006.10.003
– volume-title: Geographic data imperfection 1: from theory to applications
  year: 2019
  ident: 1253_CR35
– volume: 79
  start-page: 361
  year: 2023
  ident: 1253_CR41
  publication-title: Ann Telecommun
  doi: 10.1007/s12243-023-00996-1
– ident: 1253_CR31
  doi: 10.1002/9781119507284.ch4
– volume: 4
  start-page: 7
  issue: 1
  year: 2000
  ident: 1253_CR32
  publication-title: GeoInformatica
  doi: 10.1023/A:1009824308542
– volume: 153
  start-page: 69
  year: 2017
  ident: 1253_CR6
  publication-title: Agric Syst
  doi: 10.1016/j.agsy.2017.01.023
– volume: 162
  start-page: 82
  year: 2019
  ident: 1253_CR111
  publication-title: Comput Electron Agric
  doi: 10.1016/j.compag.2019.03.037
– ident: 1253_CR94
– volume: 9
  start-page: 161416
  year: 2021
  ident: 1253_CR53
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2021.3130900
– volume: 19
  start-page: 104
  issue: 1
  year: 2024
  ident: 1253_CR77
  publication-title: GSC Adv Res Rev
  doi: 10.30574/gscarr.2024.19.1.0111
– ident: 1253_CR73
– volume: 12
  start-page: 71024
  year: 2024
  ident: 1253_CR99
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2024.3402446
– volume: 40
  start-page: 40
  issue: 6
  year: 2020
  ident: 1253_CR5
  publication-title: Rev Agron Sustain Dev
  doi: 10.1007/s13593-020-00646-z
– volume: 15
  start-page: 2511
  issue: 10
  year: 2023
  ident: 1253_CR61
  publication-title: Remote Sens
  doi: 10.3390/rs15102511
– volume: 20
  start-page: 459
  issue: 1
  year: 2023
  ident: 1253_CR101
  publication-title: Comput Sci Inf Syst
  doi: 10.2298/CSIS220301064B
– volume: 3
  start-page: 42
  year: 2019
  ident: 1253_CR45
  publication-title: Artif Intell Agric
– ident: 1253_CR50
  doi: 10.1016/j.ifacol.2024.07.414
– volume: 39
  start-page: 956
  issue: 6
  year: 2022
  ident: 1253_CR64
  publication-title: J Field Robot
  doi: 10.1002/rob.22077
– ident: 1253_CR81
  doi: 10.1016/j.procs.2025.02.119
– ident: 1253_CR118
  doi: 10.1109/IROS.2012.6385773
– volume: 61
  start-page: 86
  issue: 12
  year: 2023
  ident: 1253_CR47
  publication-title: IEEE Commun Mag
  doi: 10.1109/MCOM.001.2200633
– ident: 1253_CR115
– ident: 1253_CR100
– ident: 1253_CR104
  doi: 10.1007/3-540-45441-1_9
– start-page: 11
  volume-title: Web and Big Data
  year: 2017
  ident: 1253_CR22
  doi: 10.1007/978-3-319-63579-8_2
– ident: 1253_CR97
– ident: 1253_CR36
– volume: 169
  year: 2023
  ident: 1253_CR65
  publication-title: Robot Auton Syst
  doi: 10.1016/j.robot.2023.104514
– ident: 1253_CR26
  doi: 10.1109/ICCUBEA.2017.8463693
– ident: 1253_CR114
– volume: 10
  start-page: 33
  year: 2021
  ident: 1253_CR27
  publication-title: J King Saud Univ Comput Inf Sci
– volume: 121
  start-page: 1379
  issue: 2
  year: 2021
  ident: 1253_CR48
  publication-title: Wirel Pers Commun
  doi: 10.1007/s11277-021-09059-x
– volume: 14
  start-page: 16131
  issue: 23
  year: 2022
  ident: 1253_CR11
  publication-title: Sustainability
  doi: 10.3390/su142316131
– volume: 23
  start-page: 460
  issue: 4
  year: 2014
  ident: 1253_CR72
  publication-title: J Decis Syst
  doi: 10.1080/12460125.2014.934120
– ident: 1253_CR93
  doi: 10.1109/Agro-Geoinformatics59224.2023.10233317
– start-page: 185
  volume-title: Future data and security engineering
  year: 2019
  ident: 1253_CR106
  doi: 10.1007/978-3-030-35653-8_13
– volume: 13
  start-page: 7309
  issue: 13
  year: 2021
  ident: 1253_CR8
  publication-title: Sustainability
  doi: 10.3390/su13137309
– volume: 14
  year: 2023
  ident: 1253_CR40
  publication-title: J Agric Food Res
– volume: 08
  start-page: 520
  issue: 25
  year: 2023
  ident: 1253_CR10
  publication-title: Precis Agric
– ident: 1253_CR107
  doi: 10.1145/2723372.2749431
– start-page: 598
  volume-title: «UML»’99—-the unified modeling language
  year: 1999
  ident: 1253_CR103
  doi: 10.1007/3-540-46852-8_42
– volume: 13
  start-page: 6387
  issue: 11
  year: 2021
  ident: 1253_CR66
  publication-title: Sustainability
  doi: 10.3390/su13116387
– ident: 1253_CR15
  doi: 10.1145/3356999.3365467
– volume-title: Geographic data imperfection 2: use cases
  year: 2024
  ident: 1253_CR38
– volume: 22
  start-page: 4649
  issue: 12
  year: 2022
  ident: 1253_CR85
  publication-title: Sensors
  doi: 10.3390/s22124649
– volume: 11
  start-page: 1
  issue: 2
  year: 2025
  ident: 1253_CR87
  publication-title: ACM Trans Spatial Algorithms Syst
  doi: 10.1145/3719202
– volume: 5
  start-page: 28
  year: 2018
  ident: 1253_CR59
  publication-title: Front Robot AI
  doi: 10.3389/frobt.2018.00028
– volume: 234
  year: 2023
  ident: 1253_CR43
  publication-title: Comput Netw
  doi: 10.1016/j.comnet.2023.109934
– ident: 1253_CR117
SSID ssj0001340564
Score 2.30979
Snippet In recent years, the integration of Internet of Things (IoT) and Robotics has advanced agro-ecological practices. Despite numerous solutions for specific...
Abstract In recent years, the integration of Internet of Things (IoT) and Robotics has advanced agro-ecological practices. Despite numerous solutions for...
SourceID doaj
proquest
crossref
springer
SourceType Open Website
Aggregation Database
Index Database
Publisher
StartPage 195
SubjectTerms Agricultural management
Artificial intelligence
Big Data
Case studies
Communication
Communications Engineering
Computational Science and Engineering
Computer Science
Data management
Data Mining and Knowledge Discovery
Data processing
Database Management
Datasets
Decision making
Edge computing
Emergent architectures and technologies for big data management and analysis
Engineering
Farmers
Farming
Information Storage and Retrieval
Internet of Things
Mathematical Applications in Computer Science
Metadata
Methodology
Networks
Quality management
Real time
Robotics
Robots
Sensors
Sustainability
Sustainable agriculture
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV07T8MwELZQJxbeiEBBHtho1Dwdh41XVZBgQK3UzXJ8NluCmnbpr-fsJLRFQixsUWIpzt3Z3-fY9x0h15lC1AxU5rNIRbhASVNfSih8xCLD44JnxuXCvL6x8TR5maWzjVJf9kxYIw_cGG6YQgq2iFxhEE0yHSEhkQgruULkyVUAdvYN8mBjMeX-rsT4WpZ0WTKcDevEKpf4tnorzslp7K-2kMgJ9m-xzB8bow5vRgdkryWK9K7p4CHZ0eUR2e-KMNB2TB6T5aNcSKrXsoIUaSit13lRVH7MW4ENfUthfUioHlDVlVLBa1kCVYhptG6OFtLKUEnLCtvT5-p9Qjf3HE7IdPQ0eRj7bS0FXyU8X_gRL0CHuQ4yUIAkSSERjEDiCLfJrcCSUOZhrIpCM4a4qXJAqsWBMYR_bTTEp6RXVqU-IzRG2_NAp5G2CQxZJMGYxCBRgNCwBEKP3HR2FZ-NZIZwSw3OROMFgV4Qzgti5ZF7a_rvllbu2t3AIBBtEIi_gsAj_c5xoh2DtYhtFjB-POMeGXTOXD_-vUvn_9GlC7IbuWDjGHN90lvMl_oS-cuiuHKh-gWef-qa
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: Springer Nature OA Free Journals
  dbid: C6C
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV07T8MwELagLCy8EYGCPLDRiDwdhw0KVUGCAbVSN8vx2Wwpatqlv56zm5AWwcAWJZfI8d3l-5zz3RFynSlEzUBlPotUhAuUNPWlhMJHLDI8LnhmXC7M6xsbjpOXSTqpy-TYXJj1-H3I2W2V2IIjvm26ip_SNPaX22QnDWPmArOs3_5PiVGSJU1ezK-3bmCPK9G_wSt_hEIdwgwOyF5NDen9SpeHZEuXR2S_abtAay88JotHOZdUt4UEKRJPWrWZUFR-zOqSGvqOQrstqOpR1TRPwWNZAlWIYrRabSakU0MlLacoT5-n7yO6HmU4IePB06g_9OvuCb5KeD73I16ADnMdZKAAaZFC6heBRJ-26azAklDmYayKQjOGSKlyQHLFgTEEfG00xKekU05LfUZonOMjA51G2qYsZJEEYxKD1ABCwxIIPXLTzKv4XBXJEG5xwZlYaUGgFoTTglh65MFO_bekLXDtTqDeRe0vIoUUbO_AwiCJyHSEPFQim8CBIP9SAXik2yhO1F5Xidjm_eLLM-6RXqPM9vLfQzr_n_gF2Y2cWXG0ri7pzGcLfYncZF5cOaP8ApiW3Io
  priority: 102
  providerName: Springer Nature
Title Data engineering for sustainable agriculture: developments, challenges, and case studies of a novel IoRT architecture
URI https://link.springer.com/article/10.1186/s40537-025-01253-z
https://www.proquest.com/docview/3235848968
https://doaj.org/article/5d5d3519bf0247e2923a2429c4159c0d
Volume 12
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lb9QwEB5Be4EDjwLqQln5wI1a3TiJ43BB26VLWYkKlVbqzXI8dm9J2Wwv_fWMvQ5pkeCSRI5lW54Zz-exZwbgQ2VJa85sxaWwgjYoZcmNwYaTLvIqb1Tloy_M9zN5elmsrsqrZHDr07XKYU2MCzV2NtjIj_Lg01moWqrPN794yBoVTldTCo3HsJuRpgl8rpZfRxtLTp3LYvCVUfKoL0L8Eh5yuNLKXOb87oE-imH7H2DNv45Ho9ZZvoBnCS6y-Za-L-GRa_fg-ZCKgSXJ3IOn9-IKvoLbL2ZjmBuLGEFT1o--Usxcr1PQDfeJ4XhxqD9kdkivQt-mRWZJz7F-e92QdZ4Z1nZUn33rzi_Y_XOI13C5PLlYnPKUX4FbmsgNF6pBl9VuVqFFAk6WwKFAQ1IfHF5RFpmps9w2jZOSdKmtkeCXQikJEjjvMH8DO23Xun1geU1NzlwpXHBqqIRB7wtP4AEzLwvMJvBxmGV9sw2joeP2Q0m9pYkmmuhIE303geNAiD81QwjsWNCtr3WSKF1iiSG7YOMJZlROEFI1hDdoIITQ7AwncDCQUSe57PXIRRM4HEg7_v73kN7-v7V38EREplLEWwews1nfuveEVjbNNLLkFHbn89XPFb2PT85-nFPpQhThKRfTaAf4DT0l7Y8
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6V7QE48CggFgr4ACdqdeMkToKEEKWtdmm7QtVW6s11PHZvSdlsheiP4jcyTmLSIsGtt8hxLMcznu_zY2YA3maGUHNiMi6FEbRASVOuNZacsMjlcZlnrvWFOZrL6Uny9TQ9XYNfwRfGX6sMNrE11Fgbv0e-HXufziQvZP7p4jv3WaP86WpIodGpxYH9-YOWbM3H2S7J950Q-3uLL1PeZxXghj5fcZGXaKPCTjI0SHTBECUSqEnXvZsnyiTSRRSbsrRSEoKYAol05CglAaF1FmNq9w6sJ96jdQTrO3vzb8fDrk5MvyuT4J2Ty-0m8RFTuM8aS1iQxvzqBgK2iQJusNu_DmRbnNt_BA96gso-dxr1GNZstQEPQ_IH1tuCDbh_LZLhE7jc1SvN7FDEiAyzZvDOYvp82Yf5sB8YDleVmi1mQkIXetYVMkPIyprugiOrHdOsqqk-m9XHC3b95OMpnNzK2D-DUVVX9jmwuKAmJzYV1rtRZEKjc4kjuoKRkwlGY3gfRllddIE7VLvgyaXqZKJIJqqViboaw44XxJ-aPuh2W1Avz1U_h1WKKfp8hqUjYpNZQdxYE8OhjhAnNBMcw2YQo-otQaMGvR3DVhDt8PrfXXrx_9bewN3p4uhQHc7mBy_hnmgVLCc924TRanlpXxFXWpWvewVlcHbbc-I3t9ImvQ
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1JT-UwDLYYkNBcWAZGPNYc5gYVr1uacmN7YtdoBBK3KI2Td2vRa7nw63HSlgJiDtyq1q3SOK6_1P5sgD-ZJq851lnAIx3RBiVNA6WwCMgXWREXIrOeC3N7xy8ekqvH9PEdi99nu_chyZbT4Ko0lc3hE9rWxAU_rBNXhiRwrVjpA5vGwcsPWEic63PhWn46_GWJSZInPVvmy1s_eCRfuP8D2vwUIPV-Z7ICSx1gZMethldhzpS_YLlvxsA621yD5zPVKGaG8oKM4CirB34UU9NZV2jDHDEckoXqA6b7lip0rEpkmnwbq9sUQ1ZZplhZkTy7rP7ds_exh3V4mJzfn14EXU-FQCcib4JIFGjC3Iwz1EhgSRMgjFCRpTuSK_IkVHkY66IwnJP_1DkS5BLIOcEAYw3Gv2G-rEqzASzO6ZFjk0bGERmySKG1iSXAgKHlCYYj2O_nVT61pTOk33IILlstSNKC9FqQLyM4cVP_JunKXvsT1WwqOyuSKaboOgoWlqBFZiJCp4owBg2EUJke4wi2e8XJzhZrGTs2ML08FyM46JU5XP7_kDa_J74Hi3_PJvLm8u56C35GfoUJWmjbMN_Mns0OgZem2PXr8xUyv-e-
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=article&rft.atitle=Data+engineering+for+sustainable+agriculture%3A+developments%2C+challenges%2C+and+case+studies+of+a+novel+IoRT+architecture&rft.jtitle=Journal+of+big+data&rft.au=Bimonte%2C+Sandro&rft.au=Bellocchi%2C+Gianni&rft.au=Pinet%2C+Fran%C3%A7ois&rft.au=Chalhoub%2C+G%C3%A9rard&rft.date=2025-08-02&rft.pub=Springer+Nature+B.V&rft.eissn=2196-1115&rft.volume=12&rft.issue=1&rft.spage=195&rft_id=info:doi/10.1186%2Fs40537-025-01253-z
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2196-1115&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2196-1115&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2196-1115&client=summon