Developing GIS-Based Algorithm of Stand Spatial Structure Index and Its Implementation

Accurate information of the fine-scale spatial patterns of trees and their interactions within a stand is critical for explaining the competition, health and vigor status, and future development of a stand. There are a number of indices which can show such patterns, but the stand spatial structure i...

Full description

Saved in:
Bibliographic Details
Published inForests Vol. 15; no. 10; p. 1755
Main Authors Pang, Lifeng, Xie, Dongbo, Sharma, Ram P., Xu, Dengping, Fu, Liyong
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.10.2024
Subjects
Online AccessGet full text
ISSN1999-4907
1999-4907
DOI10.3390/f15101755

Cover

Abstract Accurate information of the fine-scale spatial patterns of trees and their interactions within a stand is critical for explaining the competition, health and vigor status, and future development of a stand. There are a number of indices which can show such patterns, but the stand spatial structure index is the most important. This index can be quantified based on the spatial information of trees (tree positions) within a stand and has paramount importance in identifying candidate trees to be thinned. This study develops a software tool (algorithm), which can conveniently and accurately estimate the stand spatial structure index. Our proposed algorithm considers the spatial relationships between a reference tree and its four adjacent trees, and computes the three most important stand structure indices (neighborhood comparison, uniform angle index and species mingling) using GIS (ArcEngine) and the C# programming language. The implementation of the developed algorithm (stand spatial structure index) shows that, for any reference tree assumed, its four adjacent trees identified by each of the three stand spatial structure indices (uniform angle index—UAI, mingling—M and neighborhood comparison—NC) are the same, indicating the consistency and accuracy between the three-stand spatial structural indices. For the same tree species in a forest stand, the computational results from each of the spatial structure indices used (UAI, M, NC) are also the same. Thus, the results of this algorithm developed in this study are consistent with that of the Winkelmass1.0 software (a type of software used to simulate stand spatial structure). As this article is based on the GIS technique, the computational results can be visually displayed and implemented on actual maps, making it more convenient and intuitive for forest management. The proposed approach will be useful for accurately identifying the trees to be thinned and helpful for maintaining the vigor stand structure. This study also demonstrates the implementation of the algorithm to the real-world data and proves that the computational process is simple and efficient. The application of this algorithm for the identification of trees to be thinned may help the stakeholders to focus their attention towards multi-functional forest management. The algorithm will also provide an important basis for optimizing thinning and maintaining well-structured forest stands.
AbstractList Accurate information of the fine-scale spatial patterns of trees and their interactions within a stand is critical for explaining the competition, health and vigor status, and future development of a stand. There are a number of indices which can show such patterns, but the stand spatial structure index is the most important. This index can be quantified based on the spatial information of trees (tree positions) within a stand and has paramount importance in identifying candidate trees to be thinned. This study develops a software tool (algorithm), which can conveniently and accurately estimate the stand spatial structure index. Our proposed algorithm considers the spatial relationships between a reference tree and its four adjacent trees, and computes the three most important stand structure indices (neighborhood comparison, uniform angle index and species mingling) using GIS (ArcEngine) and the C# programming language. The implementation of the developed algorithm (stand spatial structure index) shows that, for any reference tree assumed, its four adjacent trees identified by each of the three stand spatial structure indices (uniform angle index—UAI, mingling—M and neighborhood comparison—NC) are the same, indicating the consistency and accuracy between the three-stand spatial structural indices. For the same tree species in a forest stand, the computational results from each of the spatial structure indices used (UAI, M, NC) are also the same. Thus, the results of this algorithm developed in this study are consistent with that of the Winkelmass1.0 software (a type of software used to simulate stand spatial structure). As this article is based on the GIS technique, the computational results can be visually displayed and implemented on actual maps, making it more convenient and intuitive for forest management. The proposed approach will be useful for accurately identifying the trees to be thinned and helpful for maintaining the vigor stand structure. This study also demonstrates the implementation of the algorithm to the real-world data and proves that the computational process is simple and efficient. The application of this algorithm for the identification of trees to be thinned may help the stakeholders to focus their attention towards multi-functional forest management. The algorithm will also provide an important basis for optimizing thinning and maintaining well-structured forest stands.
Author Sharma, Ram P.
Xie, Dongbo
Fu, Liyong
Xu, Dengping
Pang, Lifeng
Author_xml – sequence: 1
  givenname: Lifeng
  surname: Pang
  fullname: Pang, Lifeng
– sequence: 2
  givenname: Dongbo
  surname: Xie
  fullname: Xie, Dongbo
– sequence: 3
  givenname: Ram P.
  orcidid: 0000-0002-8623-6211
  surname: Sharma
  fullname: Sharma, Ram P.
– sequence: 4
  givenname: Dengping
  surname: Xu
  fullname: Xu, Dengping
– sequence: 5
  givenname: Liyong
  surname: Fu
  fullname: Fu, Liyong
BookMark eNp9kF9LwzAUxYNMcM49-A0CPilUk6ZJm8e56SwMfJj6WmL-zI42qUmq7tvbMRGfvC_nXu6Pw-GcgpF1VgNwjtE1IRzdGEwxwjmlR2CMOedJxlE--rOfgGkIWzQMzQueZmPwstAfunFdbTdwWa6TWxG0grNm43wd31roDFxHYRVcdyLWohku38vYew1Lq_QX3P_KGGDZdo1utY0D5uwZODaiCXr6oxPwfH_3NH9IVo_Lcj5bJTKlaUx4znCOZCaznNPUmOIVoyIzQnGFGMuIkYzKomCScC2o4powLQVSRFEidMHIBFwdfHvbid2naJqq83Ur_K7CqNqXUv2WMsAXB7jz7r3XIVZb13s75KsIThGjlOZ76vJASe9C8Nr84_gNdctufw
Cites_doi 10.3390/f11040413
10.1016/j.foreco.2005.12.039
10.1016/S0378-1127(97)00069-8
10.1016/S1872-2032(08)60008-6
10.1016/j.foreco.2021.119965
10.1093/forestry/75.3.305
10.3390/f14091896
ContentType Journal Article
Copyright 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
3V.
7SN
7SS
7X2
8FE
8FH
8FK
ABUWG
AEUYN
AFKRA
ATCPS
AZQEC
BENPR
BHPHI
BKSAR
C1K
CCPQU
DWQXO
GNUQQ
HCIFZ
M0K
PATMY
PCBAR
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
PYCSY
ADTOC
UNPAY
DOI 10.3390/f15101755
DatabaseName CrossRef
ProQuest Central (Corporate)
Ecology Abstracts
Entomology Abstracts (Full archive)
Agricultural Science Collection
ProQuest SciTech Collection
ProQuest Natural Science Journals
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest One Sustainability
ProQuest Central UK/Ireland
Agricultural & Environmental Science Collection
ProQuest Central Essentials - QC
ProQuest Central
Natural Science Collection
Earth, Atmospheric & Aquatic Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
ProQuest Central Korea
ProQuest Central Student
SciTech Premium Collection
Agricultural Science Database
Environmental Science Database
Earth, Atmospheric & Aquatic Science Database
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Environmental Science Collection
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
Agricultural Science Database
Publicly Available Content Database
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Natural Science Collection
ProQuest Central China
Environmental Sciences and Pollution Management
Earth, Atmospheric & Aquatic Science Collection
ProQuest Central
ProQuest One Sustainability
Natural Science Collection
ProQuest Central Korea
Agricultural & Environmental Science Collection
ProQuest Central (New)
ProQuest One Academic Eastern Edition
Earth, Atmospheric & Aquatic Science Database
Agricultural Science Collection
ProQuest SciTech Collection
Ecology Abstracts
Environmental Science Collection
Entomology Abstracts
ProQuest One Academic UKI Edition
Environmental Science Database
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
DatabaseTitleList Agricultural Science Database
CrossRef
Database_xml – sequence: 1
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
– sequence: 2
  dbid: BENPR
  name: Text complet a ProQuest Central
  url: http://www.proquest.com/pqcentral?accountid=15518
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Forestry
EISSN 1999-4907
ExternalDocumentID 10.3390/f15101755
10_3390_f15101755
GeographicLocations China
GeographicLocations_xml – name: China
GroupedDBID 2XV
5VS
7X2
7XC
8FE
8FH
AADQD
AAFWJ
AAHBH
AAYXX
ADBBV
AENEX
AEUYN
AFKRA
AFZYC
ALMA_UNASSIGNED_HOLDINGS
APEBS
ATCPS
BCNDV
BENPR
BHPHI
BKSAR
CCPQU
CITATION
ECGQY
EDH
HCIFZ
IAG
IAO
IEP
ITC
ITG
ITH
KQ8
LK5
M0K
M7R
MODMG
M~E
OK1
OZF
PATMY
PCBAR
PHGZM
PHGZT
PIMPY
PROAC
PYCSY
TR2
3V.
7SN
7SS
8FK
ABUWG
AZQEC
C1K
DWQXO
GNUQQ
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
ADTOC
C1A
IPNFZ
PUEGO
RIG
UNPAY
ID FETCH-LOGICAL-c252t-976170c4c47952ff8b1084fad9d06643fc65c886c39ea5d9e36eca0d3d53ae863
IEDL.DBID UNPAY
ISSN 1999-4907
IngestDate Sun Sep 07 10:50:14 EDT 2025
Mon Jun 30 15:04:28 EDT 2025
Thu Oct 16 04:45:21 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 10
Language English
License cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c252t-976170c4c47952ff8b1084fad9d06643fc65c886c39ea5d9e36eca0d3d53ae863
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-8623-6211
OpenAccessLink https://proxy.k.utb.cz/login?url=https://doi.org/10.3390/f15101755
PQID 3120655575
PQPubID 2032398
ParticipantIDs unpaywall_primary_10_3390_f15101755
proquest_journals_3120655575
crossref_primary_10_3390_f15101755
PublicationCentury 2000
PublicationDate 2024-10-01
PublicationDateYYYYMMDD 2024-10-01
PublicationDate_xml – month: 10
  year: 2024
  text: 2024-10-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Forests
PublicationYear 2024
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Pang (ref_21) 2011; 26
Pang (ref_22) 2007; 35
Zhou (ref_13) 2009; 45
Zhao (ref_11) 2014; 36
Hui (ref_12) 2018; 31
Dong (ref_4) 2022; 506
Pang (ref_23) 2010; 6
Cao (ref_14) 2016; 4
Zhang (ref_31) 2023; 45
Hui (ref_17) 2007; 27
ref_16
Hao (ref_10) 2006; 17
Tang (ref_8) 2010; 46
Liu (ref_2) 2010; 6
Chen (ref_9) 2010; 30
Li (ref_19) 2015; 37
Pommerening (ref_7) 2006; 224
Hui (ref_20) 2001; 14
Yang (ref_24) 2015; 30
Zhou (ref_15) 2018; 38
Pommerening (ref_26) 2002; 75
Qiu (ref_29) 2016; 36
Tang (ref_28) 2013; 49
Dong (ref_30) 2013; 35
ref_1
ref_3
Pretzsch (ref_25) 1997; 3
Tang (ref_18) 2009; 35
ref_5
Tang (ref_27) 2004; 40
ref_6
References_xml – volume: 37
  start-page: 61
  year: 2015
  ident: ref_19
  article-title: Tree competition indexes based on weighted Voronoi diagram
  publication-title: J. Beijing For. Univ.
– volume: 26
  start-page: 180
  year: 2011
  ident: ref_21
  article-title: Development of the Provincial Forestry Information Sharing Platform Based on WebGIS
  publication-title: J. Northwest For. Univ.
– volume: 49
  start-page: 120
  year: 2013
  ident: ref_28
  article-title: Spatial Structure Optimizing Adjustment and Control Model of Phyllostachys edulis Stand
  publication-title: Sci. Silvae Sin.
– volume: 30
  start-page: 20
  year: 2010
  ident: ref_9
  article-title: Analysis and Evaluation on Spatial Structure of Quercusmongolica Forests in Over logged Region in Northeast China
  publication-title: J. Southwest For. Univ.
– volume: 45
  start-page: 1
  year: 2009
  ident: ref_13
  article-title: Treatment Methods of Plot Boundary Trees in Spatial Forest Structure Analysis
  publication-title: Sci. Silvae Sin.
– ident: ref_3
  doi: 10.3390/f11040413
– volume: 35
  start-page: 1
  year: 2009
  ident: ref_18
  article-title: Mingling of Evergreen Broad-Leaved Forests in Tianmu Mountain Based on Voronoi Diagram
  publication-title: Sci. Silvae Sin.
– volume: 224
  start-page: 266
  year: 2006
  ident: ref_7
  article-title: Evaluating structural indices by reversing forest structural analysis
  publication-title: For. Ecol. Manag.
  doi: 10.1016/j.foreco.2005.12.039
– volume: 17
  start-page: 751
  year: 2006
  ident: ref_10
  article-title: Neighborhood comparison of Cryptomeria fortunei plantation by using different cariables
  publication-title: Chin. J. Appl. Ecol.
– volume: 36
  start-page: 78
  year: 2014
  ident: ref_11
  article-title: Application of stand Spatial advantage degree based on the neighborhood comparison
  publication-title: J. Beijing For. Univ.
– ident: ref_16
– volume: 35
  start-page: 16
  year: 2013
  ident: ref_30
  article-title: A new composite index of stand spatial structure for natural forest
  publication-title: J. Beijing For. Univ.
– volume: 40
  start-page: 25
  year: 2004
  ident: ref_27
  article-title: Study on Spatial Structure Optimizing Model of Stand Selection Cutting
  publication-title: Sci. Silvae Sin.
– ident: ref_1
– volume: 6
  start-page: 113
  year: 2010
  ident: ref_23
  article-title: Research on Hainan Province Ecological Forest Management and Protection System Based on ArcGIS Server
  publication-title: For. Resour. Manag.
– volume: 3
  start-page: 237
  year: 1997
  ident: ref_25
  article-title: Analysis and modeling of spatial stand structures methodological considerations based on mixed beech-larch stands in Lower Saxony
  publication-title: For. Ecol. Manag.
  doi: 10.1016/S0378-1127(97)00069-8
– volume: 45
  start-page: 74
  year: 2023
  ident: ref_31
  article-title: Stand structure optimization and adjustment of natural forest in Changbai Mountains based on AHP-CRITIC combination weight method
  publication-title: J. Beijing For. Univ.
– volume: 4
  start-page: 65
  year: 2016
  ident: ref_14
  article-title: Research Progress on Indicators of the Stand Spatial Structure
  publication-title: For. Resour. Manag.
– volume: 27
  start-page: 4717
  year: 2007
  ident: ref_17
  article-title: Analysis method of forest spatial distribution layout
  publication-title: Acta Ecol. Sin.
  doi: 10.1016/S1872-2032(08)60008-6
– volume: 506
  start-page: 119965
  year: 2022
  ident: ref_4
  article-title: Optimizing neighborhood-based stand spatial structure: Four cases of boreal forests
  publication-title: For. Ecol. Manag.
  doi: 10.1016/j.foreco.2021.119965
– volume: 75
  start-page: 305
  year: 2002
  ident: ref_26
  article-title: Approaches to quantifying forest structures
  publication-title: Forestry
  doi: 10.1093/forestry/75.3.305
– ident: ref_6
– volume: 46
  start-page: 117
  year: 2010
  ident: ref_8
  article-title: Advances in study of Forest Spatial Structure
  publication-title: Sci. Silvae Sin.
– volume: 38
  start-page: 76
  year: 2018
  ident: ref_15
  article-title: Stability evaluation of different forest communities in Huanglongshan mountain based on the spatial structure index
  publication-title: J. Cent. South Univ. For. Technol.
– volume: 30
  start-page: 217
  year: 2015
  ident: ref_24
  article-title: Decision and Development of Support System for Deforestation Based on GIS
  publication-title: J. Northwest For. Univ.
– volume: 31
  start-page: 85
  year: 2018
  ident: ref_12
  article-title: Research Progress of Structure-based Forest Management
  publication-title: For. Res.
– volume: 35
  start-page: 98
  year: 2007
  ident: ref_22
  article-title: Analysis and research of backstage management of shared platform of forestry information based on ArcIMS
  publication-title: J. Northwest A F Univ.
– volume: 14
  start-page: 23
  year: 2001
  ident: ref_20
  article-title: Expression of spatial isolation degree of tree species in mixed forest
  publication-title: For. Res.
– volume: 6
  start-page: 60
  year: 2010
  ident: ref_2
  article-title: Spatial Structure of Quercusmongolica Forest in Hebei Wuling Mountain Nature Reserve
  publication-title: Forest Resour. Manag.
– volume: 36
  start-page: 1058
  year: 2016
  ident: ref_29
  article-title: Analysis of the spatial structure and competition with a Phyllostachys edulis standbased on an improved Hegyi model
  publication-title: Acta Ecol. Sin.
– ident: ref_5
  doi: 10.3390/f14091896
SSID ssj0000578924
Score 2.32872
Snippet Accurate information of the fine-scale spatial patterns of trees and their interactions within a stand is critical for explaining the competition, health and...
SourceID unpaywall
proquest
crossref
SourceType Open Access Repository
Aggregation Database
Index Database
StartPage 1755
SubjectTerms Algorithms
Biodiversity
Computer applications
Forest management
Forests
Geographic information systems
Information technology
Plant species
Programming languages
Software
Spatial data
Stand structure
Trees
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1dT8IwFL1BSNQX42dE0TTq68K2tlv3YAyoCCYSI2J4W7p-6AMMFIjx39uODXjR5yXNcm7be27bew7AleYmK0ReJn0pHZIQ7jCuqRPK0MfElYJnXgRP3aDdJ48DOihBt-iFsc8qiz0x26jlWNgz8jr2fJMtqWEXN5NPx7pG2dvVwkKD59YK8jqTGNuAim-VscpQad53n1-Wpy6GnTBTcSwkhrCp9-vay2albfVbT0wrtrk1Tyf855sPh2uJp7ULOzljRI1FiPegpNJ92LSWmtan7QDe7pZ9T-ih03OaJi9J1Bi-m7-ffYzQWCNrFSyRdR82sw31MsnY-ZdCHSuViOy3zmyKMqHgUd6LlB5Cv3X_ett2crcER_jUnzmGV3ihK4ggYUR9rVniuYxoLiNpaAXBWgRUMBYIHClOZaRwoAR3JZYUc8UCfATldJyqY0AJY5wSGYVahcSsyyTBQglPeUSxRESiChcFVPFkIYoRm2LC4hkv8axCrQAxztfFNF5FsQqXS2D_HuTk_0FOYds3JGPxuK4GZYOfOjMkYZac55H_BTdwvFY
  priority: 102
  providerName: ProQuest
Title Developing GIS-Based Algorithm of Stand Spatial Structure Index and Its Implementation
URI https://www.proquest.com/docview/3120655575
https://doi.org/10.3390/f15101755
UnpaywallVersion publishedVersion
Volume 15
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1999-4907
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000578924
  issn: 1999-4907
  databaseCode: KQ8
  dateStart: 20100101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 1999-4907
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000578924
  issn: 1999-4907
  databaseCode: M~E
  dateStart: 20100101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: Text complet a ProQuest Central
  customDbUrl: http://www.proquest.com/pqcentral?accountid=15518
  eissn: 1999-4907
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000578924
  issn: 1999-4907
  databaseCode: BENPR
  dateStart: 20100301
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LSwMxEB60BfXiW6yPEh_X1d1Nsps9Vm21gkXUip6WbB4qtttSt4ge_O1mH61VUDwnhDAzYb5hMt8HsK-5yQqBk1FfSotEhFuMa2r50ncxsaXgmRbBRcs7a5PzO3o3BTujWZiJ_j025fihdrKgoXQayh41cLsE5XbrsnafdYuDVCHN9nPGoO_7v-eZL_A4O4z7_O2VdzoTeaSx8DWNk38feT4YJtGBeP9BzvjnFRdhvkCRqJa7fQmmVLwMM6nMZqrdtgK3J-NZKHTavLaOTK6SqNZ56A2ekscu6mmUygdLlCoSmwhE1xmN7HCgUDOlT0TpWjN5QRl5cLeYT4pXod2o3xyfWYWCgiVc6iaWwRqObwsiiB9QV2sWOTYjmstAGqhBsBYeFYx5AgeKUxko7CnBbYklxVwxD69BKe7Fah1QxBinRAa-Vj4xbzWKsFDCUQ5RLBKBqMDuyN5hPyfKCE2BkVooHFuoAlsjT4TFW3kJseMaHEQNbqzA3tg7vx-y8a9dmzDnGvyR_7vbgpIxo9o2-CGJqlA-qrcur6owffFRrxbx9AmKbsNH
linkProvider Unpaywall
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LT9wwEB7xkKCXqrzUpUtr8ThGJLGd2AdUQYFueKwQL3FLHT_KYcluu7tC_Ln-NsbZZOFCb5wjzeHz2N-M4_k-gG2nkBVkVElfmoAVTAVCOR6kJo0pC41WlRfBeTfp3LCTO343A_-aWRj_rLI5E6uD2vS1vyPfpVGMbMmxuvg--BN41yj_d7Wx0FC1tYLZqyTG6sGOU_v0iC3ccC87xPXeiePjo-sfnaB2GQh0zONRgHwcpaFmmqWSx86JIgoFc8pIg3TMqNMJ10IkmkqruJGWJlar0FDDqbIioRh3FuYZZRKbv_mDo-7F5fSWB6shgR3ORNKIUhnuuqjaBX608DURvlS3i-NyoJ4eVa_3iuiOP8HHukIl-5OUWoIZWy7Dgrfw9L5wK3B7OJ2zIj-zq-AAedCQ_d5vRGt0_0D6jnhrYkO82zFmN7mqJGrHfy3JvDQj8d-y0ZBUwsQP9exTuQo374LbGsyV_dJ-BlIIoTgzMnU2ZXgOFAXVVkc2YlYUWuoWbDZQ5YOJCEeOzYvHM5_i2YJ2A2Je78Nh_pI1LdiaAvt2kPX_B_kGi53r87P8LOuefoEPMRY4k4d9bZhDLO0GFiij4mudBQR-vXfiPQN9rPlK
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3JTuNAEC2xSMAFscyIsLaAOVqx3d12-4AQEDKYJULDMOJm2r3AITiBBCF-ka-i2rEDF-bG2VIdnqvrVS_1HsCulcgKSVBKX2qP5Ux6QlruxToOKfO1kqUXwUUnOrlmpzf8ZgLe6lkY96yyrollodY95c7ImzQIkS05dhdNWz2LuGy19_uPnnOQcjettZ2GrGwW9F4pN1YNeZyZ1xfczg320hb--19h2D7-e3TiVY4Dngp5OPSQm4PYV0yxOOGhtSIPfMGs1IlGambUqogrISJFEyO5TgyNjJK-pppTaUREMe4kTLvLLywS04fHncs_4xMf7IwE7nZG8kaUJn7TBuWKcGOGn0nxo9OdfS768vVFdrufSK-9APNVt0oORum1CBOmWIIZZ-fpPOKW4V9rPHNFfqdX3iFyoiYH3TtEa3j_QHqWOJtiTZzzMWY6uSrlap-fDEmdTCNx39LhgJQixQ_VHFTxA66_BbefMFX0CrMCJBdCcqaT2JqYYU3Ic6qMCkzAjMhVohqwXUOV9UeCHBluZBye2RjPBqzXIGbVmhxkHxnUgJ0xsF8HWf1_kC2YwQTMztPO2RrMhdjrjN74rcMUQmk2sFcZ5ptVEhC4_e68ewe2Ef15
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1ZSwMxEB5qC-qLt1gv4vG6urtJdpPHelQrKEKt6NOSzaFiuxXdIvrrzR49FBSfE0KYmTDfMJnvA9g3wmYF7uXUl8ohMREOE4Y6oQp9TFwlRa5FcHkVnHfIxR29q8DOcBZmon-PbTl-aLw8aCidglpALdyuQq1zdd24z7vFPFNIc8OCMej7_u95ZgweZwbJi_h4F93uRB5pzo-ncYrvI88HgzQ-kJ8_yBn_vOICzJUoEjUKty9CRSdLMJ3JbGbabctwezKahUJnrbZzZHOVQo3uQ__1KX3sob5BmXywQpkisY1A1M5pZAevGrUy-kSUrbXSN5STB_fK-aRkBTrN05vjc6dUUHCkT_3UsVjDC11JJAk59Y1hsecyYoTiykINgo0MqGQskJhrQRXXONBSuAorioVmAV6FatJP9BqgmDFBieKh0SGxbzWOsdTS0x7RLJZc1mF3aO_opSDKiGyBkVkoGlmoDptDT0TlW3mLsOdbHEQtbqzD3sg7vx-y_q9dGzDrW_xR_LvbhKo1o96y-CGNt8sI-gLyfcB8
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=Developing+GIS-Based+Algorithm+of+Stand+Spatial+Structure+Index+and+Its+Implementation&rft.jtitle=Forests&rft.au=Pang%2C+Lifeng&rft.au=Xie%2C+Dongbo&rft.au=Sharma%2C+Ram+P&rft.au=Xu%2C+Dengping&rft.date=2024-10-01&rft.pub=MDPI+AG&rft.eissn=1999-4907&rft.volume=15&rft.issue=10&rft.spage=1755&rft_id=info:doi/10.3390%2Ff15101755&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1999-4907&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1999-4907&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1999-4907&client=summon