Spatiotemporal heterogeneity correction in  land ecosystem services and its  value assessment: a case study of the Loess Plateau  of  China

preprint OA: closed CC-BY-4.0
📄 Open PDF Full text JSON View at publisher
AI-generated summary by claude@2026-06+body, 2026-06-10

This study simulated land use scenarios on the Loess Plateau and corrected ecosystem service values using six ecological indicators to analyze impacts from land use change.

One-sentence paraphrase of the abstract; not a substitute for reading it. No clinical advice. How this works

AI-generated deep summary by claude@2026-06, 2026-06-10 · read from full text

This study assessed how land use and cover change (simulated with a CA-Markov model using nine influencing factors) affected land ecosystem service values on the Loess Plateau of China from 1995 to 2030, including scenario projections for 2025–2030. To address spatiotemporal heterogeneity in ecosystem service valuation, the authors used a multi-criteria approach with six ecological indicators (economy, water production, net primary productivity, habitat quality, accessibility, and soil conservation) to correct China’s terrestrial ecosystem service equivalent weight table and create a region-specific weight factor table. Using the corrected weights, ecosystem service values increased overall by 933.97 × 10^8 yuan (1995–2018) and 312.86 × 10^8 yuan (2018–2030), with moderate grasses, shrublands, and dense grasslands contributing most among land use types, and model accuracy supported by Kappa values of 80.2 and 82.6 for the 2015 simulation. The main limitation explicitly stated is that the work is a preprint and not peer reviewed. The paper does not explicitly discuss endometriosis or adenomyosis; it was included in the corpus via a keyword match in the upstream search index.

Read from the paper's body, not the abstract. Not a substitute for reading the paper. No clinical advice. How this works

Full text 15,553 characters · extracted from preprint-html · click to expand
Spatiotemporal heterogeneity correction in land ecosystem services and its value assessment: a case study of the Loess Plateau of China | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Spatiotemporal heterogeneity correction in land ecosystem services and its value assessment: a case study of the Loess Plateau of China Lintao Liu, Hengjia Zhang, Yao Zhang, Fuqiang Li, Xietian Chen, and 2 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-1889361/v1 This work is licensed under a CC BY 4.0 License Status: Published Journal Publication published 06 Feb, 2023 Read the published version in Environmental Science and Pollution Research → Version 1 posted 5 You are reading this latest preprint version Abstract The considerable variation in structures and functions of different ecosystems leads to highly variable ecosystem service values (ESVs). Consequently, the accurate quantification of ESVs can better assess and reflect impacts of land use and cover changes (LUCC) on ecosystem services. In the land use simulations of this study, a CA-Markov model was chosen and nine factors affecting land use change were evaluated, followed by the construction of a multi-criteria evaluation method to simulate land use scenarios between 2025 and 2030 on the Loess Plateau. Six key ecological indicators (economy, water production, net primary plant productivity, habitat quality, accessibility, and soil conservation) were used to correct for spatiotemporal heterogeneity within the terrestrial ESV equivalent weight table for China to obtain an ESV equivalent weight factor table that is applicable to the Loess Plateau. Using the newly corrected table, ESVs for the Loess Plateau region were estimated between 1995 and 2030, and the impacts of LUCC on ESVs were analyzed. The Kappa values for the 2015 land use simulation results were 80.2 and 82.6, which were greater than 0.75, indicating that the CA-Markov model simulations were accurate. Throughout the study period, the largest increases in land use type area were for built-up areas and forest lands, with built-up areas primarily derived from conversions of cultivated lands and grasslands, and forest land increases primarily coming from conversion of grasslands. ESVs increased overall by 933.97 × 10 8 yuan and 312.86 × 10 8 yuan from 1995 to 2018 and 2018 to 2030, respectively. The three largest contributors to ecosystem services among land use types were moderate grasses, shrublands, and dense grasslands. In conclusion, ESVs for the Loess Plateau steadily increased year by year from 1995 to 2030, indicating that ecological restoration projects played major roles in improving the stability and sustainability of the region’s ecosystems. Land use change Land use simulation Land ecosystem service Ecosystem service values Spatiotemporal heterogeneity correction The Loess Plateau of China Full Text Supplementary Files Appendix.docx Cite Share Download PDF Status: Published Journal Publication published 06 Feb, 2023 Read the published version in Environmental Science and Pollution Research → Version 1 posted Editorial decision: Minor Revision 21 Nov, 2022 Reviewers agreed at journal 25 Aug, 2022 Reviewers invited by journal 24 Aug, 2022 Editor assigned by journal 02 Aug, 2022 First submitted to journal 29 Jul, 2022 You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-1889361","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":131276127,"identity":"530332f4-4418-4a62-a7d5-0c912cbdf50a","order_by":0,"name":"Lintao Liu","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAyElEQVRIiWNgGAWjYBAC+/bG5gcf/9TwsLE3EKnFgOdwm+HMhmNyfDwHiNUikd4gzdnAbCwnkUCkFnOJxAZjxh1siW2SjzfeYKixiSaoxbLnYcPjwjMyiW3SacUWDMfSchsI6jkOtGUGG9AW6RwzCcaGw0RoOZDYIM3Dxgx02BkitRicAGrhbWM2ZpPgIVKLZM/BNsMZZ47JsfEA/ZJAjF/42dsfP/hQUcMj3354440PNTZE+AXZkURHDZIWUnWMglEwCkbByAAAZuBAvmzi5kIAAAAASUVORK5CYII=","orcid":"","institution":"Gansu Agricultural University","correspondingAuthor":true,"prefix":"","firstName":"Lintao","middleName":"","lastName":"Liu","suffix":""},{"id":131276128,"identity":"98ec4ac6-0a88-4f02-8402-59a0a0ecdb45","order_by":1,"name":"Hengjia Zhang","email":"","orcid":"https://orcid.org/0000-0002-1030-4644","institution":"Gansu Agricultural University","correspondingAuthor":false,"prefix":"","firstName":"Hengjia","middleName":"","lastName":"Zhang","suffix":""},{"id":131276129,"identity":"c93f7cb1-97db-40bc-bae8-a2f79cb226e6","order_by":2,"name":"Yao Zhang","email":"","orcid":"","institution":"Gansu Agricultural University","correspondingAuthor":false,"prefix":"","firstName":"Yao","middleName":"","lastName":"Zhang","suffix":""},{"id":131276130,"identity":"e99cf580-a568-4bdc-915d-8adbe6b5c389","order_by":3,"name":"Fuqiang Li","email":"","orcid":"","institution":"Gansu Agricultural University","correspondingAuthor":false,"prefix":"","firstName":"Fuqiang","middleName":"","lastName":"Li","suffix":""},{"id":131276131,"identity":"891deb47-321b-4414-b6e9-17231647644b","order_by":4,"name":"Xietian Chen","email":"","orcid":"","institution":"Gansu Agricultural University","correspondingAuthor":false,"prefix":"","firstName":"Xietian","middleName":"","lastName":"Chen","suffix":""},{"id":131276132,"identity":"8e6ba531-2631-4904-aafc-f1e607984858","order_by":5,"name":"Yong Wang","email":"","orcid":"","institution":"Gansu Agricultural University","correspondingAuthor":false,"prefix":"","firstName":"Yong","middleName":"","lastName":"Wang","suffix":""},{"id":131276133,"identity":"554722f0-ad37-40ca-858e-2707207aaec3","order_by":6,"name":"Yingying Wang","email":"","orcid":"","institution":"Gansu Agricultural University","correspondingAuthor":false,"prefix":"","firstName":"Yingying","middleName":"","lastName":"Wang","suffix":""}],"badges":[],"createdAt":"2022-07-23 23:23:03","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-1889361/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-1889361/v1","draftVersion":[],"editorialEvents":[{"content":"https://doi.org/10.1007/s11356-023-25338-5","type":"published","date":"2023-02-06T18:44:43+00:00"}],"editorialNote":"","failedWorkflow":false,"files":[{"id":25811376,"identity":"e29ba17a-1219-4b0a-bd26-0054361c2f31","added_by":"auto","created_at":"2022-08-29 19:55:51","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":804590,"visible":true,"origin":"","legend":"","description":"","filename":"Manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-1889361/v1_covered.pdf"},{"id":25811366,"identity":"577665ac-6c06-42ef-9e37-10e0361de81e","added_by":"auto","created_at":"2022-08-29 19:55:42","extension":"docx","order_by":5,"title":"","display":"","copyAsset":false,"role":"supplement","size":870156,"visible":true,"origin":"","legend":"","description":"","filename":"Appendix.docx","url":"https://assets-eu.researchsquare.com/files/rs-1889361/v1/2929f91eeb073e4ec985ce7f.docx"}],"financialInterests":"","formattedTitle":"Spatiotemporal heterogeneity correction in land ecosystem services and its value assessment: a case study of the Loess Plateau of China","fulltext":[{"header":"Full Text","content":"This preprint is available for \u003ca href='/article/rs-1889361/latest.pdf' target='_blank'\u003edownload as a PDF\u003c/a\u003e."}],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":false,"highlight":"","institution":"","isAcceptedByJournal":true,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":true,"isPdf":false,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"environmental-science-and-pollution-research","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"espr","sideBox":"Learn more about [Environmental Science and Pollution Research](https://www.springer.com/journal/11356)","snPcode":"11356","submissionUrl":"https://submission.nature.com/new-submission/11356/3","title":"Environmental Science and Pollution Research","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"em","reportingPortfolio":"Springer Hybrid","inReviewEnabled":true,"inReviewRevisionsEnabled":false},"keywords":"Land use change, Land use simulation, Land ecosystem service, Ecosystem service values, Spatiotemporal heterogeneity correction, The Loess Plateau of China","lastPublishedDoi":"10.21203/rs.3.rs-1889361/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-1889361/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eThe considerable variation in structures and functions of different ecosystems leads to highly variable ecosystem service values (ESVs). Consequently, the accurate quantification of ESVs can better assess and reflect impacts of land use and cover changes (LUCC) on ecosystem services. In the land use simulations of this study, a CA-Markov model was chosen and nine factors affecting land use change were evaluated, followed by the construction of a multi-criteria evaluation method to simulate land use scenarios between 2025 and 2030 on the Loess Plateau. Six key ecological indicators (economy, water production, net primary plant productivity, habitat quality, accessibility, and soil conservation) were used to correct for spatiotemporal heterogeneity within the terrestrial ESV equivalent weight table for China to obtain an ESV equivalent weight factor table that is applicable to the Loess Plateau. Using the newly corrected table, ESVs for the Loess Plateau region were estimated between 1995 and 2030, and the impacts of LUCC on ESVs were analyzed. The Kappa values for the 2015 land use simulation results were 80.2 and 82.6, which were greater than 0.75, indicating that the CA-Markov model simulations were accurate. Throughout the study period, the largest increases in land use type area were for built-up areas and forest lands, with built-up areas primarily derived from conversions of cultivated lands and grasslands, and forest land increases primarily coming from conversion of grasslands. ESVs increased overall by 933.97 \u0026times; 10\u003csup\u003e8\u003c/sup\u003e yuan and 312.86 \u0026times; 10\u003csup\u003e8\u003c/sup\u003e yuan from 1995 to 2018 and 2018 to 2030, respectively. The three largest contributors to ecosystem services among land use types were moderate grasses, shrublands, and dense grasslands. In conclusion, ESVs for the Loess Plateau steadily increased year by year from 1995 to 2030, indicating that ecological restoration projects played major roles in improving the stability and sustainability of the region\u0026rsquo;s ecosystems.\u003c/p\u003e","manuscriptTitle":"Spatiotemporal heterogeneity correction in land ecosystem services and its value assessment: a case study of the Loess Plateau of China","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2022-08-29 19:55:39","doi":"10.21203/rs.3.rs-1889361/v1","editorialEvents":[{"type":"communityComments","content":0},{"type":"decision","content":"Minor Revision","date":"2022-11-21T10:39:13+00:00","index":"","fulltext":""},{"type":"reviewerAgreed","content":"","date":"2022-08-26T01:29:30+00:00","index":0,"fulltext":""},{"type":"reviewersInvited","content":"","date":"2022-08-24T08:35:00+00:00","index":"","fulltext":""},{"type":"editorAssigned","content":"","date":"2022-08-02T05:32:41+00:00","index":"","fulltext":""},{"type":"submitted","content":"Environmental Science and Pollution Research","date":"2022-07-29T05:07:29+00:00","index":"","fulltext":""}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"environmental-science-and-pollution-research","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"espr","sideBox":"Learn more about [Environmental Science and Pollution Research](https://www.springer.com/journal/11356)","snPcode":"11356","submissionUrl":"https://submission.nature.com/new-submission/11356/3","title":"Environmental Science and Pollution Research","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"em","reportingPortfolio":"Springer Hybrid","inReviewEnabled":true,"inReviewRevisionsEnabled":false}}],"origin":"","ownerIdentity":"be54ec29-a15c-474c-9cd9-4e48d990763b","owner":[],"postedDate":"August 29th, 2022","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"published-in-journal","subjectAreas":[],"tags":[],"updatedAt":"2023-10-16T18:53:11+00:00","versionOfRecord":{"articleIdentity":"rs-1889361","link":"https://doi.org/10.1007/s11356-023-25338-5","journal":{"identity":"environmental-science-and-pollution-research","isVorOnly":false,"title":"Environmental Science and Pollution Research"},"publishedOn":"2023-02-06 18:44:43","publishedOnDateReadable":"February 6th, 2023"},"versionCreatedAt":"2022-08-29 19:55:39","video":"","vorDoi":"10.1007/s11356-023-25338-5","vorDoiUrl":"https://doi.org/10.1007/s11356-023-25338-5","workflowStages":[]},"version":"v1","identity":"rs-1889361","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-1889361","identity":"rs-1889361","version":["v1"]},"buildId":"2u56kwukJI3zHK-uzyFNs","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. The paper's references may be in our DB but unresolved to ``paper_id`` (resolution happens at ingest when the cited DOI matches a row we already have). Run the cross-source citation reconcile pass to retry.

Source provenance

europepmc
last seen: 2026-05-19T01:45:01.086888+00:00
unpaywall
last seen: 2026-05-23T02:00:01.238055+00:00
License: CC-BY-4.0