Table · dataset · 2026
AutoGIS: an agent framework for automated geospatial data management and analysis
Listed in figshare
<p>Geospatial analysis plays a critical role in urban governance, environmental monitoring, and disaster management, yet end-to-end automation remains constrained by fragmented data acquisition, complex operator coupling, and limited workflow reproducibility.
Description
We present AutoGIS, a contract-driven autonomous GIS agent framework that formulates geospatial analysis as a program synthesis problem governed by verifiable contracts and environmental feedback.
AutoGIS comprises a data agent and a code agent. The data agent performs data-path-free discovery, acquisition, and processing through a Geospatial Asset Knowledge Graph (GAKG) and satisfaction gating, producing analysis-ready data and data contracts. The code agent conditions PyQGIS generation on these data contracts and algorithm contracts, and performs self-repair using stack traces and runtime logs.
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We further develop QGIS-GPT with a three-stage laddered alignment strategy to improve long-tail operator understanding and invocation. Experiments show that AutoGIS improves asset retrieval, task orchestration, algorithm understanding, code generation, and repair robustness across multi-source geospatial tasks. Case studies on buffer analysis, normalized difference vegetation index (NDVI) change analysis, and rule-based land-use classification demonstrate end-to-end intent-to-analysis capability, establishing a foundation for more reliable autonomous geospatial modeling.</p>
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Where it is published
- DOI doi.org/10.6084/m9.figshare.33653281.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
Provenance · 1 source records, 17 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33653281 | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:group:4410 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Sociology'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |