GeoAI & Spatial Machine Learning
Worldwide GeoAI consulting for spatial prediction, explainable machine learning, location intelligence, feature engineering, and decision-ready geospatial models.
Explore service ↗GIS · REMOTE SENSING · GEOAI · WEBGIS
Budi Prasetyo Nugroho is a professional in GIS, Remote Sensing, and AI-integrated geospatial systems—turning complex spatial data into reliable maps, models, and digital products.
Observe → Analyse → Predict → Build
ABOUT THE WORK
I work across the full geospatial lifecycle—from survey and earth observation to spatial modelling, AI, and production applications.
My work connects GIS and remote sensing with machine learning, hydrology, IoT sensors, and enterprise WebGIS. The goal is simple: make complex evidence clear enough to guide real decisions.
As Founder & CEO of Solusi Pemetaan Pasti, I lead geospatial products for government, engineering, infrastructure, environmental, and commercial teams.
PROFESSIONAL SERVICES
Support can cover one technical task or the complete journey from field observation and spatial data to production software and decision support.
Worldwide GeoAI consulting for spatial prediction, explainable machine learning, location intelligence, feature engineering, and decision-ready geospatial models.
Explore service ↗Design and development of production WebGIS platforms, spatial dashboards, GeoServer/PostGIS architecture, approval workflows, and map-based operational systems.
Explore service ↗Remote sensing consulting for vegetation, moisture, land cover, thermal conditions, change detection, satellite imagery, UAV data, and environmental monitoring.
Explore service ↗Worldwide LiDAR and photogrammetry services for point-cloud processing, classification, terrain models, orthomosaics, contours, survey control, and 3D mapping.
Explore service ↗Hydrology and hydraulic modelling with HEC-HMS, HEC-RAS, dam-break analysis, inundation mapping, flood-risk assessment, and GIS-based reporting.
Explore service ↗GIS consulting for spatial databases, data quality, geoprocessing automation, thematic mapping, urban planning, RDTR, and multi-source data integration.
Explore service ↗IoT monitoring systems connecting sensors, ESP32 devices, APIs, databases, reports, and spatial dashboards for water, rainfall, assets, and field operations.
Explore service ↗Applied GIS, remote sensing, survey, and drone photogrammetry training for government, engineering, university, and professional teams.
Explore service ↗APPLICATIONS & SYSTEMS
Government, enterprise, research, and IoT products built around real operational workflows.
Explore all applications ↗
WebGIS · Mobile GIS · 3D Infrastructure
A WebGIS and mobile GIS platform for inspecting and managing Indonesia’s public water-resources infrastructure.

Urban Planning · LiDAR · 3D City Model
An Urban Design Guideline and integrated city-planning WebGIS for Banyumas–Purwokerto.
Enterprise WebGIS · Mining · Land Management
An enterprise WebGIS for permits, planning, land management, and mining-activity monitoring.

GeoAI · Explainable AI · Location Intelligence
A GeoAI platform for evidence-based retail expansion and site recommendation using spatial machine learning.

IoT · Real-time Monitoring · Water Operations
A field-deployed IoT platform for real-time monitoring of refillable-water depot operations.
IoT · Hydrology · Cloud Monitoring
An automatic rain-gauge system for real-time rainfall records and cloud-based historical monitoring.
Business Intelligence · GeoBI · Retail Analytics
A Business Intelligence and Location Intelligence dashboard for retail-market analysis.

Mobile Application · IoT · Water Monitoring
The mobile companion to Air Cerdas for monitoring operational conditions from a smartphone.
EDUCATION & RESUME

Based in Depok, West Java, Indonesia · Available for selected projects worldwide.
Postgraduate study focused on Data Science, Artificial Intelligence, Machine Learning, and GeoAI.
Completed one semester of master’s-level coursework in water-resources engineering.
Specialisation in Geographic Information Systems, remote sensing, spatial analysis, and geographical problem solving.
Leads geospatial, GeoAI, WebGIS, LiDAR, IoT, and spatial decision-support delivery for government, engineering, and commercial clients.
Delivers international GIS, hydrology, remote-sensing, LiDAR, WebGIS, and spatial-analysis projects.
Managed GIS and geodetic data for dam engineering, LiDAR/topographic mapping, land-use analysis, dam-break studies, and emergency-action planning.
Produced thematic maps, managed and analysed spatial data, and supported surveys, coordination, and regional infrastructure planning.
Consolidated palm-oil concession datasets from multiple sources and verified spatial information using satellite imagery.
Worked on information-management systems, WebGIS, GCP/ICP and RTK surveys, multispectral drones, photogrammetry, and detailed spatial planning.
INTERACTIVE WEB MAPS
Original mapping experiments, dashboards, integrations, and geospatial interfaces.
Explore all Web Maps ↗
Google Maps JavaScript API
An interactive map that reads and writes spatial records through Google Sheets.
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Google Maps JavaScript API
A location explorer for food sellers across Texas and New Mexico.
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Mapbox GL JS
A multi-layer visualisation of Jakarta’s giant sea-wall concept and supporting infrastructure.
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OpenLayers · QGIS2Web
An OpenLayers implementation of the Jakarta Giant Sea Wall spatial dataset.
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ArcGIS Experience Builder
An interactive spatial experience for exploring the Rempang Eco City area.
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ArcGIS Experience Builder
An interactive map experience for discovering national parks and their spatial context.
Explore demo →SELECTED WORK
Hydrology, survey, mapping, spatial planning, and remote-sensing projects—presented with their technical context.

Remote Sensing & Environmental Monitoring · 2026
A seasonal remote-sensing assessment of vegetation condition and surface moisture in a coastal study area.
View case study →
Remote Sensing & Urban Climate · 2023
A fine-scale assessment of urban heat patterns and their relationship with asphalt, concrete, buildings, and vegetation.
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LiDAR · Survey & 3D Mapping · Selected recent work
Processing and visualisation of elevation-coloured and RGB LiDAR point clouds for detailed terrain and site interpretation.
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Hydrology & Spatial Risk · Selected recent work
A map-based flood-modelling workflow for identifying inundation extent and communicating spatial risk.
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Professional Training & Capacity Building · Ongoing
Applied training that connects field data capture, drone photogrammetry, GIS processing, and practical mapping outputs.
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Hydrology & Hydraulics · 2021–2023
Hydrologic and hydraulic modelling to assess flood conditions for an existing walking trail.
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Hydrology & Hydraulics · 2020–2022
Dam-break modelling and inundation analysis for Warsamson Dam, East Papua.
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GIS & Remote Sensing · 2023
Land-use and land-cover analysis with future land-use prediction.
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Spatial Planning · 2023
Satellite-image digitisation and thematic mapping for the RDTR of Mojowarno.
View case study →GIS & Remote Sensing · 2023
Land-use analysis and prediction for the downstream area of Rongkong Dam.
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Survey & Mapping · 2020–2022
Mapping support for drilling and boring activities in geological survey work.
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Survey & Mapping · 2020–2022
High-resolution topographic survey using LiDAR and terrestrial methods.
View case study →INSIGHTS
Aug 2026
A practical framework for evaluating GIS specialists, defining deliverables, reducing spatial-data risk, and managing remote geospatial work.
Read article ↗Aug 2026
Learn how PostGIS, GeoServer, APIs, workflows, permissions, and map interfaces work together in a maintainable enterprise WebGIS.
Read article ↗Aug 2026
Why random validation can mislead spatial machine-learning projects—and how spatial folds, untouched holdouts, AP, and explainability improve GeoAI decisions.
Read article ↗Aug 2026
A practical LiDAR workflow covering control, classification, terrain models, contours, CAD/GIS outputs, quality checks, and handover.
Read article ↗Aug 2026
How hydrology, terrain, geometry, scenarios, stability checks, inundation maps, and limitations should connect in a defensible flood study.
Read article ↗Aug 2026
A practical guide to using NDVI and NDMI for seasonal comparison, vegetation and moisture screening, quality control, and field prioritisation.
Read article ↗RECOGNITION & PROFESSIONAL PROOF
Certificates and national awards are presented with what they demonstrate, why they matter, and the original visual evidence—so clients can evaluate more than a badge or title.
START A CONVERSATION
For GeoAI, WebGIS, remote sensing, LiDAR, hydrology, IoT, or a technical partnership, tell me what you are trying to achieve.