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Maximizing the Potential of SAR Analysis with InSAR Explorer

In the ever-changing world of geospatial technology, being able to analyze and visualize synthetic aperture radar (SAR) data is crucial for understanding surface deformations and structural movements.

That’s where InSAR Explorer comes in. It’s a cool QGIS plugin that makes analyzing interferometric SAR (InSAR) time series data a breeze. With its set of features and simple interface, this plugin is useful for researchers and engineers as it allows users to dynamically visualize and analyze time series data from InSAR, making it easier to monitor ground displacement over time.

Dynamic Visualization of Time Series Data

InSAR Explorer Origins

InSAR Explorer’s main strength is its ability to show time series data dynamically for any selected InSAR point on the map. The author of this tool, Mahmud Haghighi, is a prominent figure in the field of remote sensing and geoinformation. He is particularly known for his contributions to SAR technology. As the author of InSAR, Haghighi’s commitment to enhancing the accessibility and usability of advanced geospatial analysis techniques has helped the scientific community better understand Earth’s dynamic processes.

Using InSAR Explorer

Once you’ve loaded an InSAR vector layer in QGIS, you can interactively select specific points and check out the area’s deformation history over time. This feature is key for keeping an eye on gradual surface displacements caused by natural or human-made processes, like tectonic activity, mining subsidence, or urban infrastructure settling.

The time series visualization feature lets users quickly spot patterns, anomalies, and trends, making it easier to figure out the extent and nature of surface deformations. It’s a pretty intuitive way to explore how SAR data changes over time, so you can get meaningful insights without having to do a lot of coding or data manipulation.

By simplifying the process of interpreting InSAR data, InSAR Explorer encourages creative applications in fields such as disaster management, urban development, and environmental monitoring – from users of all backgrounds.

Visualization of Time Series Data with InSAR Explorer

Visualization of Time Series Data with InSAR Explorer

Setting a Referencing Point: A Key to Accurate Analysis

One of the best things about InSAR Explorer is that it lets you set a referencing point for the analysis.

In InSAR studies, picking an appropriate reference point is key because it acts asthe baseline against which all the other measurements are compared. The reference point usually shows a stable spot that’s thought to be free of deformation, which makes sure that the measurements of relative movement are on point and meaningful.

For example, in a case study involving urban subsidence monitoring, it’s possible to select a stable building foundation as the reference point. By comparing deformation measurements relative to this fixed location, we can accurately assess areas of sinking ground and estimate its severity. InSAR Explorer streamlines this process, allowing usto set and modify the reference point with ease, thereby improving the precision of our analysis.

Referencing Point in SAR data analysis

Plotting Replicas: Enhancing Data Comparison

InSAR Explorer allows users to plot replicas of time series data for comparative analysis. This feature is really useful when you need to evaluate multiple points or datasets at the same time. By plotting replicas, users can compare deformation patterns across different regions, identify correlations, and detect potential causative factors.

For example, in a landslide risk assessment project, researchers could select multiple points along the landslide-prone area and plot their time series replicas. This comparison helps us understand how far the displacement is and how it’s changing over time, which is essential for devising effective disaster risk reduction strategies. By making this complex analysis straightfoward and accessible, InSAR Explorer empowers individuals and organizations to proactively address environmental challenges and enhance community safety.

InSAR Explorer - Plotting Replicas

Model Fitting: Interpreting Deformation Trends

InSAR Explorer’s model fitting feature is a pretty powerful analytical tool.

It allows users to fit mathematical models to the observed time series data. You can use models like linear, polynomial, or seasonal fits to interpret underlying trends and predict future deformations.

For example, in a dam monitoring project, engineers can use model fitting to determine whether observed subsidence follows a linear pattern due to long-term settlement or exhibits seasonal variations linked to water levels.

The model fitting feature provides a clear visualization of the relationship between time and displacement, making it easier to identify deviations from expected behavior and assess the stability of the structure.

InSAR Explorer - Model Fitting

Plotting Residuals: Detecting Anomalies

InSAR Explorer offers another great feature that allows you to plot residuals, which represent the differences between the observed time series data and the fitted model.

This analysis is crucial for detecting anomalies in the data, which could mean there’s something unexpected occurring or there is a mistake in the data.

Let’s look at a case study on volcanic monitoring. By plotting residuals, scientists can easily spot sudden spikes in deformation that deviate from the expected trend. These spikes could signal increased volcanic activity or magma movement. This early warning system is essential for assessing risks and preparing for potential disasters.

Volcano Monitoring InSAR Explorer - Plotting Residuals

Seamless Integration with Popular SAR Tools

InSAR Explorer is designed to work well with leading InSAR data processing tools, including SARvey, MintPy, MiaplPy, GMTSAR, and EGMS. This makes it easy to import time series data from different sources and formats, which makes the workflow smoother and reduces the need for manual data conversion.

The plugin supports both vector and raster data structures, so you can work with shapefiles, geopackages, or grd files, depending on the output format of your chosen processing tool. This flexibility makes InSAR Explorer a valuable asset for projects of all sizes and complexities.

Conclusion: Empowering InSAR Analysis with Intuitive Tools

InSAR Explorer is more than just a visualization tool—it is a comprehensive solution for exploring and interpreting InSAR time series data. By offering dynamic visualization, reference point setting, model fitting, and residual analysis, the plugin empowers users to uncover valuable insights into surface deformations and structural changes.

Whether monitoring urban infrastructure, assessing landslide risks, or studying environmental phenomena, InSAR Explorer is an indispensable tool for geospatial professionals. With its seamless integration into QGIS and compatibility with major SAR processing tools, it is set to play a pivotal role in advancing InSAR analysis and promoting data-driven decision-making in diverse applications.

If you’re ready to elevate your InSAR analysis capabilities, give InSAR Explorer a try – and unlock the full potential of SAR data in your projects.

 


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Global Top 100 Geospatial Companies – 2025 Edition

The wait is over! We are excited to officially unveil the Global Top 100 Geospatial Companies 2025 list—our annual ranking of the most innovative and influential companies shaping the geospatial industry.

This list, meticulously curated by a panel of industry experts for the 7th time, highlights the organizations leading the way in GIS, Earth Observation, AI-powered analytics, location intelligence, and more.

The Global Top 100 Geospatial Companies 2025 serves as a key resource for professionals, investors, and decision-makers looking to understand the evolving landscape of geospatial technology. From startups disrupting the market to established giants setting new benchmarks, this list reflects the diversity and dynamism of our industry.

Join us in celebrating these trailblazers who are shaping the future of geospatial technology and transforming our understanding of the world in this 2024 edition

The 2025 expert committee, a distinguished group of experts, brought together a diverse range of expertise and insights to curate the Global Top 100 Geo list. This year’s committee included:

  • Sives Govender, Research Group Leader, CSIR, South Africa and Co- founder and coordinator of Environmental Information System-Africa
  • Siau Yong, Director, GeoSpatial and Data & Chief Data Officer, Singapore Land Authority
  • Osamu Ochiai, Senior Engineer, Manager for Satellite Applications and Operation Center at Japan Aerospace Exploration Agency
  • Justyna Redelkiewicz, Head of Section Entrepreneurship and Environment at the European Union Agency for Space Programme (EUSPA)
  • Chiara Solimini, Space Downstream Market Officer at the European Union Agency for Space Programme (EUSPA)
  • Peter Rabley, CEO at Open Geospatial Consortium (OGC)
  • Denise McKenzie, Manging Partner at PLACE Trust
  • Dr. Nadine Alameh, Executive Director of the Taylor Geospatial Institute
  • Paloma Merodio, VP at National Institute of Statistics and Geography of Mexico (INEGI)

and


In the coming weeks, we will be sharing more analysis about the Geospatial industry and the ecosystem via our newsletter. Sign up to stay informed!

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#GlobalTop100Geo 2025 Edition

AND here are the Global Top 100 Geospatial Companies of 2024 listed alphabetically.

Previous Editions Company name Website
Part of 2022, 2023 and 2024 lists 1Spatial www.1spatial.com
Part of 2024 list Agronomeye www.agronomeye.com.au
Part of 2023 and 2024 lists AIDASH https://www.aidash.com/
Part of 2022, 2023 and 2024 lists Airbus Defence and Space https://space-solutions.airbus.com
New entrant Airteam Aerial Intelligence GmbH https://airteam.ai/
Part of 2022, 2023 and 2024 lists Alcis Holdings Ltd https://www.alcis.org/
New entrant Arbonaut https://www.arbonaut.com
Part of 2022, 2023 and 2024 lists ASTERRA https://asterra.io/
Part of 2019, 2021, 2022, 2023 and 2024 lists Autodesk https://www.autodesk.com
New entrant Axelspace Corporation https://www.axelspace.com/
New entrant Bee Maps (by HiveMapper) https://beemaps.com
Part of 2019, 2021, 2022, 2023 and 2024 lists Bentley https://www.bentley.com/en
New entrant BlackSky blacksky.com
Part of 2023 and 2024 lists Blue Raster https://www.blueraster.com/
Part of 2023 and 2024 lists Cadcorp https://www.cadcorp.com
Part of 2022 and 2024 list Carmenta Geospatial Technologies https://www.carmenta.com/
Part of 2019, 2021, 2022, 2023 and 2024 lists CARTO https://carto.com/
Part of 2021, 2022, 2023 and 2024 lists Cesium https://cesium.com/
Part of 2023 and 2024 lists CITYDATA https://citydata.ai
New entrant dataplor https://www.dataplor.com/
Part of 2019, 2021, 2022, 2023 and 2024 lists Development Seed developmentseed.org
Part of 2019, 2021, 2022, 2023 and 2024 lists DroneDeploy DroneDeploy.com
Part of 2024 list e-geos https://www.e-geos.it/en/
Part of 2024 list Earth Blox https://www.earthblox.io/
Part of 2022, 2023 and 2024 lists Ecopia AI https://www.ecopiatech.com/
Part of 2022, 2023 and 2024 lists Emu Analytics www.emu-analytics.com
Part of 2023 and 2024 lists Envitia Ltd www.envitia.com
Part of 2023 and 2024 lists EOMAP eomap.com
Part of 2019, 2021, 2022, 2023 and 2024 lists ESRI www.esri.com
Part of 2024 list Felt http://felt.com/
New entrant FlyPix AI https://flypix.ai/
Part of 2023 and 2024 lists Fugro www.fugro.com
New entrant Geolytix https://geolytix.com/
New entrant GeoPard Agriculture https://geopard.tech
New entrant GeoWGS84 https://www.geowgs84.com/
Part of 2019, 2021, 2022, 2023 and 2024 lists GIS Cloud www.giscloud.com
Part of 2019, 2021, 2022, 2023 and 2024 lists Google https://www.google.com/
New entrant HawkEye 360 he360.com
Part of 2019, 2021, 2022, 2023 and 2024 lists HERE Technologies https://www.here.com/
Part of 2019, 2021, 2022, 2023 and 2024 lists Hexagon Hexagon.com
New entrant HSR.health https://www.hsr.health
Part of 2023 and 2024 lists ICEYE https://www.iceye.com
New entrant Iconem https://iconem.com/
New entrant Imageryst https://www.imageryst.com/
Part of 2024 list IQGeo https://www.iqgeo.com/
Part of 2024 list Kayrros www.kayrros.com
New entrant Land Life https://landlifecompany.com/
New entrant Landmark Information Group https://www.landmark.co.uk/
Part of 2022, 2023 and 2024 lists LiveEO http://live-eo.com/
Part of 2023 and 2024 lists Locana www.locana.co
Part of 2022 and 2024 list LuxCarta https://luxcarta.com
New entrant MapAI https://mapai.net/
Part of 2019, 2021, 2022, 2023 and 2024 lists Mapbox https://www.mapbox.com/
Part of 2021, 2022, 2023 and 2024 lists Mapcreator mapcreator.io
Part of 2023 and 2024 lists Mapxus https://www.mapxus.com/
Part of 2024 list Maply https://maply.com
Part of 2021, 2022, 2023 and 2024 lists Mappedin www.mappedin.com
Part of 2019, 2021, 2022, 2023 and 2024 lists MapTiler https://maptiler.com
Part of 2019, 2021, 2022, 2023 and 2024 lists Maptionnaire https://maptionnaire.com/
Part of 2022, 2023 and 2024 lists Maxar Technologies https://www.maxar.com
Part of 2019, 2021, 2022, 2023 and 2024 lists Meta https://www.meta.com/de/en/
Part of 2021, 2022, 2023 and 2024 lists Microsoft https://www.microsoft.com/en-us/maps
New entrant Navigine https://navigine.com/
Part of 2021, 2022, 2023 and 2024 lists Nearmap https://www.nearmap.com/us/en
Part of 2024 list NextBillion.ai Pte Ltd https://nextbillion.ai/
Part of 2021, 2022 and 2024 list NextNav https://nextnav.com/
Part of 2024 list North.io GmbH https://www.north.io
New entrant Oasis City Lab https://oasiscitylab.eu
New entrant Ocean Ledger https://www.ocean-ledger.com/
Part of 2024 list Oracle http://www.oracle.com
Part of 2023 and 2024 lists Orbica https://orbica.world/?g=o
Part of 2023 and 2024 lists Orbify https://orbify.com
Part of 2019, 2021, 2022, 2023 and 2024 lists Orbital Insight https://orbitalinsight.com/
New entrant OroraTech https://ororatech.com/
Part of 2022, 2023 and 2024 lists PASCO CORPORATION https://www.pasco.co.jp/eng/
Part of 2021, 2022, 2023 and 2024 lists Picterra www.picterra.ch
Part of 2019, 2021, 2022, 2023 and 2024 lists Pix4D https://www.pix4d.com/about-us
Part of 2022, 2023 and 2024 lists PLACE https://www.thisisplace.org
Part of 2019, 2021, 2022, 2023 and 2024 lists Planet https://www.planet.com/
New entrant Planetek Italia https://www.planetek.it/
Part of 2024 list Precisely https://www.precisely.com
Part of 2022, 2023 and 2024 lists Regrid https://regrid.com
Part of 2023 and 2024 lists Safe Software www.safe.com
Part of 2019, 2021, 2022, 2023 and 2024 lists Satelligence www.satelligence.com
Part of 2022 and 2024 list Satellogic www.satellogic.com
Part of 2024 list SkyFi https://www.skyfi.com/
Part of 2019, 2021, 2022, 2023 and 2024 lists Sparkgeo www.sparkgeo.com
Part of 2024 list Speckle https://speckle.systems/
Part of 2024 list SuperMap Software Co., Ltd. https://www.supermap.com/en-us/
Part of 2023 and 2024 lists SynMax https://www.synmax.com/
Part of 2022, 2023 and 2024 lists Synspective Inc. https://synspective.com/
Part of 2024 list Textomap https://www.textomap.com/
Part of 2019, 2021, 2022, 2023 and 2024 lists TomTom https://www.tomtom.com/
Part of 2021, 2022, 2023 and 2024 lists Topcon Positioning https://www.topconpositioning.com/
Part of 2019, 2021, 2022, 2023 and 2024 lists Trimble https://www.trimble.com/
Part of 2021, 2022, 2023 and 2024 lists UP42 www.up42.com
Part of 2024 list vGIS Inc. https://www.vGIS.io
New entrant Vizzuality https://vizzuality.com
New entrant Woolpert, Inc. https://www.woolpert.com
Part of 2022, 2023 and 2024 lists xyzt.ai www.xyzt.ai

Frequently Asked Questions (FAQs)

Q1. How was the list created?

Our selection process was meticulous. We reviewed over 1000 companies (up from 800 last year), narrowing them down to a shortlist of 261 based on past listees (2019, 2021, 2022, 2023 and 2024), expert recommendations, and nominated companies. A distinguished expert committee then voted on the shortlisted companies. The final Global Top 100 Geospatial Companies 2025 list reflects the collective judgment and consensus of these experts.

Q2. Is the list ranked?

No, the list is not a ranking. Companies are listed alphabetically to equally recognize all 100 leading geospatial companies without implying any hierarchy.

Q3. Who was part of the expert committee?

The 2025 expert committee, a distinguished group of experts, brought together a diverse range of expertise and insights to curate the Global Top 100 Geo list. This year’s committee included:

  • Sives Govender, Research Group Leader, CSIR, South Africa and Co- founder and coordinator of Environmental Information System-Africa
  • Siau Yong, Director, GeoSpatial and Data & Chief Data Officer, Singapore Land Authority
  • Osamu Ochiai, Senior Engineer, Manager for Satellite Applications and Operation Center at Japan Aerospace Exploration Agency
  • Justyna Redelkiewicz, Head of Section Entrepreneurship and Environment at the European Union Agency for Space Programme (EUSPA)
  • Chiara Solimini, Space Downstream Market Officer at the European Union Agency for Space Programme (EUSPA)
  • Peter Rabley, CEO at Open Geospatial Consortium (OGC)
  • Denise McKenzie, Manging Partner at PLACE Trust
  • Dr. Nadine Alameh, Executive Director of the Taylor Geospatial Institute
  • Paloma Merodio, VP at National Institute of Statistics and Geography of Mexico (INEGI)

and

Q4. What information did the expert committee consider?

Geoawesome announced an open call for nominations on October 1, 2024. Companies voluntarily provided insights through a structured questionnaire, detailing their vision, operations, and impact. The committee also relied on their extensive industry experience and independent research to make informed decisions.

Q5. What was new in the nomination process this year?

For the 2025 edition, we introduced key enhancements to improve the nomination process:

🔹 Enhanced Focus on Core Competencies – We placed a stronger emphasis on core geospatial competencies and emerging industry trends shaping the future.
🔹 Streamlined Nomination Process – The nomination form was simplified, removing basic company data fields and reducing the total number of questions to make the process more efficient.

Q6. What were the selection criteria?

There were no rigid selection criteria imposed on the expert panel. Each expert applied their unique perspective to assess the companies, ensuring a broad and well-rounded evaluation. As in past years, our expert panel will review all nominations and decide the final list. The nomination phase focused on the following aspects:

  • Product and Impact on the Industry
  • Innovation and Technological Advancement
  • Contribution to the Community
  • Commitment to Diversity, Equity, and Inclusion (DEI)
  • Environmental, Social, and Governance (ESG) Practices

Q7. My company deserves to be on the list! How can I improve my chances?

We understand your passion, and we acknowledge that many deserving companies couldn’t be included due to space constraints. The best way to improve your chances for next year’s list is to nominate your company when the 2026 nominations open. The details companies share during the nomination process play a crucial role in helping our experts understand their impact. If you would like to take a look at the questions for the 2025 nomination, check out our google doc.

📩 Want to stay updated? Sign up to our newsletter to get notified when nominations open.

Q8. I have feedback or further questions. Whom should I contact?

We value your feedback and are happy to address any questions! You can reach out to Muthu at muthu@geoawesome.com.


We encourage you to share this announcement and participate in the discussion on social media using the hashtag #GlobalTop100Geo. Let’s celebrate the organizations that are making a difference in the geospatial world!


#GlobalTop100Geo 2024 Edition

Looking for the previous edition? Here you go!

Global Top 100 Geospatial Companies – 2024 Edition

 

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