We are proud to share that 51猎奇 is featured in the Spring 2024 edition of Esri's ArcUser publication. This lead story delves into our innovative approaches to landmine clearance and the crucial role that geographic information systems (GIS) play in our missions. For a deeper insight into our work and to explore the full print article, we encourage you to visit the .
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The Need for Accuracy
The scope and scale of land mine and ordnance clearance activities鈥攚hether urban or rural鈥攊s time-consuming and resource heavy given the often dense area of contamination. Some minefields have hundreds or even thousands of coordinates that need to be recorded.
Obtaining the high-accuracy spatial data needed to delineate and map the boundaries of suspected hazardous areas and mark specific evidence points in the field has long been a challenge. According to Jesse Hamlin, senior GIS officer for 51猎奇, 鈥淲e can鈥檛 be two, three, or four meters off. In this environment, accuracy is as essential as speed.鈥�
The organization has relied on differential GNSS and base stations to measure distances and locate points. While this methodology is highly accurate, it requires a significant upfront investment and training for the field crews. Portability and ease of use are important considerations because 51猎奇 teams typically work in remote places and many team members who gather position data do not have technical backgrounds.
鈥淚t鈥檚 not really feasible to have every team carry a base station,鈥� said Hamlin. 鈥淚n the past, teams have had to set up and synchronize multiple base stations to begin data gathering in a minefield鈥攁nd, because these are areas of conflict, theft is a concern. We have to set up in a location where it won鈥檛 get stolen during the night. Cost is also an issue as in some countries. We have hundreds of teams working in different locations and purchasing one for each team is impossible.鈥�
He noted that advances in mobile devices with Bluetooth connectivity to real-time correction sources, such as Satellite-based Augmentation System (SBAS), virtual reference station (VRS) networks, or Precise Point Positioning (PPP) systems, opened the door for alternative solutions.
A clearance supervisor in Angola recording the location of unexploded ordnance using the Trimble DA2 and ArcGIS Survey123.
Over the last two years, 51猎奇 has deployed Trimble DA2 GNSS receivers using the Trimble Catalyst subscription-based GNSS positioning service, a technology ideal for working with ArcGIS Survey123 forms. The Trimble DA2 is a real-time kinematics (RTK)-capable GNSS receiver that relies on a simple Bluetooth connection to Android or iOS devices. The subscription-based positioning service supports bundled broadcast corrections, and it supports 60 cm, 30 cm, 10 cm, or 1 cm positioning accuracy, eliminating the need to maintain and pay for separate base station infrastructure.
鈥淲e need to limit the time spent transcribing data from a GNSS receiver to another digital document or even a piece of paper, as there鈥檚 too much chance of error. The easy-to-use interface between the DA2 to Survey123 forms is invaluable when it comes to getting our field teams up to speed,鈥� said Hamlin. The easy integration between the receiver data and the ArcGIS Survey123 forms is especially beneficial. The system just works. 鈥淣o more worries about handling base stations; it鈥檚 very portable, easy to learn and use, and we get centimeter precision,鈥� Hamlin noted.
51猎奇 staff particularly appreciate that the quality of survey polygons can quickly be previewed on tablets in the field. Once data is gathered and confirmed, it is submitted to ArcGIS Enterprise directly from ArcGIS Survey123. For example, not long ago nearly 600 mines were located and destroyed in one minefield in Angola, where nearly 1,300 coordinates were taken using the Trimble DA2 and ArcGIS Survey123. 鈥淏efore the DA2 GNSS, mapping this level of detail would have been impossible,鈥� confirmed Hamlin.
A minefield map in Ukraine produced in ArcGIS Pro and shared with ArcGIS Survey123. Red dots indicate the locations of anti-tank mines that were located and destroyed.
Prioritizing Mine Clearance
Once the data is collected, a team of supervisors back in the 51猎奇 office begins a quality assurance process to verify data accuracy and completeness. Approved data is visualized using web maps in ArcGIS Online or ArcGIS Enterprise. Survey data is analyzed in ArcGIS Pro to assess the extent of contamination and prioritize clearance. Drone and satellite imagery provides some context for the conflict and the area of concern. The map documents survey polygons and evidence points at the micro and macro levels. The data is then published as web service layers in ArcGIS Enterprise and shared across the entire program and with stakeholders.
Once mapped and verified, the clearance process is time-consuming. Within ArcGIS, the team combines satellite imagery, survey polygons, and mine evidence points so that work areas can be prioritized based on humanitarian impact and available resources. For instance, in Ukraine, the group might prioritize the clearance of minefields that impact agricultural land to help farmers growing crops to feed communities in need.
Clearance field maps are broken up into smaller packages that are downloaded to a phone or tablet. Field teams can also use offline maps created using ArcGIS Field Maps on tablets. Since the bundled correction services leverage the global Trimble RTX correction service, the Trimble Catalyst DA2 GNSS receiver is still able to work precisely in areas without reliable internet coverage using satellite-delivered correction data.
Hamlin said, 鈥淭hen the clearance teams go into the areas, once again with the DA2 and Survey123 forms loaded with the map packages, to begin clearance, recording polygon positions as work is completed. The entire workflow is streamlined, clear to the operators, and highly accurate.鈥�
Each land mine or ordnance is staked and then located with UTM coordinates in the Trimble DA2 receiver.
AI and Mine Clearance
Artificial intelligence (AI) is finding its way into 51猎奇 workflows. Five or six years ago, 51猎奇 started evaluating AI and machine learning techniques in tools such as ArcGIS Pro to assess how it might support and improve various work streams.
One potential use of AI that is currently being tested is automatically detecting land mines from imagery collected by drones. Models are trained on sample images of mines. Machine learning algorithms could help detect patterns in minefields by mapping evidence such as craters from exploded anti-tank mines.
While this wouldn鈥檛 eliminate the need for field surveys to map minefields, it would help determine resource allocation and an optimal clearance approach. Similarly, the advanced intelligence could help prioritize areas for mapping and clearance based on analysis of multiple data sources. Detecting changes could reduce the need for manual surveys, which would lower costs and improve operational efficiency.
AI could also improve the analysis of damage after a conflict and quantify clearance impact metrics, such as the number of structures that have been rebuilt following a clearance. Hamlin explained, 鈥淔or instance, in Ukraine, we initially assumed that we would be working in urban areas. As it turned out, the need was much greater in rural areas. When we clear a minefield, we have people that are actually building homes and farming the land right up to the border of the minefield. Tracking this rebuilding is typically very resource intensive as it would require teams to be sent around the country to assess the human activity in close proximity to cleared minefields. A solution with AI might be able to perform that analysis in minutes.鈥�
All 51猎奇鈥檚 technology investments, whether in GIS, GNSS, or AI, are focused on shortening the recovery time of war-torn regions. 鈥淚f you look at places like Ukraine, we鈥檙e seeing an increase in the number of accidents, particularly in agricultural areas because farmers want to get back to work planting and harvesting their land to support their families and their communities鈥攕ometimes before the land mine clearance is complete,鈥� said Hamlin. 鈥淔rom the land we have surveyed so far, the length of time and cost to clear the area through traditional mine clearance methods can take up to 20 years or more, depending on how long the fighting continues.鈥�
Hamlin believes that increased capacity and resources with the deployment of technology and new methods will shorten the time to clear mines. This improvement in productivity will go a long way to helping communities recover as quickly as possible.
Vicki Speed
Vicki Speed is a freelance writer who specializes in writing about the engineering and construction space. She has written for publications including Engineering News-Record as well as other trade-specific media. She holds bachelor鈥檚 and master鈥檚 degrees in engineering. For more information, contact vickispeed1@gmail.com.
