A GPS tracking system is very useful for finding out the location of our object,it means Gps signal will help to find the object where from, GPS stands for Global Positioning System and so the GPS tracking system is most commonly referred for the use of detecting the position of any objects like vehicles, person, animals or anything. All GPS tracking devices have a GPS module to do the calculation of coordinate system. The GPS tracker will record the location data by using the Global positioning technology and store this data within the tracker itself. This General Positioning technology has a major role in our life that this has gained with a good experience to see the situation where the desired objects are being. One such example is that we can easily determine and see the precise location of a vehicle or an object.Nowadays we are using the GPS tracking system in most areas like Gps vehicle tracking system, mobile GPS tracking, personal GPS tracking and etc.. In fact, the GPS vehicle tracking system has changed the way we used to find out routes when going for a long journey. All GPS vehicle tracking system should contain a GPS tracker module to track the coordinates through the reception of signals.nowadays we are using three best GPS tracking device like Data loggers, Data pushers or a GPS beacon. Almost all the GPS tracking vehicle tracking systems will provide data pushing which enabling a sophisticated GPS tracking system in commercial fleet management, business environments etc. There are mainly two core parts in a GPS tracking system, which used for commercial fleet management namely the tracking device and tracking software (GPS tracker). With the help of this GPS tracker, only one can do the global positioning system of finding out the exact location of a particular object. It's easy to find out where is the vehicle and how can we reach the vehicle (route map) also given a GPS tracking system installing in your vehicles. With installing a GPS vehicle tracking system in vehicles it directs you safely and accurately to reach the desired place. The GPS tracking technology has made a wide range of applications in mobile tracking, GPS vehicle Tracking devices for children and car tracking systems. There are systems that allow tracking of vehicles or to determine the exact position of each vehicle called the vehicle tracking systems which could be adapted to use with emergency services for a local authority or for a commercial fleeting system. The vehicle tracking reduces the problems associated with transporting goods and delivering it to the right end at right time. Benefits of Global Positioning System: Precision Agriculture: • Precision agriculture became possible due to a combination of GPS and Geographic Information System (GIS). • GPS is beneficial in the coupling of real-time data. • It is used in precision soil sampling, collection, and analysis of data. • Facilitates correct field navigation. • Enhanced the ability to work even in low visibility conditions such as fog, dust, rain etc. Fleet Management: • GPS is helpful in locating your cars and trucks. • GPS reduces excessive fuel usage. • Increases your fleet's efficiency level. • Helpful in reducing operational costs. • Restricts unauthorized use of a vehicle. • Increases the vehicle and driver safety and reduces risks and liabilities. Marine Operations: • GPS has made search and rescue operation easy. • Saves navigator's time by providing efficient traffic routing. Public Safety & Disaster Relief: • Helpful in saving the life of the victims and restoring critical infrastructure. • Enhances capability for predicting floods and natural calamities. • Useful in case of emergency to track vehicles and persons. Animal Safety & Anti-poaching: • GPS enabled dog collars are helpful for ensuring their safety. • Many wildlife saviors use GPS tracking devices as an anti-poaching device. • Helpful in tracking animals in a wildlife sanctuary

Geospatial ML pipeline from my MSc dissertation: risk-mapping for orangutan poaching using forest-loss, access proxies (roads/settlements), and conservation context (protected areas).

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Wildeye is an AI-powered geospatial tool for mapping protected forests in Nilgiris, Tamil Nadu. It extracts forest polygons, roads, and villages from public datasets, calculates poaching risk, and visualizes grid-based maps to support conservation efforts.

VanRakshak is a smart forest safety platform with interactive maps and real-time dashboards. It visualizes animal activity, poaching risks, and supports quick response through simulations. The system also includes a 3D camera model concept for advanced forest surveillance.