FIRE-RES Geo-Catch: a mobile application to support reliable fuel mapping at a pan-European scale
Kutchartt, Erico | González-Olabarria, José Ramón | Trasobares, Antoni | Miguel Magaña, Sergio de | Cardil Forradellas, Adrián | Botequim, Brigite | Vassilev, Vassil | Palaiologou, Palaiologos | Rogai, Martino | Pirotti, Francesco
We present a browser-based App for smartphones that is freely available to end-users for collecting geotagged and oriented photos depicting vegetation biomass and fuel characteristics. Our solution builds on advantages of smartphones, allowing their use as easy sensors to collect data by imaging forest ecosystems. The strength and innovation of the proposed solution is based on the following points: (i) using a low memory footprint App, streaming images and data with as little data-volume and memory as needed; (ii) using JavaScript APIs that can be launched from both a browser or as an installed App, as it applies features such as service workers and Progressive Web App; (iii) storing both image and survey data (geolocation and sensor orientation) internally to the device on an indexed database, and synchronizing the data to a cloud-based server when the smartphone is online and when all other safety tests have been successfully passed. The goal is to achieve properly positioned and oriented photos that can be used as training and testing data for future estimation of the surface fuel types based on automatic segmentation and classification via Machine Learning and Deep Learning.
Показать больше [+] Меньше [-]This mobile application was funded by the European Union’s Horizon 2020 Research and Innovation Programme, by the project entitled “Innovative technologies & socio-ecological-economic solutions for fire resilient territories in Europe - FIRE-RES”, grant agreement no. 101037419. We would like to thank each of our colleagues who anonymously participated during the testing phase of the App, which has been very helpful in improving and making the App stable and operational.
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