v1v2 (latest)

A review of machine learning applications in wildfire science and management

2 March 2020

P. Jain

Sean C. P. Coogan

Sriram Ganapathi Subramanian

Papers citing "A review of machine learning applications in wildfire science and management"

44 / 44 papers shown

Title
Wildfire spread forecasting with Deep Learning Nikolaos Anastasiou Spyros Kondylatos Ioannis Papoutsis 148 0 0 23 May 2025
Comparative and Interpretative Analysis of CNN and Transformer Models in Predicting Wildfire Spread Using Remote Sensing Data Yihang Zhou Ruige Kong Zhengsen Xu Linlin Xu Sibo Cheng 81 0 0 18 Mar 2025
A Real-time Multimodal Transformer Neural Network-powered Wildfire Forecasting System Qijun Chen Shaofan Li 122 0 0 07 Mar 2025
From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs Ruxiao Chen Chenguang Wang Yuran Sun Xilei Zhao Susu Xu 157 3 0 24 Feb 2025
FireCastNet: Earth-as-a-Graph for Seasonal Fire Prediction Dimitrios Michail Charalampos Davalas Lefki-Ioanna Panagiotou Ioannis Prapas Spyros Kondylatos Nikolaos Ioannis Bountos Ioannis Papoutsis 88 0 0 03 Feb 2025
Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint H. Kumar Beomseok Kang Biswadeep Chakraborty Saibal Mukhopadhyay 103 0 0 28 Jan 2025
Fire-Image-DenseNet (FIDN) for predicting wildfire burnt area using remote sensing data Bo Pang Sibo Cheng Yuhan Huang Yufang Jin Yike Guo I. Colin Prentice Sandy P. Harrison Rossella Arcucci AI4CE 112 2 0 02 Dec 2024
Deep Autoencoders for Unsupervised Anomaly Detection in Wildfire Prediction İrem Üstek Miguel Arana-Catania Alexander Farr Ivan Petrunin 35 2 0 14 Nov 2024
Advanced Wildfire Prediction in Morocco: Developing a Deep Learning Dataset from Multisource Observations Ayoub Jadouli Chaker El Amrani 54 1 0 09 Nov 2024
Data-Driven Fire Modeling: Learning First Arrival Times and Model Parameters with Neural Networks Xin Tong Bryan Quaife AI4CE 91 1 0 16 Aug 2024
Deep Learning for Wildfire Risk Prediction: Integrating Remote Sensing and Environmental Data Zhengsen Xu Jonathan Li Sibo Cheng Xue Rui Yu Zhao ... Haiyan Guan Aryan Sharma Matthew Erxleben Ryan Chang Linlin Xu 89 0 0 02 May 2024
Data Science for Geographic Information Systems Afonso Oliveira Nuno Fachada J. Matos-Carvalho AI4CE 61 0 0 04 Apr 2024
Explainable AI Integrated Feature Engineering for Wildfire Prediction Di Fan Ayan Biswas J. Ahrens 55 3 0 01 Apr 2024
Next day fire prediction via semantic segmentation Konstantinos Alexis Stella Girtsou A. Apostolakis G. Giannopoulos C. Kontoes 23 1 0 20 Mar 2024
Thermal Image Calibration and Correction using Unpaired Cycle-Consistent Adversarial Networks Hossein Rajoli Pouya Afshin Fatemeh Afghah 47 2 0 21 Jan 2024
A comprehensive survey of research towards AI-enabled unmanned aerial systems in pre-, active-, and post-wildfire management Sayed Pedram Haeri Boroujeni Abolfazl Razi Sahand Khoshdel Fatemeh Afghah J. Coen Leo ONeill Peter Z Fulé Adam Watts Nick-Marios T. Kokolakis K. Vamvoudakis 42 65 0 04 Jan 2024
Modelling wildland fire burn severity in California using a spatial Super Learner approach Nicholas Simafranca Bryant Willoughby Erin O’Neil Sophie Farr Brian J. Reich Naomi Giertych Margaret C. Johnson Madeleine A. Pascolini-Campbell 20 5 0 25 Nov 2023
FLOGA: A machine learning ready dataset, a benchmark and a novel deep learning model for burnt area mapping with Sentinel-2 Maria Sdraka Alkinoos Dimakos Alexandros Malounis Zisoula Ntasiou Konstantinos Karantzalos Dimitrios Michail Ioannis Papoutsis 68 4 0 06 Nov 2023
Prescribed Fire Modeling using Knowledge-Guided Machine Learning for Land Management Somya Sharma Chatterjee Kelly Lindsay Neel Chatterjee Rohan Patil Ilkay Altintas De Callafon M. Steinbach Daniel Giron Mai H. Nguyen Vipin Kumar 71 0 0 02 Oct 2023
FireFly A Synthetic Dataset for Ember Detection in Wildfire Yue Hu Xin-Yu Ye Yifei Liu Souvik Kundu Gourav Datta Srikar Mutnuri Namo Asavisanu Nora Ayanian Konstantinos Psounis Peter A. Beerel 23 4 0 06 Aug 2023
A generative model for surrogates of spatial-temporal wildfire nowcasting Sibo Cheng Yike Guo Rossella Arcucci SyDa AI4CE 66 9 0 05 Aug 2023
AI for Anticipatory Action: Moving Beyond Climate Forecasting Benjamin Q. Huynh M. Kiang AI4CE 62 0 0 28 Jul 2023
TeleViT: Teleconnection-driven Transformers Improve Subseasonal to Seasonal Wildfire Forecasting Ioannis Prapas Nikolaos Ioannis Bountos Spyros Kondylatos Dimitrios Michail Gustau Camps-Valls Ioannis Papoutsis AI4TS 100 12 0 19 Jun 2023
Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean Spyros Kondylatos Ioannis Prapas Gustau Camps-Valls Ioannis Papoutsis 65 14 0 08 Jun 2023
Spain on Fire: A novel wildfire risk assessment model based on image satellite processing and atmospheric information Helena Liz-López Javier Huertas-Tato Jorge Pérez-Aracil C. Casanova-Mateo J. Sanz-Justo David Camacho 45 11 0 08 Jun 2023
A Neural Emulator for Uncertainty Estimation of Fire Propagation Andrew Bolt Conrad Sanderson J. Dabrowski C. Huston Petra Kuhnert 65 3 0 10 May 2023
Ideal Abstractions for Decision-Focused Learning Michael Poli Stefano Massaroli Stefano Ermon Bryan Wilder Eric Horvitz 100 0 0 29 Mar 2023
Learning from Multiple Independent Advisors in Multi-agent Reinforcement Learning Sriram Ganapathi Subramanian Matthew E. Taylor Kate Larson Mark Crowley 37 1 0 26 Jan 2023
Location-aware Adaptive Normalization: A Deep Learning Approach For Wildfire Danger Forecasting Mohamad Hakam Shams Eddin R. Roscher Juergen Gall 88 10 0 16 Dec 2022
Deep Learning for Global Wildfire Forecasting Ioannis Prapas Akanksha Ahuja Spyros Kondylatos Ilektra Karasante Eleanna Panagiotou Lazaro Alonso Charalampos Davalas Dimitrios Michail Nuno Carvalhais Ioannis Papoutsis 79 13 0 01 Nov 2022
Recurrent Convolutional Deep Neural Networks for Modeling Time-Resolved Wildfire Spread Behavior J. Burge M. Bonanni R. Hu M. Ihme AI4CE 65 13 0 28 Oct 2022
AutoML for Climate Change: A Call to Action Renbo Tu Nicholas Roberts Vishak Prasad Sibasis Nayak P. Jain Frederic Sala Ganesh Ramakrishnan Ameet Talwalkar Willie Neiswanger Colin White 97 6 0 07 Oct 2022
Multi-time Predictions of Wildfire Grid Map using Remote Sensing Local Data Hyung-Jin Yoon P. Voulgaris 82 2 0 15 Sep 2022
A Multi-Modal Wildfire Prediction and Personalized Early-Warning System Based on a Novel Machine Learning Framework Rohan T. Bhowmik AI4CE 25 2 0 18 Aug 2022
A Spatio-Temporal Neural Network Forecasting Approach for Emulation of Firefront Models Andrew Bolt C. Huston Petra Kuhnert J. Dabrowski J. Hilton Conrad Sanderson AI4TS 123 11 0 17 Jun 2022
Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distribution P. D. Siedler AI4CE 29 3 0 24 Apr 2022
Next Day Wildfire Spread: A Machine Learning Data Set to Predict Wildfire Spreading from Remote-Sensing Data F. Huot R. Hu N. Goyal T. Sankar M. Ihme Yi-Fan Chen 123 73 0 04 Dec 2021
Toward Foundation Models for Earth Monitoring: Proposal for a Climate Change Benchmark Alexandre Lacoste Evan D. Sherwin Hannah Kerner Hamed Alemohammad Bjorn Lutjens ... Alex Chang Mehmet Gunturkun Alexandre Drouin Pau Rodríguez López David Vazquez AI4Cl AI4CE 54 31 0 01 Dec 2021
Learning Wildfire Model from Incomplete State Observations Alissa Chavalithumrong Hyung-Jin Yoon P. Voulgaris 36 1 0 28 Nov 2021
Deep Learning Methods for Daily Wildfire Danger Forecasting Ioannis Prapas Spyros Kondylatos Ioannis Papoutsis Gustau Camps-Valls M. Ronco Miguel-Ángel Fernández-Torres M. Guillem Nuno Carvalhais 54 27 0 04 Nov 2021
Multi-Agent Advisor Q-Learning Sriram Ganapathi Subramanian Matthew E. Taylor Kate Larson Mark Crowley OffRL 114 10 0 26 Oct 2021
Preliminary Wildfire Detection Using State-of-the-art PTZ (Pan, Tilt, Zoom) Camera Technology and Convolutional Neural Networks Samarth Shah 17 1 0 10 Sep 2021
Convolutional LSTM Neural Networks for Modeling Wildland Fire Dynamics J. Burge M. Bonanni M. Ihme Lily Hu 90 19 0 11 Dec 2020
Characterization of Industrial Smoke Plumes from Remote Sensing Data Michael Mommert Mario Sigel Marcel Neuhausler L. Scheibenreif Damian Borth 28 11 0 23 Nov 2020