Advancing Forest Fire Prevention: Deep Reinforcement Learning for Effective Firebreak Placement

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Murray, Lucas, Castillo, Tatiana, Carrasco, Jaime, Weintraub, Andrés, Weber, Richard, de Diego, Isaac Martín, González, José Ramón, García-Gonzalo, Jordi
Formato:	Preprint
Publicado:	2024
Materias:	Machine Learning Artificial Intelligence
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

SEMEDFIRE Forest Fires Community Engagement Plan for Cyprus and the Region
por: Jost, Matthieu, et al.
Publicado: (2025)

A Comparison of Reinforcement Learning and Optimal Control Methods for Path Planning
por: Le, Qiang, et al.
Publicado: (2026)

Advancing Forest Fires Classification using Neurochaos Learning
por: Pant, Kunal Kumar, et al.
Publicado: (2025)

Spatiotemporal Fire Patterns and Post‐fire Forest Change in Peru (2000–2021)
por: Maricel Móstiga, et al.
Publicado: (2025)

Fire-PPYOLOE: An Efficient Forest Fire Detector for Real-Time Wild Forest Fire Monitoring
por: Pei Yu, et al.
Publicado: (2024)

Data and Script from "Forest Fire Forecasting for Targeted Prevention Planning in the Brazilian Amazon."
por: Martins Pinho, Ignácio, et al.
Publicado: (2026)

Magnetotropic Hybrid Generator with Self‐Switching Mechanism for Long‐Term Forest Fire Prevention
por: Changyue Zheng, et al.
Publicado: (2024)

The Biogeography of ENSO ‐Induced Climate Variability, Deforestation Trends and Fire‐Induced Forest Loss in the Neotropics
por: Andres González‐González, et al.
Publicado: (2026)

Reactive Vehicle Guidance using Dynamic Maneuvering Cue
por: Von Moll, Alexander, et al.
Publicado: (2025)

Temporal Evolution and Prevention Efficacy of Ritually Induced Fire Ignition Probability in Urban‐Forest Interface Zones: An Empirical Model Based on Forest Fire Risk Data From Kaifu District
por: Sicong Zhou
Publicado: (2026)

Forest Fire Regeneration with Aromatic Plants
por: María Rosa Mosquera Losada, et al.
Publicado: (2025)

Correction to ‘Fighting Fire With Fires: The Fire‐Fuel Feedback Effect in Canadian Forests’
Publicado: (2026)

Collaborative Threat-Aware Autonomy (CTAA)
por: Sharma, Rajnikant, et al.
Publicado: (2026)

Carbon Emissions From Fires in Eastern Siberian Larch Forests
por: Clement J. F. Delcourt, et al.
Publicado: (2025)

Component Centric Placement Using Deep Reinforcement Learning
por: Lim, Kart Leong
Publicado: (2026)

Preventing a Surgical Site Fire
Publicado: (2025)

Loss of Green Cover and Forest Fire
por: Das, Anuradha, et al.
Publicado: (2025)

A Probabilistic Model for Forest Fires
por: Papanicolaou, Vassilis G.
Publicado: (2025)

Modeling and Simulating Forest Fire Spread
por: Ortigoza Capetillo, Gerardo Mario, et al.
Publicado: (2016)

Supporting Fire Response: Advanced Spatial Data Analytics for Hydrant Access Assessment
por: Vanessa Echeverri Figueroa, et al.
Publicado: (2024)

FPGA Divide-and-Conquer Placement using Deep Reinforcement Learning
por: Wang, Shang, et al.
Publicado: (2024)

Stimulation of Forest Fire Using AIML Techniques
por: Abdulwahith. K. R, et al.
Publicado: (2026)

Image Processing Based Forest Fire Detection
por: V, Vipin
Publicado: (2024)

Forest Fire Model on $\mathbb{Z}_{+}$ with Delays
por: Bhattacharya, Satyaki, et al.
Publicado: (2024)

POSEIDON : Efficient Function Placement at the Edge using Deep Reinforcement Learning
por: Jain, Prakhar, et al.
Publicado: (2024)

Utilizing Transfer Learning and pre-trained Models for Effective Forest Fire Detection: A Case Study of Uttarakhand
por: Gupta, Hari Prabhat, et al.
Publicado: (2024)

CHILENIZANDO EL HABITAR. CAMBIOS E INCORPORACIONES EN EL HABITAR DOMÉSTICO DE LOS AYMARAS URBANOS EN LA CIUDAD DE ARICA
por: Diego González Carrasco
Publicado: (2018)

Minimum Time Escape from a Circular Region of a Dubins Car
por: Weintraub, Isaac E., et al.
Publicado: (2024)

Probabilistic Weapon Engagement Zones for a Turn Constrained Pursuer
por: Stagg, Grant, et al.
Publicado: (2025)

Safe Navigation in the Presence of Range-Limited Pursuers
por: Chapman, Thomas, et al.
Publicado: (2025)

Heuristic Forest Fire Detection Using the Deep Learning Model with Optimized Cluster Head Selection Technique
por: Sengottaiyan N., et al.
Publicado: (2024)

Assisting Advanced Placement Teachers.
por: Howard, John W.
Publicado: (1992)

Slow Fires in the Stacks: Theses and Dissertations, A Preservation Survey.
por: Weber, Anita M.
Publicado: (1990)

Minibestiario de jardín
por: Ramón Isaac Rojas-González
Publicado: (2022)

Optimizing Data Lakes' Queries
por: Gregory, et al.
Publicado: (2025)

El TLC cumple tres años : un informe de sus avances / Sidney Weintraub ; traducción de Mónica Utrilla de Neira
por: Weintraub, Sidney

Matrimonio por conveniencia / Sidney Weintraub ; traducción, L zaro C rdenas Armenta
por: Weintraub, Sidney

Nueva luz en el antiguo arte en roca
por: Weintraub, Boris
Publicado: (1999)

Puente en el pasado
por: Weintraub, Boris
Publicado: (2000)

Homenaje a Leonardo
por: Weintraub, Boris
Publicado: (2000)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
VUFIND_SESSION	"d5ec67625d0f721368567eb415586b5e"
language	"es"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790899816.9531 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "d5ec67625d0f721368567eb415586b5e" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"ui=standard; VUFIND_SESSION=d5ec67625d0f721368567eb415586b5e; language=es"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"18436"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2404_08523/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2404_08523/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790899816.9487
REQUEST_TIME	1790899816

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler