Anomaly Detection in Spatiotemporal Data from Fiber Optic Distributed Temperature Sensing for Outdoor Fire Monitoring

Anomaly Detection in Spatiotemporal Data from Fiber Optic Distributed Temperature Sensing for Outdoor Fire Monitoring

Outdoor fire detection faces significant challenges due to complex and variable environmental conditions. Fiber Optic Distributed Temperature Sensing (FO-DTS), recognized for its high sensitivity and broad monitoring range, provides significant advantages in detecting outdoor fires. However, predict...

Full description

Saved in:

Bibliographic Details
Main Authors:	Haitao Bian, Xiaohan Luo, Zhichao Zhu, Xiaowei Zang, Yu Tian
Format:	Article
Language:	English
Published:	MDPI AG 2025-01-01
Series:	Fire
Subjects:	outdoor fire detection anomaly temperature detection fiber optic distributed temperature sensing spatiotemporal data environmental interferences
Online Access:	https://www.mdpi.com/2571-6255/8/1/23
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The spatiotemporal response of land-use carbon emissions to climate change
by: Shenjie Yang, et al.
Published: (2025-01-01)

Updating the Earth remote sensing software for the detection of thermal anomalies
by: S. A. Zolotoy, et al.
Published: (2021-12-01)

Artificial Intelligence and Physics-Based Anomaly Detection in the Smart Grid: A Survey
by: Giovanni Battista Gaggero, et al.
Published: (2025-01-01)

Driver anomaly detection in cargo terminal
by: Shahab Emaani, et al.
Published: (2025-01-01)

Global Information and Structure Tensor Guided Collaborative Representation for Anomaly Detection
by: Meiping Song, et al.
Published: (2025-01-01)

Developing a Fire Monitoring System Based on MQTT, ESP-NOW, and a REM in Industrial Environments
by: Miracle Udurume, et al.
Published: (2025-01-01)

Changes in Surface Temperatures and Their Relationship with Forest Fires in Antalya Province
by: Yasin Furkan Şenlik, et al.
Published: (2025-01-01)

Machine Learning-Based Detection of Anomalies, Intrusions, and Threats in Industrial Control Systems
by: Denis Benka, et al.
Published: (2025-01-01)

Analysis and Recommendation of Outdoor Activities for Smart City Users Based on Real-Time Contextual Data
by: S. R. Mani Sekhar, et al.
Published: (2024-01-01)

Anomaly Detection in IoMT Environment Based on Machine Learning: An Overview
by: Peyman Vafadoost Sabzevar, et al.
Published: (2024-12-01)

Real-Time Quality Monitoring and Anomaly Detection for Vision Sensors in Connected and Autonomous Vehicles
by: Elena Politi, et al.
Published: (2025-01-01)

Leveraging Large Language Models for Enhanced Classification and Analysis: Fire Incidents Case Study
by: Eman H. Alkhammash
Published: (2024-12-01)

STIDNet: Spatiotemporally Integrated Detection Network for Infrared Dim and Small Targets
by: Liuwei Zhang, et al.
Published: (2025-01-01)

An End-to-End Ocean Environmental Noise Anomaly Detection Framework Combining Time–Frequency Information and Expert Gating
by: Libin Du, et al.
Published: (2025-01-01)

Comprehensive Analysis of DDoS Anomaly Detection in Software-Defined Networks
by: Abdinasir Hirsi, et al.
Published: (2025-01-01)

Statistical Analysis of Relationships between Monthly Maximum Temperatures in Iran and Global Mean Land-Ocean Temperature Anomalies
by: Yosouf ghavidel rahimi, et al.
Published: (2015-06-01)

Machine Learning-Based Anomaly Prediction for Proactive Monitoring in Data Centers: A Case Study on INFN-CNAF
by: Andrea Asperti, et al.
Published: (2025-01-01)

DYNAMICS OF DETECTED FIRE FACTORS IN CLOSED COMPARTMENT: COMPUTER SIMULATION
by: V. V. Nevdakh
Published: (2015-12-01)

Design and Construct a Forest Fire Detection and Control System.
by: Ampumuza, Mary Viola
Published: (2025)

A Comparative Analysis of YOLOv9, YOLOv10, YOLOv11 for Smoke and Fire Detection
by: Eman H. Alkhammash
Published: (2025-01-01)

Dynamic Watermarking for Finite Markov Decision Processes
by: Jiacheng Tang, et al.
Published: (2025-01-01)

Assessing Forest Fires in The North Eastern Anatolia with Long Term Meteorological Parameters
by: Kadir Alperen Coşkuner
Published: (2021-07-01)

New Functional Possibilities of Fire Detectors for Residential and Industrial Rooms
by: V. O. Kitikov, et al.
Published: (2019-12-01)

The outdoor urban space vocation for temporariness between past and present
by: Timothy Daniel Brownlee
Published: (2018-12-01)

Graph-Attention Diffusion for Enhanced Multivariate Time-Series Anomaly Detection
by: Vadim Lanko, et al.
Published: (2024-01-01)

Mirror Target YOLO: An Improved YOLOv8 Method With Indirect Vision for Heritage Buildings Fire Detection
by: Jian Liang, et al.
Published: (2025-01-01)

Heat transfer software for local materials in Cameroon (HTSLM 1.0): simplified building energy software based on local realities
by: Lynda Phalone Ndjonnou Tchawa, et al.
Published: (2025-01-01)

Land Surface Temperature Change Observation and Spatial Area Determination with Satellite Images in the Fire Area
by: Alperen Cihan, et al.
Published: (2022-01-01)

Adaptive anomaly detection disruption prediction starting from first discharge on tokamak
by: X.K. Ai, et al.
Published: (2025-01-01)

Mathematical Validation of Proposed Machine Learning Classifier for Heterogeneous Traffic and Anomaly Detection
by: Azidine Guezzaz, et al.
Published: (2021-03-01)

Few-Shot Graph Anomaly Detection via Dual-Level Knowledge Distillation
by: Xuan Li, et al.
Published: (2025-01-01)

ADA-NAF: Semi-Supervised Anomaly Detection Based on the Neural Attention Forest
by: Andrey Ageev, et al.
Published: (2025-01-01)

An experimental study of fire development under varying ventilation conditions during the depressurization process in pressurized buildings
by: Kaiqiang Wang, et al.
Published: (2025-03-01)

Func-Bagging: An Ensemble Learning Strategy for Improving the Performance of Heterogeneous Anomaly Detection Models
by: Ruinan Qiu, et al.
Published: (2025-01-01)

Outdoor Education Coaches Competency Level Self-Assessment Model, Co-Curriculum Centres in Malaysia
by: Nurul Diyana Sanuddin, et al.
Published: (2025-01-01)

Explainable correlation-based anomaly detection for Industrial Control Systems
by: Ermiyas Birihanu, et al.
Published: (2025-02-01)

Anomaly detection of adversarial cyber attacks on electric vehicle charging stations
by: Sagar Babu Mitikiri, et al.
Published: (2025-03-01)

Research on Fire Detection of Cotton Picker Based on Improved Algorithm
by: Zhai Shi, et al.
Published: (2025-01-01)

A Novel FS-GAN-Based Anomaly Detection Approach for Smart Manufacturing
by: Tae-yong Kim, et al.
Published: (2024-12-01)

SensorDBSCAN: Semi-Supervised Active Learning Powered Method for Anomaly Detection and Diagnosis
by: Petr Ivanov, et al.
Published: (2025-01-01)