ReviewSensors (Basel, Switzerland)2022
Recent Advances in Sensors for Fire Detection.
Review in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
17 citing papers in PubMed.
- Multi-Sensor Spatiotemporal Feature Fusion for Early Warning of Cable Fires in Power Cable Tunnels.Sensors (Basel, Switzerland) · 2026Article
- Laser-Induced Nanocarbon Films Enable Optical Sensor Based on Combined Photothermal and Piezoresistive Effect.Polymers · 2026Article
- An integrated wireless deep-UV sensing system for intelligent early fire detection.Science advances · 2026Article
- Wavelet-CNet: Wavelet Cross Fusion and Detail Enhancement Network for RGB-Thermal Semantic Segmentation.Sensors (Basel, Switzerland) · 2026Article
- Integrated Circuits on Fiber Substrates: State-of-the-Art System-on-Fiber Technologies for Smart Textiles and Wearables.Nano-micro letters · 2026Review
- A LoRa-Based Multi-Node System for Laboratory Safety Monitoring and Intelligent Early-Warning: Towards Multi-Source Sensing and Heterogeneous Networks.Sensors (Basel, Switzerland) · 2025Article
- Contributions to the Development of Fire Detection and Intervention Capabilities Using an Indoor Air Quality IoT Monitoring System.Sensors (Basel, Switzerland) · 2025Article
- Sensor-Based Monitoring of Fire Precursors in Timber Wall and Ceiling Assemblies: Research Towards Smarter Embedded Detection Systems.Sensors (Basel, Switzerland) · 2025Article
- DSS-YOLO: an improved lightweight real-time fire detection model based on YOLOv8.Scientific reports · 2025Article
- Predicting Firefighter Injury and Entrapment in Urban Firefighting Operations: An Investigation Into the Effectiveness of Modified Fire Time Stages and Machine Learning.Health science reports · 2025Article
- Indoor fire and smoke detection based on optimized YOLOv5.PloS one · 2025Article
- A Safe Fiber-Optic-Sensor-Assisted Industrial Microwave-Heating System.Sensors (Basel, Switzerland) · 2024Article
- Simultaneous Measurement of Strain and Displacement for Railway Tunnel Lining Safety Monitoring.Sensors (Basel, Switzerland) · 2024Article
- Laser Ablation of Silicon Nanoparticles and Their Use in Charge-Coupled Devices for UV Light Sensing via Wavelength-Shifting Properties.Nanomaterials (Basel, Switzerland) · 2023Article
- The Development of Symbolic Expressions for Fire Detection with Symbolic Classifier Using Sensor Fusion Data.Sensors (Basel, Switzerland) · 2022Article
- Improved Real-Time Fire Warning System Based on Advanced Technologies for Visually Impaired People.Sensors (Basel, Switzerland) · 2022Article
- Multifunctional MXene/Aramid Nanofiber Composite Films for Efficient Electromagnetic Interference Shielding and Repeatable Early Fire Detection.ACS omega · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Fire is indeed one of the major contributing factors to fatalities, property damage, and economic disruption. A large number of fire incidents across the world cause devastation beyond measure and description every year. To minimalize their impacts, the implementation of innovative and effective fire early warning technologies is essential. Despite the fact that research publications on fire detection technology have addressed the issue to some extent, fire detection technology still confronts hurdles in decreasing false alerts, improving sensitivity and dynamic responsibility, and providing protection for costly and complicated installations. In this review, we aim to provide a comprehensive analysis of the current futuristic practices in the context of fire detection and monitoring strategies, with an emphasis on the methods of detecting fire through the continuous monitoring of variables, such as temperature, flame, gaseous content, and smoke, along with their respective benefits and drawbacks, measuring standards, and parameter measurement spans. Current research directions and challenges related to the technology of fire detection and future perspectives on fabricating advanced fire sensors are also provided. We hope such a review can provide inspiration for fire sensor research dedicated to the development of advanced fire detection techniques.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.