Browse Topic: Fire detection

Items (80)
This document is reissued for application to helicopters.
S-12 Powered Lift Propulsion Committee
Tunnels play a crucial role in urban transportation, yet they frequently encounter various incidents during operation. Manual video inspections and sensor-based systems are inefficient and limited in accurately detecting and addressing these issues. The emergence of artificial intelligence has led to the development of object detection models such as YOLO, which have shown promise in real-time anomaly detection. However, these single-modality models achieve suboptimal results when dealing with complex events. Multi-modal large language models (LLMs) offer a potential solution, with their ability to process and understand information from different modalities. This paper develops a novel tunnel traffic anomaly detection method that combines single-modal models and multi-modal LLMs. The proposed system first employs YOLO for an initial detection round and then utilizes a specially designed LLM with an effective prompt and a data filtering strategy tailored for traffic tunnel scenarios. This two-step approach enables the system to detect anomalies such as fires and ponding water, facilitating real-time monitoring of tunnel conditions and maintaining traffic flow. We are the first to introduce a well-designed multi-modal LLM into tunnel traffic anomaly detection, for real-time and accurate detection. We create a tunnel-specific algorithm that covers model design, prompt strategy, and detection logic, effectively handling complex weather and traffic scenarios. The system has demonstrated an accuracy rate of up to 90% in detecting numerous surveillance cameras simultaneously, reducing labor costs and potential economic losses associated with tunnel incidents. Our research thus aims to enhance tunnel safety and efficiency through an innovative and effective anomaly detection system.
Liu, HongyuZhou, RuohanBai, JiayangLi, Yuanqi
This document provides guidance for in-flight rest facilities provided for use by cabin crew on commercial transport airplane. This document is applicable to dedicated cabin crew rest facilities with rigid walls. The facility includes a bunk or other surface that allows for a flat sleeping position, is located in an area that is temperature-controlled, allows the crew member to control light, and provides isolation from noise and disturbance.
S-9B Cabin Interiors and Furnishings Committee
This document aids in mitigating risk for the storage of lithium-ion cells, traction batteries, and battery systems intended for use in automotive-type propulsion systems and similar large format (e.g., stationary, industrial) applications. Nothing precludes other industries and applications from using these recommendations.
Battery Transportation and Storage Committee
A new device known as MC-TENG — short for multilayered cylindrical triboelectric nanogenerator — generates electrical power by harvesting energy from the sporadic movement of the tree branches from which it hangs. The self-powered sensing system could continuously monitor the fire and environmental conditions without requiring maintenance after deployment.
This SAE Aerospace Standard (AS) specifies the minimum design and performance criteria and testing methods of fire containment covers (FCCs) used either: a In those cargo compartments of civil transport aircraft where they constitute one means of complying with applicable airworthiness regulations, or b On a voluntary basis, when deemed appropriate by operators to improve fire protection in aircraft cargo compartments where airworthiness regulations do not mandate their use.
AGE-2 Air Cargo
Solar or photovoltaic (PV) cells fixed to roofs convert sunlight into electricity. Bringing that technology indoors could further boost the energy efficiency of buildings and energize swaths of wireless smart technologies such as smoke alarms, cameras, and temperature sensors.
This Aerospace Standard (AS) specifies the minimum design and performance criteria and testing methods of passive fire resistant containers (FRCs) used either: a In those cargo compartments of civil transport aircraft where they constitute one means of complying with applicable airworthiness regulations, or b On a voluntary basis, when deemed appropriate by operators to improve fire protection in aircraft cargo compartments where airworthiness regulations do not mandate their use.
AGE-2 Air Cargo
This SAE Aerospace Standard (AS) describes the test methods to determine the flammability performance and capability to control the passage of, and effects from, fire on aircraft firewall sealing compounds. The methods are based requirements of FAR Part 25 Sections 25.865, 25.867, 25.1191, and 25.1193 and may be used to demonstrate compliance with the requirements established by FAA AC 20-135. This standard shall be used in conjunction with applicable material specifications.
AMS G9 Aerospace Sealing Committee
This SAE Aerospace Recommended Practice (ARP) provides guidelines for the effective operation and use of fire containment covers (FCCs). Technical Standard Orders (TSOs) C203 and C90e (and later revisions) incorporate AS6453, and provide the Minimum Performance Standards (MPS) for an FCC design. The net and pallet used with the FCC must be approved using the updated net and flammability requirements in TSO C90e and later revisions. However, fire containment performance also requires this equipment is properly used. Fire safety is compromised when FCCs are used in an inadequate manner.
AGE-2 Air Cargo
This document provides guidance for in-flight rest facilities provided for use by cabin crew on commercial transport airplane. This document is applicable to dedicated cabin crew rest facilities with rigid walls. The facility includes a bunk or other surface that allows for a flat sleeping position, is located in an area that is temperature-controlled, allows the crew member to control light, and provides isolation from noise and disturbance.
S-9B Cabin Interiors and Furnishings Committee
This ARP addresses the issue of passengers smoking in aircraft lavatories and the need to improve warnings about the danger of fire caused by smoking.
S-9B Cabin Interiors and Furnishings Committee
Wildfires that start in backcountry areas sometimes burn for hours before being detected and reported. Satellites offer a vantage point from which infrared sensors can detect fires. Individual satellites in low Earth orbit (LEO) offer infrequent overpasses, making the delay from ignition to detection unacceptably long. Geostationary satellites offer a platform from which to maintain a round-the-clock vigil, but lack geographic precision, and cannot detect a rather small fire within a large pixel definitively above noise.
The National Aeronautics and Space Administration (NASA) uses large quantities of liquid hydrogen and has expended significant effort in the development, testing, installation, and maintenance of hydrogen fire detectors based on ultraviolet, near-infrared, mid-infrared, and/or far-infrared flame emission bands. Yet, prior to this work, there was no intensity-calibrated broadband hydrogen-air flame spectrum in the literature, making it difficult to compare the merits of different radiation-based hydrogen fire detectors.
This SAE Aerospace Standard (AS) describes the procedures for the flammability testing of aircraft firewall sealants in accordance with the requirements of FAR Part 25 Sections 25.865, 25.867, 25.1191, and 25.1193. This test method is intended to determine the capability of sealant materials to control the passage of and effects from fire.
AMS G9 Aerospace Sealing Committee
This SAE Aerospace Standard (AS) specifies minimum performance standards for the following types of fire detection instruments intended for use in protecting aircraft cargo compartments, galleys, electronic equipment bays and other similar installations.
A-4AS8036 Update Working Group
Traditional smoke opacity measurement, performed on diesel engines during regular emissions inspections, sensitive primarily to larger particles of elemental carbon, is very little sensitive to nanoparticles and to semi-volatile “organic carbon” particles. For this reason, it no longer suffices as a high emitter detection tool for modern vehicles with a particle filter or for advanced low-emissions technology where semi-volatile organic particles are the dominant fraction of particulate matter. This paper investigates the potential of common low-cost ionization type smoke detectors, produced in mass quantities for fire detection in buildings, as a tool to measure particle emissions in vehicular exhaust. Two ionization chambers were used to measure both raw and diluted exhaust of various engines powered by diesel fuel and biofuels under laboratory conditions as well as on the road. Laboratory results suggest that the ionization chamber signal correlates best to total particle length, with correlation to number and mass dependent on particle size distribution. Particle filter regeneration events were clearly discerned from the ionization chamber readings. With detection limits on the order of 0.1 mg/m3 and 106 particles/cm3 in raw exhaust, the method appears to be sufficiently sensitive for inspection of vehicles equipped with particle filters and for preliminary measurements of particle emissions from modern engines.
Vojtisek-Lom, Michal
This SAE Aerospace Standard (AS), identical to ISO 14186, specifies the minimum design and performance criteria and testing methods of fire containment covers (FCCs) used either: a in those cargo compartments of civil transport aircraft where they constitute one means of complying with applicable airworthiness regulations, or b on a voluntary basis, when deemed appropriate by operators to improve fire protection in aircraft cargo compartments where airworthiness regulations do not mandate their use.
AGE-2 Air Cargo
This SAE Aerospace Standard (AS) describes the procedures for the flammability testing of aircraft firewall sealants in accordance with the requirements of FAR Part 25 Sections 25.865, 25.867, 25.1191, and 25.1193. This test method is intended to determine the capability of sealant materials to control the passage of and effects from fire.
AMS G9 Aerospace Sealing Committee
A document discusses an optical carbon monoxide sensor for early fire detection. During the sensor development, a concept was implemented to allow reliable carbon monoxide detection in the presence of interfering absorption signals.
This paper presents the results achieved, to date, through a collaborative technology project of Bell Helicopter Textron Inc. and AAI Corporation, an operating unit of Textron Systems Inc., to develop and demonstrate a hostile fire detection system (HFDS) for rotorcraft. This includes an assessment of the potential application of an airborne gunshot detection system for rotorcraft conducting parapublic operations. Law enforcement (LE) can locate and react to gunshot incidences with increased urgency and decreased response times by using an HFDS. This project leverages the AAI Projectile Detection and Cueing® (PDCue®) gunshot detection system originally developed for ground vehicles. The HFDS enables solutions providing azimuth, elevation, and range information. The HFDS can provide continuous target location information and target tracking when coupled with a remote weapon system, camera, or other sensor device. Flight tests have confirmed the ability of the HFDS to detect, identify, and locate hostile fire in a rotorcraft downwash environment.
Williams, RandyShepard, CharlesPaturzo, MikeMcNelis, Barney
Distinctly different fire hazards exist within the engine compartment of a transit vehicle and various detection methodologies may be employed to detect fire events arising from these hazards. The engine compartment presents a particularly challenging environment and it is important to select the correct methodology to ensure timely detection response in the early stages of the development of a fire whilst minimizing nuisance alarms. The choice of the correct detection methodology for a specific fire hazard is therefore determined by the suitability of the methodology for the detection of the anticipated fire event within the environment in which it is required to operate. This paper presents experimental data to demonstrate the variation in the response times of different detection methodologies in the presence of common fire events in the form of simulated flaming fuel fires and a simulated electrical fault in the form of an overheated electrical cable. The data presented relates to experiments conducted within a simulated transit vehicle engine compartment and includes the impact of environmental parameters, such as cooling due to high airflow rates, on detection response times. The paper will conclude with the lessons learned from this testing, and provide insight into key aspects for successful detection of the different fire hazards in this demanding application.
Smith, PaulChattaway, AdamPeoples, Joey
Automakers and suppliers are relying on new testing equipment and facilities to evaluate the performance of today's class of electric and plug-in hybrid-electric vehicles. With American Recovery and Reinvestment Act of 2009 funds of $2.4 billion being invested into advanced battery and electric drive projects, the automotive industry has undergone a significant transformation over the past year and a half. And while hybrid and electric vehicle development has grown exponentially since those funds were allocated, public concern over the safety of electric vehicles (EVs), lithium-ion batteries, and EV charging stations has also increased. To help alleviate buyers' concerns-as well as their own-automakers and suppliers have invested heavily into new test equipment and facilities to learn as much about these new advanced energy systems as possible. With the added weight of battery systems in EVs and plug-in hybrid-electric vehicles (PHEVs), many companies are being forced to re-examine their test requirements, which are written for smaller, lighter components, as well as their test equipment, which is intended to handle much lower masses.
Monaghan, Matthew
This ARP addresses the issue of passengers smoking in aircraft lavatories and the need to improve warnings about the danger of fire caused by smoking.
S-9B Cabin Interiors and Furnishings Committee
Development of a Test Protocol for Spacecraft Post-Fire Atmospheric Cleanup and Monitoring2009-01-24707/12/2009
Fire detection, post fire atmospheric monitoring, fire extinguishing, and post fire atmospheric cleaning are vital components of a spacecraft fire response system, Preliminary efforts focused on the technology evaluation of fire detection, post fire atmospheric monitoring and post fire cleanup systems under realistic conditions are described in this paper. While the primary objective of testing is to determine the performance of a smoke mitigation filter, supplemental evaluations measuring the smoke-filled chamber handheld Commercial Off The Shelf (COTS) atmospheric monitoring devices (combustion product monitors) are conducted. The test chamber consists of a 1.4 cubic meter (50 cu. ft.) volume containing a smoke generator. The fuel used to generate the smoke is a mixture of polymers in representative quantities of materials involved in a circuit board fire — this was labeled as a typical spacecraft fire as suggested by Sribnik, et al.1 Two fire conditions were examined, termed a no flame and flame. No Flame events are produced by pyroiyzing the fuel mixture in a quartz tube furnace with forced ventilation to produce a white, lingering type of smoke, Flame events are produced by igniting the smoke at the outlet of the tube furnace producing combustion characterized by a less opaque smoke with black soot. Findings are that carbon monoxide is a major indicator of each fire as determined by electrochemical sensor measurements. Acid gas measurements were recorded but cross interferents are currently uncharacterized. Electrochemical sensor measurements and sample acquisition techniques from photoacoustic sensors are being improved. Overall, this research shows that fire characterization using traditional analytical chemistry techniques is required to verify measurements recorded using COTS atmospheric monitoring devices.
Zuniga, DavidHornung, Steven D.Haas, Jon P.Graf, John C.
This Aerospace Standard covers three basic types of cargo compartment fire detector instruments.
A-4AS8036 Update Working Group
This Aeronautical Standard covers the following basic types of fire detection instruments, or combinations thereof, intended for use in protecting aircraft powerplant installation, auxiliary powerplants, combustion heaters and other installations where fuel, oil or similar fires may occur.
A-4AS8036 Update Working Group
Fire Protection on Airplanes2005-01-342910/3/2005
Airplane fire protection demands a very high level of reliability. In flight there is no escape from a fire and with an abundance of fuel and ignition sources, the threat of a fire onboard an airplane is ever present. Today's airplanes comply with existing fire protection regulations. The regulations affecting fire protection change with the advent of new technologies and experiences. This paper addresses methods for fire protection in the design of new airplanes. Prevention of a fire is the best method of fire protection, for it is best to prevent a fire than to have to deal with a fire in flight, but dealing with a fire in flight may become inevitable at one point or another. This is why fire protection methods such as passive methods and active methods are addressed. This paper addresses various fire protection methods from eliminating fuels and ignition sources to reducing flammability, from zoning and compartmentation to material selection and ventilation, from temperature control to fire detection and fire extinguishing or fire suppression systems. In addition the fire protection design basis for all areas of the airplane, from radome to the tail that include the flight deck, engines, auxiliary power unit (APU), cabin, cargo compartments, fuel tanks, lavatories, crew compartments, electrical and electronics compartment, accessory compartments and the tail compartment are discussed.
Hariram, Sham S.
This SAE Recommended Practice applies to Liquefied Natural Gas Vehicle Fuel. The purpose of this document is to provide information on issues that are important to consider regarding LNG metering and dispensing systems.
Truck and Bus Powertrain Committee
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