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Experimental and theoretical study of the smoke back-layering length in a tunnel with cross-passage:effects of longitudinal fire source locations
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作者 Zhisheng Li Yuchun Zhang +2 位作者 Maozhen Qiao Yunji Gao Yule Huang 《Railway Engineering Science》 2026年第1期184-199,共16页
The diversion effect caused by the linked structure in a metro tunnel with cross-passage complicates the impact of longitudinal fire source location on the smoke backflow layering behavior that has not been clarified,... The diversion effect caused by the linked structure in a metro tunnel with cross-passage complicates the impact of longitudinal fire source location on the smoke backflow layering behavior that has not been clarified,despite the fact that the scenario exists in practice.A series of laboratory-scale experiments were conducted in this study to investigate the smoke back-layering length in a model tunnel with cross-passage.The heat release rate,the velocity of longitudinal air flow,and the location of the fire source were all varied.It was found that the behavior of smoke backflow for the fire source located at the upstream of bifurcation point resembles a single-hole tunnel fire.As the fire source’s position shifts downstream from the bifurcation point,the length of smoke back-layering progressively increases.A competitive interaction exists between airflow diversion and smoke diversion during smoke backflow,significantly affecting the smoke back-layering length in the main tunnel.The dimensionless smoke back-layering length model was formulated in a tunnel featuring a cross-passage,taking into account the positions of longitudinal fire sources.The dimensionless smoke back-layering length exhibits a positive correlation with the 17/18 power of total heat release rate Q and a negative correlation with the 5/2 power of longitudinal ventilation velocity V. 展开更多
关键词 Tunnel fire Cross-passage smoke back-layering length Fire source location Longitudinal ventilation
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Bio-derived Flame-retardant Curing Agents Enable One-step,Ambient Synthesis of Ultra-tough,Smoke-suppressed Epoxy
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作者 Hang-Tian Hu Dan Xie +5 位作者 Zheng-Hong Guo Feng-Qing Chen Xing-Wei He Gao-Bo Lou Jin-Feng Dai Li-Na Liu 《Chinese Journal of Polymer Science》 2026年第1期209-222,I0016,共15页
A simultaneous boost in toughness and fire safety of epoxy(EP)is achieved through solvent-free one-step neutralization of phytic acid with 1,8-diaminooctane to yield a multifunctional bio-based curing agent,PA-DAO.Whe... A simultaneous boost in toughness and fire safety of epoxy(EP)is achieved through solvent-free one-step neutralization of phytic acid with 1,8-diaminooctane to yield a multifunctional bio-based curing agent,PA-DAO.When used as the sole hardener,5 wt%PA-DAO increased the tensile,flexural,and impact strengths by 165%,81%,and 455%,respectively,over the parent amine system,whereas the tensile and flexural toughness increased by 1387% and 775%,respectively.At 25 wt% loading,the resin attained a UL-94 V-0 rating and a limiting oxygen index of 28.1%,accompanied by a 71% reduction in the peak heat-release rate and a 53%suppression of total smoke production.This facile,green protocol provides scalable access to ultra-tough,intrinsically flame-retardant epoxy networks without external plasticizers or additives. 展开更多
关键词 Bio-derived flame-retardant EPOXY smoke suppression Mechanical properties
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LP-YOLO:Enhanced Smoke and Fire Detection via Self-Attention and Feature Pyramid Integration
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作者 Qing Long Bing Yi +2 位作者 Haiqiao Liu Zhiling Peng Xiang Liu 《Computers, Materials & Continua》 2026年第3期1490-1509,共20页
Accurate detection of smoke and fire sources is critical for early fire warning and environmental monitoring.However,conventional detection approaches are highly susceptible to noise,illumination variations,and comple... Accurate detection of smoke and fire sources is critical for early fire warning and environmental monitoring.However,conventional detection approaches are highly susceptible to noise,illumination variations,and complex environmental conditions,which often reduce detection accuracy and real-time performance.To address these limitations,we propose Lightweight and Precise YOLO(LP-YOLO),a high-precision detection framework that integrates a self-attention mechanism with a feature pyramid,built upon YOLOv8.First,to overcome the restricted receptive field and parameter redundancy of conventional Convolutional Neural Networks(CNNs),we design an enhanced backbone based on Wavelet Convolutions(WTConv),which expands the receptive field through multifrequency convolutional processing.Second,a Bidirectional Feature Pyramid Network(BiFPN)is employed to achieve bidirectional feature fusion,enhancing the representation of smoke features across scales.Third,to mitigate the challenge of ambiguous object boundaries,we introduce the Frequency-aware Feature Fusion(FreqFusion)module,in which the Adaptive Low-Pass Filter(ALPF)reduces intra-class inconsistencies,the offset generator refines boundary localization,and the Adaptive High-Pass Filter(AHPF)recovers high-frequency details lost during down-sampling.Experimental evaluations demonstrate that LP-YOLO significantly outperforms the baseline YOLOv8,achieving an improvement of 9.3%in mAP@50 and 9.2%in F1-score.Moreover,the model is 56.6%and 32.4%smaller than YOLOv7-tiny and EfficientDet,respectively,while maintaining real-time inference speed at 238 frames per second(FPS).Validation on multiple benchmark datasets,including D-Fire,FIRESENSE,and BoWFire,further confirms its robustness and generalization ability,with detection accuracy consistently exceeding 82%.These results highlight the potential of LP-YOLO as a practical solution with high accuracy,robustness,and real-time performance for smoke and fire source detection. 展开更多
关键词 Deep learning smoke detection feature pyramid boundary refinement
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VIF-YOLO:A Visible-Infrared Fusion YOLO Model for Real-Time Human Detection in Dense Smoke Environments
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作者 Wenhe Chen Yue Wang +4 位作者 Shuonan Shen LeerHua Caixia Zheng Qi Pu Xundiao Ma 《Computers, Materials & Continua》 2026年第4期1463-1484,共22页
In fire rescue scenarios,traditional manual operations are highly dangerous,as dense smoke,low visibility,extreme heat,and toxic gases not only hinder rescue efficiency but also endanger firefighters’safety.Although ... In fire rescue scenarios,traditional manual operations are highly dangerous,as dense smoke,low visibility,extreme heat,and toxic gases not only hinder rescue efficiency but also endanger firefighters’safety.Although intelligent rescue robots can enter hazardous environments in place of humans,smoke poses major challenges for human detection algorithms.These challenges include the attenuation of visible and infrared signals,complex thermal fields,and interference frombackground objects,all ofwhichmake it difficult to accurately identify trapped individuals.To address this problem,we propose VIF-YOLO,a visible–infrared fusion model for real-time human detection in dense smoke environments.The framework introduces a lightweight multimodal fusion(LMF)module based on learnable low-rank representation blocks to end-to-end integrate visible and infrared images,preserving fine details while enhancing salient features.In addition,an efficient multiscale attention(EMA)mechanism is incorporated into the YOLOv10n backbone to improve feature representation under low-light conditions.Extensive experiments on our newly constructedmultimodal smoke human detection(MSHD)dataset demonstrate thatVIF-YOLOachievesmAP50 of 99.5%,precision of 99.2%,and recall of 99.3%,outperforming YOLOv10n by a clear margin.Furthermore,when deployed on the NVIDIA Jetson Xavier NX,VIF-YOLO attains 40.6 FPS with an average inference latency of 24.6 ms,validating its real-time capability on edge-computing platforms.These results confirm that VIF-YOLO provides accurate,robust,and fast detection across complex backgrounds and diverse smoke conditions,ensuring reliable and rapid localization of individuals in need of rescue. 展开更多
关键词 Fire rescue dense smoke environments human detection multimodal fusion YOLO
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Smoke generator for protected agriculture:research progress,key challenges,and future perspectives
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作者 Haojie Gao Xiaochi Liu +8 位作者 Lanyun Zhang Zhongyi Li Yujia Kang Xiangyang Li Huawei Zhang Jingzhi Zhang Daxia Zhang Wei Mu Feng Liu 《Advanced Agrochem》 2026年第1期13-24,共12页
Smoke generator constitute an important class of pesticide formulations widely used in protected agriculture,forestry,mushroom cultivation,and storage environments.Unlike conventional sprays,smoke generator rely on he... Smoke generator constitute an important class of pesticide formulations widely used in protected agriculture,forestry,mushroom cultivation,and storage environments.Unlike conventional sprays,smoke generator rely on heat-induced phase transitions of active ingredients to produce fine aerosolized particles that disperse through Brownian motion,thereby markedly improving application efficiency.Despite their long history and broad utility,the development of smoke generator has largely stagnated over the past two decades.Here,we provide a comprehensive assessment of their historical evolution,registration landscape,physicochemical mechanisms,and current deployment in agricultural systems.Based on this analysis,we outline key directions for nextgeneration smoke generator technology.First,transitioning from chemical heating to electric heating is essential to enable automation and unmanned pesticide delivery.Second,expanding the air-purification functionality of smoke formulations offers a promising strategy to suppress airborne pest and pathogen populations.Finally,integrating principles of crystal engineering to modulate particle morphology and interfacial affinity may overcome current limitations in deposition efficiency and biological performance.Together,these advances will underpin the development of high-efficiency,intelligent smoke generator and support precision plant protection and sustainable intensification in protected agriculture. 展开更多
关键词 smoke aerosol Brownian motion Air purification Crystal engineering Unmanned pesticide application
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Smoke and NO_(x)emission characteristics of in-use construction machinery base on substantial field measurement:A case study in Beijing,China 被引量:1
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作者 Huawei Yi Yangyang Cui +7 位作者 Lijun Zhu Yan Shen Han Li Guanghan Huang Linzhen Qu Dongdong Guo Lei Nie Yifeng Xue 《Journal of Environmental Sciences》 2025年第3期386-393,共8页
To understand the smoke level and NO_(x)emission characteristics of in-use construction machinery in Beijing,we selected 905 construction machines in Beijing from August 2022 to April 2023 to monitor the emission leve... To understand the smoke level and NO_(x)emission characteristics of in-use construction machinery in Beijing,we selected 905 construction machines in Beijing from August 2022 to April 2023 to monitor the emission level of smoke and NO_(x).The exhaust smoke level and excessive emission situation of different machinery types were identified,and their NO_(x)emission levels were monitored according to the free acceleration method.We investigated the correlation of NO_(x)and smoke emission,and proposed suggestions for controlling pollution discharge from construction machinery in the future.The results show that the exhaust smoke level was 0–2.62 m^(−1),followed a log-normal distribution(μ=-1.73,δ=1.09,R^(2)=0.99),with a 5.64%exceedance rate.Differenceswere observed amongmachinery types,with low-power engine forklifts showing higher smoke levels.The NO_(x)emission range was 71–1516 ppm,followed a normal distribution(μ=565.54,δ=309.51,R^(2)=0.83).Differences among machinery types were relatively small.Engine rated net power had the most significant impact on NO_(x)emissions.Thus,NO_(x)emissions from construction machinery need further attention.Furthermore,we found a weak negative correlation(p<0.05)between the emission level of smoke and NO_(x),that is the synergic emission reduction effect is poor,emphasizing the need for NO_(x)emission limits.In the future,the oversight in Beijing should prioritize phasing out ChinaⅠand ChinaⅡmachinery,and monitor emissions from highpower engine ChinaⅢmachinery. 展开更多
关键词 Fuel-oil construction machinery smoke NO_(x) Emission level Regulatory suggestion
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Prediction of specific spoilage organisms in smoked chicken legs with modified atmosphere packaging at 4℃ using multivariate statistical analysis 被引量:1
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作者 Qiang Wang Yubo Zhao +5 位作者 Yumeng Sui Qian Chen Zhiming Dong Qian Liu Baohua Kong Ligang Qin 《Food Science and Human Wellness》 2025年第1期271-281,共11页
The present study monitored bacterial succession,physicochemical properties,and volatile organic compounds(VOCs)changes in smoked chicken legs with modified atmosphere packaging(MAP,60% CO_(2) and 40%N_(2))during a 25... The present study monitored bacterial succession,physicochemical properties,and volatile organic compounds(VOCs)changes in smoked chicken legs with modified atmosphere packaging(MAP,60% CO_(2) and 40%N_(2))during a 25-day storage period at 4℃.After 15 days of storage,S erratia proteamaculans and Pseudomonas fragi became the predominant bacteria.Furthermore,physicochemical properties changed significantly,as evidenced by an increase in thiobarbituric acid reactive substances and b*(yellowness)value,and a decrease in hardness.A total of 65 VOCs were identified during storage.Correlation between bacterial succession and quality indicators(including VOCs and physicochemical properties)allowed the identification of 26 core dominant bacteria,including S.proteamaculans,Psychrobacter alimentarius,Pseudomonas putida,and Pseudomonas poae,which were positively related to spoilage VOCs(e.g.,1-octen-3-ol,1-pentanol,and 3-methyl-1-butanol)and could be defined as specific spoilage organisms(SSOs).The results of this study provide a systematic approach to predict SSOs in smoked chicken legs during storage,which can also provide a basis for product safety. 展开更多
关键词 smoked chicken legs Modified atmosphere packaging Bacterial community Volatile organic compounds Specific spoilage organisms
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Catalytic Performance of Carbon Smoke over Ag-LSCF Composite Catalysts
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作者 GUO Guanlun HAN Ming +3 位作者 LU Shaomin YU Jing JU Hongling 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期30-34,共5页
To improve the catalytic performance of La_(0.6)Sr_(0.4)Co_(0.2)Fe_(0.8)O_(3)(LSCF)towards carbon soot,we utilized the impregnation method to incorporate Ag into the prepared LSCF catalyst.We conducted a series of cha... To improve the catalytic performance of La_(0.6)Sr_(0.4)Co_(0.2)Fe_(0.8)O_(3)(LSCF)towards carbon soot,we utilized the impregnation method to incorporate Ag into the prepared LSCF catalyst.We conducted a series of characterization tests and evaluated the soot catalytic activity of the composite catalyst by comparing it with the LaCoO_(3) group,LaFeO_(3) group,and catalyst-free group.The results indicate that the Ag-LSCF composite catalyst exhibits the highest soot catalytic activity,with the characteristic temperature values of 376.3,431.1,and 473.9℃at 10%,50%,and 90%carbon soot conversion,respectively.These values are 24.8,20.2,and 23.1℃lower than those of the LSCF group.This also shows that LSCF can improve the catalytic activity of soot after compounding with Ag,and reflects the necessity of using catalysts in soot combustion reaction.XPS characterization and BET test show that Ag-LSCF has more abundant surface-adsorbed oxygen species,larger specific surface area and pore volume than LSCF,which also proves that Ag-LSCF has higher soot catalytic activity. 展开更多
关键词 metallic composites carbon smoke oxidation perovskite catalyst SOOT
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Smoke Detector for Outdoor Parking Lots Based on Improved YOLOv8
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作者 Gang He Zhuoyan Chen +2 位作者 Mufeng Wang Xingcheng Yang Zhenyong Zhang 《Computers, Materials & Continua》 2025年第10期729-750,共22页
In rapid urban development,outdoor parking lots have become essential components of urban transportation systems.However,the increasing number of parking lots is accompanied by a rising risk of vehicle fires,posing a ... In rapid urban development,outdoor parking lots have become essential components of urban transportation systems.However,the increasing number of parking lots is accompanied by a rising risk of vehicle fires,posing a serious challenge to public safety.As a result,there is a critical need for fire warning systems tailored to outdoor parking lots.Traditional smoke detection methods,however,struggle with the complex outdoor environment,where smoke characteristics often blend into the background,resulting in low detection efficiency and accuracy.To address these issues,this paper introduces a novel model named Dynamic Contextual Transformer YOLO(DCT-YOLO),an advanced smoke detection method specifically designed for outdoor parking lots.We introduce an innovative Dynamic Channel-Spatial Attention(DCSA)mechanism to improve the model’s focus on smoke features,thus improving detection accuracy.Additionally,we incorporate Contextual Transformer Networks(CoTNet)to better adapt to the irregularity of smoke patterns,further enhancing the accuracy of smoke region detection in complex environments.Moreover,we developed a new dataset that includes a wide range of smoke and fire scenarios,improving the model’s generalization capability.All baseline models were trained and evaluated on the same dataset to ensure a fair and consistent comparison.The experimental results on this dataset demonstrate that the proposed algorithm yields a mAP@0.5 of 85.1%and a mAP@0.5:0.95 of 55.7%,representing improvements of 15.0%and 14.9%,respectively,over the baseline model.These results highlight the effectiveness of the proposed method in accurately detecting smoke in challenging outdoor environments. 展开更多
关键词 YOLOv8 smoke detection DCSA CoTNet
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Transformer-Based Fusion of Infrared and Visible Imagery for Smoke Recognition in Commercial Areas
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作者 Chongyang Wang Qiongyan Li +2 位作者 Shu Liu Pengle Cheng Ying Huang 《Computers, Materials & Continua》 2025年第9期5157-5176,共20页
With rapid urbanization,fires pose significant challenges in urban governance.Traditional fire detection methods often struggle to detect smoke in complex urban scenes due to environmental interferences and variations... With rapid urbanization,fires pose significant challenges in urban governance.Traditional fire detection methods often struggle to detect smoke in complex urban scenes due to environmental interferences and variations in viewing angles.This study proposes a novel multimodal smoke detection method that fuses infrared and visible imagery using a transformer-based deep learning model.By capturing both thermal and visual cues,our approach significantly enhances the accuracy and robustness of smoke detection in business parks scenes.We first established a dual-view dataset comprising infrared and visible light videos,implemented an innovative image feature fusion strategy,and designed a deep learning model based on the transformer architecture and attention mechanism for smoke classification.Experimental results demonstrate that our method outperforms existing methods,under the condition of multi-view input,it achieves an accuracy rate of 90.88%,precision rate of 98.38%,recall rate of 92.41%and false positive and false negative rates both below 5%,underlining the effectiveness of the proposed multimodal and multi-view fusion approach.The attention mechanism plays a crucial role in improving detection performance,particularly in identifying subtle smoke features. 展开更多
关键词 Multimodal image processing smoke recognition urban safety environmental monitoring
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Multi-Scene Smoke Detection Based on Multi-Feature Extraction Method
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作者 SHAO Yanli YING Yong +2 位作者 CHEN Xi DONG Siyu WEI Dan 《Journal of Shanghai Jiaotong university(Science)》 2025年第5期866-879,共14页
This study proposes a multi-scene smoke detection algorithm based on a multi-feature extraction method to address the problems of varying smoke shapes in different scenes,difficulty in locating and detecting transluce... This study proposes a multi-scene smoke detection algorithm based on a multi-feature extraction method to address the problems of varying smoke shapes in different scenes,difficulty in locating and detecting translucent smoke,and variable smoke scales.First,the convolution module of feature extraction in YOLOv5s backbone network is replaced with asymmetric convolution block re-parameterization convolution to improve the detection of different shapes of smoke.Then,coordinate attention mechanism is introduced in the deeper layer of the backbone network to further improve the localization of translucent smoke.Finally,the detection of smoke at different scales is further improved by using the feature pyramid convolution module instead of the standard convolution module of the feature pyramid in the model.The experimental results demonstrate the feasibility and superiority of the proposed model for multi-scene smoke detection. 展开更多
关键词 smoke detection YOLOv5s feature extraction attention mechanisms
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Corrosion behavior and life prediction of SAC305 solder joints in PVC fire smoke
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作者 Meng-ke ZHAO Jian-rui FENG +2 位作者 Qian LI Shou-xiang LU Jin LIN 《Transactions of Nonferrous Metals Society of China》 2025年第2期538-551,共14页
The corrosion behavior and life of Sn−3.0Ag−0.5Cu solder joints were investigated through fire smoke exposure experiments within the temperature range of 45−80℃.The nonlinear Wiener process and Arrhenius equation wer... The corrosion behavior and life of Sn−3.0Ag−0.5Cu solder joints were investigated through fire smoke exposure experiments within the temperature range of 45−80℃.The nonlinear Wiener process and Arrhenius equation were used to establish the probability distribution function and prediction model of the solder joint’s average life and individual remaining useful life.The results indicate that solder joint resistance shows a nonlinear growth trend with time increasing.After 24 h,the solder joint transforms from spherical to rose-like shapes.Higher temperatures accelerate solder joint failure,and the relationship between failure time and temperature conforms to the Arrhenius equation.The predicted life of the model is in good agreement with experimental results,demonstrating the effectiveness and accuracy of the model. 展开更多
关键词 solder joints fire smoke corrosion behavior electrical performance degradation life prediction model
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A Numerical Investigation of Smoke Propagation in Atrium Fires:Role of Make-Up Air Velocity and Fire Source Position with Polystyrene Fuel
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作者 Mohamed Gamal Hamdy Ashour +3 位作者 Omar Huzayyin Maran Marimuthu Ghulam E Mustafa Abro Lina Mohamed 《Fluid Dynamics & Materials Processing》 2025年第8期2027-2046,共20页
Atrium spaces,common in modern construction,provide significant fire safety challenges due to their large vertical openings,which facilitate rapid smoke spread and reduce sprinkler effectiveness.Traditional smoke mana... Atrium spaces,common in modern construction,provide significant fire safety challenges due to their large vertical openings,which facilitate rapid smoke spread and reduce sprinkler effectiveness.Traditional smoke management systems primarily rely on make-up air to replace the air expelled through vents.Inadequate calibration,particularly with air velocity,can worsen fire conditions by enhancing oxygen supply,increasing soot production,and reducing visibility,so endangering safe evacuation.This study investigates the impact of make-up air velocity on smoke behaviour in atrium environments through 24 simulations performed using the FireDynamics Simulator(FDS).Scenarios include various fire intensities(1,3,5 MW)and make-up air velocities(1–3.5 m/s),with fire sources located at the centre,northeast,and southwest corners.The simulation model was validated using updated full-scale fire test data with polystyrene fuel,leading to heightened soot density and reduced smoke clear height.This Research design diverges from other studies that predominantly utilized propane pool fires and concentrated on axisymmetric(Fire at the center of the atrum),Northeast and Southeast corners of the atrium scenarios by using polystyrene-a widely accessible construction material and examining several asymetric fire sites,so providing a more authentic depiction of atrium fire settings.Research reveals that increased air velocities,especially when directed at the fire,result in greater soot density and reduced smoke clearance due to intensified combustion.The northeastern region consistently displayed high temperature readings,highlighting the importance of fire source positioning in smoke behaviour.The study recommends limiting make-up air velocity to 1 m/s to avert turbulence and guarantee safety.This research provides critical insights for fire safety design and aligns with the United Nations Sustainable Development Goals,namely SDG 9 and SDG 11,by promoting safer and more resilient construction practices in urban environments. 展开更多
关键词 Atrium spaces fire safety smoke management air velocities and resilient construction
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Improved Smoke Suppression and Toxicity Reduction of Poly(vinyl chloride)Materials Enabled by Rare Earth-based Y_(2)Sn_(2)O_(7)
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作者 Bi-Bo Wang Xiao-Li Yu +5 位作者 Fu-Hao Yu Zhi-Min Song Hong-Zhang Cao De-Quan Han Lei Song Yuan Hu 《Chinese Journal of Polymer Science》 2025年第12期2241-2251,I0009,共12页
Poly(vinyl chloride)(PVC)materials are produced with high smoke and toxic gases during combustion,when commercial flame-retardant additives are incorporated.Here,rare-earth yttrium stannate(Y_(2)Sn_(2)O_(7)),which is ... Poly(vinyl chloride)(PVC)materials are produced with high smoke and toxic gases during combustion,when commercial flame-retardant additives are incorporated.Here,rare-earth yttrium stannate(Y_(2)Sn_(2)O_(7)),which is superior to commercial flame retardants,was designed to enhance the smoke suppression and toxicity reduction performance of PVC materials without damaging their mechanical properties.After the addition of 15 wt%Y_(2)Sn_(2)O_(7)(PVC/Y_(2)Sn_(2)O_(7)),the PVC composites achieved a V-0 rating,whereas the pure PVC material achieved a V-2 rating.The peak heat release rate of PVC/Y_(2)Sn_(2)O_(7) composite was reduced from 282.7 kW/m^(2)(pure PVC)to 243.6 kW/m^(2).In addition,the maximum smoke density(Ds-max)of PVC/Y_(2)Sn_(2)O_(7) was 263 m^(2)/m^(2),a decrease of 48.5%compared to pure PVC materials(511 m^(2)/m^(2)),indicating its outstanding ability for smoke suppression.Compared to Sb_(2)O_(3),Y_(2)Sn_(2)O_(7) can effectively reduce the release of the toxic gas CO(decreasing by 37.5%).Furthermore,the tensile strength of PVC can reach as high as 16.1 MPa.Compared with five widely used commercial flame retardants,Y_(2)Sn_(2)O_(7) demonstrates superior performance,positioning it as a promising alternative to prospective candidates.Therefore,this study developed a rare-earth flame retardant and offers a promising design to improve the fire safety of PVC composites. 展开更多
关键词 Poly(vinyl chloride) Yttrium stannate Flame retardant smoke suppression Comprehensive properties
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YOLO-SIFD:YOLO with Sliced Inference and Fractal Dimension Analysis for Improved Fire and Smoke Detection
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作者 Mariam Ishtiaq Jong-Un Won 《Computers, Materials & Continua》 2025年第3期5343-5361,共19页
Fire detection has held stringent importance in computer vision for over half a century.The development of early fire detection strategies is pivotal to the realization of safe and smart cities,inhabitable in the futu... Fire detection has held stringent importance in computer vision for over half a century.The development of early fire detection strategies is pivotal to the realization of safe and smart cities,inhabitable in the future.However,the development of optimal fire and smoke detection models is hindered by limitations like publicly available datasets,lack of diversity,and class imbalance.In this work,we explore the possible ways forward to overcome these challenges posed by available datasets.We study the impact of a class-balanced dataset to improve the fire detection capability of state-of-the-art(SOTA)vision-based models and propose the use of generative models for data augmentation,as a future work direction.First,a comparative analysis of two prominent object detection architectures,You Only Look Once version 7(YOLOv7)and YOLOv8 has been carried out using a balanced dataset,where both models have been evaluated across various evaluation metrics including precision,recall,and mean Average Precision(mAP).The results are compared to other recent fire detection models,highlighting the superior performance and efficiency of the proposed YOLOv8 architecture as trained on our balanced dataset.Next,a fractal dimension analysis gives a deeper insight into the repetition of patterns in fire,and the effectiveness of the results has been demonstrated by a windowing-based inference approach.The proposed Slicing-Aided Hyper Inference(SAHI)improves the fire and smoke detection capability of YOLOv8 for real-life applications with a significantly improved mAP performance over a strict confidence threshold.YOLOv8 with SAHI inference gives a mAP:50-95 improvement of more than 25%compared to the base YOLOv8 model.The study also provides insights into future work direction by exploring the potential of generative models like deep convolutional generative adversarial network(DCGAN)and diffusion models like stable diffusion,for data augmentation. 展开更多
关键词 Fire detection smoke detection class-balanced dataset you only look once(YOLO) slicing-aided hyper inference(SAHI) fractal dimension generative adversarial network(GAN) diffusion models
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Smoke Hazard Assessment Model Based on Fire Dynamics Simulator and FED Model 被引量:2
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作者 Nianfeng Li Shang Zhou +1 位作者 Zhiguo Xiao Yifei Zhao 《Journal of Computer and Communications》 2020年第9期81-93,共13页
Smoke is the main cause of fire death. In order to minimize the potential danger of smoke hazard, a rational VR based fire training simulator should fully consider all aspects of smoke hazard. In the simulator, the vi... Smoke is the main cause of fire death. In order to minimize the potential danger of smoke hazard, a rational VR based fire training simulator should fully consider all aspects of smoke hazard. In the simulator, the visualization of data based on FDS (Fire Dynamics Simulator) and FED fire dynamic data and volume rendering is further optimized, which can be effectively and quickly applied to virtual fire protection. In addition, a comprehensive smoke hazard assessment model based on FED and FED is established to assess the IHD value of different paths, which represents the safety of different paths, and can be used for evacuation or rescue in virtual training. Taking the case of campus fire drill as an experiment, the research shows the accuracy and effectiveness of smoke assessment based on FDS and FED model. The road force with the highest safety can be selected through the comprehensive model. So the assessment model is proved to be valuable. 展开更多
关键词 smoke Hazard smoke Visualization Integrated smoke Assessment Model FDS FED
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Genotoxic damage assessment using the micronucleus assay in buccal mucosa of different types of smokers:A cross-sectional study
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作者 EfraínÁlvarez-Martínez Iván E Porto-Puerta Carlos M Ardila 《World Journal of Experimental Medicine》 2025年第3期179-191,共13页
BACKGROUND Smoking is a leading cause of carcinogenesis in the head and neck region,representing a critical public health issue.Identifying genotoxic damage in smokers can provide valuable insights for developing prev... BACKGROUND Smoking is a leading cause of carcinogenesis in the head and neck region,representing a critical public health issue.Identifying genotoxic damage in smokers can provide valuable insights for developing preventive interventions.AIM To assess genotoxic damage through the micronucleus assay in exfoliated buccal mucosa cells from users of conventional tobacco,reverse smoking,cannabis,electronic cigarettes,and non-smokers.METHODS A cross-sectional study was conducted with 100 participants divided into five groups:20 conventional tobacco smokers,20 reverse smokers,20 electronic cigarette users,20 cannabis users,and 20 non-smokers.Exfoliated buccal mucosa cells were analyzed using Giemsa and Papanicolaou staining to identify micronuclei(MN)as markers of genotoxic damage.RESULTS MN were present in 86%of the samples.Statistically significant differences were observed in the median micronucleus count between conventional,reverse,and electronic cigarette smokers compared to non-smokers(P<0.001),while no significant difference was found for cannabis smokers(P=0.89).A significant correlation was identified between the presence of oral lesions and micronucleus count(P=0.03).Regression analysis ruled out alcohol as a confounding factor.CONCLUSION This study identified genotoxic damage associated with various smoking habits,except for cannabis use,highlighting the need for public health interventions to reduce smoking and mitigate its genotoxic effects.These findings provide a foundation for future research and the implementation of preventive policies. 展开更多
关键词 Oral neoplasms SMOKING GENOTOXICITY MICRONUCLEUS Oral cancer
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Increased Tertiary Lymphoid Structures are Associated with Exaggerated Lung Tissue Damage in Smokers with Pulmonary Tuberculosis
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作者 Yue Zhang Liang Li +6 位作者 Zikang Sheng Yafei Rao Xiang Zhu Yu Pang Mengqiu Gao Xiaoyan Gai Yongchang Sun 《Biomedical and Environmental Sciences》 2025年第7期810-818,共9页
Objective Cigarette smoking exacerbates the progression of pulmonary tuberculosis(TB).The role of tertiary lymphoid structures(TLS)in chronic lung diseases has gained attention;however,it remains unclear whether smoki... Objective Cigarette smoking exacerbates the progression of pulmonary tuberculosis(TB).The role of tertiary lymphoid structures(TLS)in chronic lung diseases has gained attention;however,it remains unclear whether smoking-exacerbated lung damage in TB is associated with TLS.This study aimed to analyze the characteristics of pulmonary TLS in smokers with TB and to explore the possible role of TLS in smoking-related lung injury in TB.Methods Lung tissues from 36 male patients(18 smokers and 18 non-smokers)who underwent surgical resection for pulmonary TB were included in this study.Pathological and immunohistological analyses were conducted to evaluate the quantity of TLS,and chest computed tomography(CT)was used to assess the severity of lung lesions.The correlation between the TLS quantity and TB lesion severity scores was analyzed.The immune cells and chemokines involved in TLS formation were also evaluated and compared between smokers and non-smokers.Results Smoker patients with TB had significantly higher TLS than non-smokers(P<0.001).The TLS quantity in both the lung parenchyma and peribronchial regions correlated with TB lesion severity on chest CT(parenchyma:r=0.5767;peribronchial:r=0.7373;both P<0.001).Immunohistochemical analysis showed increased B cells,T cells,and C-X-C motif chemokine ligand 13(CXCL13)expression in smoker patients with TB(P<0.001).Conclusion Smoker TB patients exhibited increased pulmonary TLS,which was associated with exacerbated lung lesions on chest CT,suggesting that cigarette smoking may exacerbate lung damage by promoting TLS formation. 展开更多
关键词 TUBERCULOSIS Pulmonary tertiary lymphoid structures Cigarette smoking
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Smoke distribution in naturally ventilated urban transportation tunnels with multiple shafts 被引量:1
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作者 童艳 施明恒 翟志强 《Journal of Southeast University(English Edition)》 EI CAS 2013年第3期305-309,共5页
The smoke spreading law of urban transportation tunnels with multiple shafts under natural ventilation is studied.A full-scale burning experiment is conducted in an actual tunnel.The study shows that smoke temperature... The smoke spreading law of urban transportation tunnels with multiple shafts under natural ventilation is studied.A full-scale burning experiment is conducted in an actual tunnel.The study shows that smoke temperatures below the tunnel ceiling reduce rapidly along the longitudinal towards the tunnel exits. A noticeable temperature stratification is observed near the fire source.Most fire smoke is exhausted out of the shafts while the number of the smoke shafts in the downstream is more than that in the upstream.Large eddy simulation LES based on computational fluid dynamics CFD is carried out using the fire dynamics simulator FDS software with parallel processing in which the grid size of the fire-domain is set to be 0.083 m.The simulation results of temperatures under the ceiling the smoke fronts and the shafts'smoke exhaust or air supply agree reasonably with the experimental data. Further simulations indicate that the decreasing ambient temperature or shaft spacing might reduce smoke temperatures under the tunnel ceiling and increase mass flow rates out of the shafts.This study provides technical scientific evidence and supports for the design and construction of such kinds of tunnels. 展开更多
关键词 TUNNEL natural ventilation multiple shafts largeeddy simulation smoke spreading
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Impact of Smoke-Free Legislation on Acute Myocardial Infarction and Subtypes of Stroke Incidence in Shenzhen,China,2012-2016:An Interrupted Time Series Analysis 被引量:10
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作者 SHI Yu Lin XIONG Jing Fan +3 位作者 LIU Li Qun ZHAO Zhi Guang WAN Xia PENG Ji 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2023年第6期527-536,共10页
Objective This study assesses the impact of smoke-free legislation on the incidence rate for acute myocardial infarction(AMI)and stroke in Shenzhen.Methods Data on ischemic(n=72,945)and hemorrhagic(n=18,659)stroke and... Objective This study assesses the impact of smoke-free legislation on the incidence rate for acute myocardial infarction(AMI)and stroke in Shenzhen.Methods Data on ischemic(n=72,945)and hemorrhagic(n=18,659)stroke and AMI(n=17,431)incidence covering about 12 million people in Shenzhen from 2012 to 2016 were used.Immediate and gradual changes in incidence rates were analyzed using segmented Poisson regression.Results Following the smoke-free legislation,a 9%(95%CI:3%-15%)immediate reduction was observed in AMI incidence,especially in men(8%,95%CI:1%-14%)and in those aged 65 years and older(17%,95%CI:9%-25%).The gradual annual benefits were observed only in hemorrhagic and ischemic stroke incidence,with a 7%(95%CI:2%-11%)and 6%(95%CI:4%-8%)decrease per year,respectively.This health effect extended gradually to the 50-64 age group.In addition,neither the immediate nor gradual decrease in stroke and AMI incidence rates did not show statistical significance among the 35-49 age group(P>0.05).Conclusion Smoke-free legislation was enforced well in Shenzhen,which would generate good experiences for other cities to enact and enforce smoke-free laws.This study also provided more evidence of the health benefits of smoke-free laws on stroke and AMI. 展开更多
关键词 smoke-free legislation Second-hand smoke TOBACCO Myocardial infarction STROKE Prevention
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