Fire TechnologyPub Date : 2024-04-22DOI: 10.1007/s10694-024-01578-w
Gavin P. Horn, Keith Stakes, Danielle L. Neumann, Joseph M. Willi, Ryan Chaffer, Craig Weinschenk, Kenneth W. Fent
{"title":"Chemical and Thermal Exposure Risks in a Multi Compartment Training Structure","authors":"Gavin P. Horn, Keith Stakes, Danielle L. Neumann, Joseph M. Willi, Ryan Chaffer, Craig Weinschenk, Kenneth W. Fent","doi":"10.1007/s10694-024-01578-w","DOIUrl":"10.1007/s10694-024-01578-w","url":null,"abstract":"<div><p>Providing NFPA 1403 compliant live-fire training can present thermal and chemical exposure risk to instructors and students. To reduce risk, training academies, fire departments, instructors, and standards setting technical committees need more information on how different training fuels used in common training structures can impact the environment in which firefighter training occurs. This study utilized a traditional concrete training structure with multiple compartments to characterize training environments with three different fuel package materials [i.e., low density wood fiberboard, oriented strand board (OSB), and wood pallets]. Exposure risks for a fire instructor located on either the first or second floor were characterized using measurements of heat flux, air temperature and airborne concentrations of several contaminants including known, probable, or possible carcinogens. It was hypothesized that utilizing a training fuel package with solid wood pallets would result in lower concentrations of these airborne contaminants [aldehydes, polycyclic aromatic hydrocarbons (PAHs) and volatile organic compounds (VOCs)] than wood-based sheet goods containing additional resins and/or waxes. Additionally, it was hypothesized that these concentrations would be lower than in the single compartment Fire Behavior Lab presented in a companion manuscript. For all measured compounds other than hydrochloric acid, airborne concentrations were 10 to 100 times lower than in the Fire Behavior Lab. OSB-fueled fires produced the highest median concentrations of total PAHs and VOCs such as benzene, while the pallet fuel package produced the lowest median concentrations of these compounds. These trends generally followed the qualitative visual obscuration created by each fuel. Additional tests were conducted on the OSB-fueled fires with increased ventilation and an alternate means of reducing visibility through smoldering smoke barrels. This OSB experiment with increased ventilation resulted in the highest temperatures in the fire room but the lowest impact on visibility throughout the structure, as well as the lowest overall concentrations of contaminants in this study. In contrast, the smoldering straw-filled smoke barrel created a highly obscured environment (with minimal impact on thermal environment) and some of the highest concentrations of the targeted contaminants of any test. These data may be useful in balancing obscuration for training with potential exposure to thermal stressors and contaminants.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 5","pages":"3379 - 3411"},"PeriodicalIF":2.3,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10694-024-01578-w.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140637105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fire TechnologyPub Date : 2024-04-11DOI: 10.1007/s10694-024-01580-2
Hong Meng, Lei Xiao, Cunwei Zhang, Tianwei Zhang, Dengyou Xia, Wenyang Dong
{"title":"A Systematic Review and Bibliometric Analysis of Electrical Fires from 1993 to 2022","authors":"Hong Meng, Lei Xiao, Cunwei Zhang, Tianwei Zhang, Dengyou Xia, Wenyang Dong","doi":"10.1007/s10694-024-01580-2","DOIUrl":"10.1007/s10694-024-01580-2","url":null,"abstract":"<div><p>In recent years, electrical fires, which constitute the majority of fire incidents, have become a significant concern. This paper presents a quantitative evaluation of the research on electrical fires from 1993 to 2022, using literature measurement and visual analysis techniques. A total of 2915 publications were collected from the Web of Science database to review and analyze the research progress on electrical fires. In this investigation, the quantitative distribution of literature by year as well as the distributions of main source journals, countries and regions, institutions, and discipline categories were analyzed. Additionally, research hotspots were identified and the knowledge field was mapped using VOSviewer. The results indicated an exponential growth in the number of publications on electrical fires, with Ceramics International emerging as the most prolific journal, having published 79 papers and accounting for 2.5% of the total research. The most active countries in electrical fire research were found to be China, the United States, South Korea, India, Germany, France, and the United Kingdom, with Chinese publications having the most significant impact. The University of Science and Technology of China, Chinese Academy of Sciences, and Tsinghua University are the most productive institutions in the field of electrical fire research; their main research directions include electrical structure, electrical experiment simulation, insulating materials, battery fires, fire extinguishing technology, and detection methods. Further, we observed that the scope of research on electrical fires has expanded from the macro to micro level. Thematic analysis conducted in the last decade has revealed that battery fires and equipment materials have emerged as the primary focus of research in this field. These research findings offer a comprehensive overview of the evolution of research hotspots, which can assist researchers in quickly grasping the research frontiers as well as the overall situation.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 5","pages":"3347 - 3377"},"PeriodicalIF":2.3,"publicationDate":"2024-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140578196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Analytical Model for Non-linear (user2{M - },,{varvec{theta}}) Relationships of Dowel-Type Timber Connections Exposed to Fire","authors":"Yukito Nakayama, Takayuki Kikuchi, Marina Totsuka, Takeo Hirashima","doi":"10.1007/s10694-024-01546-4","DOIUrl":"10.1007/s10694-024-01546-4","url":null,"abstract":"<div><p>Recent experimental evidence has shown that wood–steel–wood dowel-type connections exhibit a semi-rigid behaviour even after 90 min of fire exposure. Because a semi-rigid behaviour influences the bending moment distribution among structural members, considering the moment–rotation relationships within frame analyses in which structural members are modelled as beam elements can enable a realistic fire response analysis that is significantly simpler than the three-dimensional finite element method. This study proposes an analytical methodology that accounts for the thermo-mechanical behaviour of timber and dowels, enabling the simulation of the non-linear moment–rotation relationships under fire conditions. The proposed analytical model divides dowels into a series of elements on an elastoplastic foundation and performs a direct stiffness method in a time-incremental procedure using an element stiffness matrix derived from beam-on-elastic-foundation theory. This study also presents the results of load-carrying tests on timber frames with dowel-type connections performed under ambient and fire conditions. The analytical results were consistent with the fire test results. Additionally, the analyses were also performed under three conditions in which the dowels were rigid, linear elastic, and elastoplastic bodies. These three results converged to the same value after 65 min of heating, which suggests that the ultimate states of beams with dowel-type connections exposed to fire can be modelled by assuming that dowels are rigid bodies.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 4","pages":"2675 - 2718"},"PeriodicalIF":2.3,"publicationDate":"2024-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10694-024-01546-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140577895","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fire TechnologyPub Date : 2024-04-04DOI: 10.1007/s10694-024-01560-6
Björn Maiworm, Moritz Göldner, Kilian Mannl, Claudius Hammann
{"title":"Evaluating 900 Potentially Harming Fires in Germany: Is the Prescriptive Building Code Effective? German Fire Departments Assessed Fire Safety Measures in Buildings Through On-Site Inspections","authors":"Björn Maiworm, Moritz Göldner, Kilian Mannl, Claudius Hammann","doi":"10.1007/s10694-024-01560-6","DOIUrl":"10.1007/s10694-024-01560-6","url":null,"abstract":"<div><p>Fire statistics mirror the outcome of fire prevention. Most fire statistics in Germany deal with the loss of life, value, and fire department actions (number of interventions, nozzles used, or alarm category like a false alarm). However, these results also represent the safety level the legislator has set through the prescriptive building regulations. The current statistics cannot evaluate the level of fire safety and the fulfillment or necessity of fire safety precautions. Today, expert judgment from firefighters is necessary to fill this gap. Here, we show the first evaluation of fire prevention and hazard protection measures by evaluating 900 potentially harming fires throughout Germany. In contrast to minor fires, these fires have advanced to the extent that they could potentially violate the protection objectives outlined in building regulations. The fire department association developed a questionnaire to evaluate the fire safety level and possibly reduce unnecessary fire safety regulations. One hundred twenty-three fire departments carried out the questionnaire, which are responsible for 25% of the German population. Fire prevention officers of the fire departments went to the scene after the fire was extinguished, and the fire safety concept of the building could be evaluated. We found a high rate of injuries, smoke spread, need for rescue by firefighters, and higher than expected firefighter response times after arrival at the scene. Surprisingly, smoke spread rates correlated with building height and not with building age. It was even possible to assess the risk of multiple casualties. Overall, the questionnaire results give insight into the current level of fire safety in existing buildings. Ways and rates for smoke and fire spread prove the importance of second escape routes and the influence of human misconduct. According to these results, current building code regulations are sufficient to prevent fire spread. On the other hand, smoke spreading is a severe threat to people’s safety. For example, the data shown can be applied in Bayes nets or other risk calculations to optimize individual building designs or even governmental building codes concerning fire safety engineering. Based on our observations, science, and building codes, authorities could in the future establish a performance-based building code instead of the current prescriptive code. This paper presents the first approach in Germany to quantify the expert judgment of fire departments and use it as a source of knowledge for fire prevention.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 3","pages":"2041 - 2065"},"PeriodicalIF":2.3,"publicationDate":"2024-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10694-024-01560-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140577921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fire TechnologyPub Date : 2024-04-03DOI: 10.1007/s10694-024-01576-y
Hoang Long Nguyen, Mamoru Kohno
{"title":"A Numerical Investigation of High-Strength Steel H-SA700 of Protected Beam with Cavity Under Elevated Temperature Including Creep Behavior","authors":"Hoang Long Nguyen, Mamoru Kohno","doi":"10.1007/s10694-024-01576-y","DOIUrl":"10.1007/s10694-024-01576-y","url":null,"abstract":"<div><p>High-strength steel has been extensively used in numerous structures or high-rise buildings because of its high strength, ductility, and weldability. However, high-strength steel structures are vulnerable to fire hazards, so the ability to predict structural behavior is crucial in structural fire safety design. Creep behavior is one of the primary factors influencing the response of steel at high temperatures. This paper presents numerical studies using the fire dynamics simulator (FDS) and finite element method (FEM) coupling models to predict the structural behavior of a protected beam with a cavity for H-SA700 high-strength steel at elevated temperatures, including the creep effect. A comparison between simulation and experiment results demonstrates the validity of the process. In detail, based on a set of tensile tests conducted at six constant temperatures between 23°C and 600°C, the creep model is proposed. Subsequently, because creep is temperature-dependent, the heat transfer model used to predict the temperature distribution of the steel is developed. The effect of the partially damaged protection cover is discussed. Finally, it is found that with the temperature distribution from FDS-FEM integration and the proposed creep models, the collapse time of the beam can be defined. This study provides a practical approach for developing the creep model without creep tests and applying it to complex structures during fires.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 5","pages":"3321 - 3346"},"PeriodicalIF":2.3,"publicationDate":"2024-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140577894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fire TechnologyPub Date : 2024-04-02DOI: 10.1007/s10694-024-01574-0
Bronwyn Forrest, John Gales, Karen Van Ooteghem, Elizabeth Weckman
{"title":"Using Older Adult Walking Speeds from Controlled Trials as Inputs for Occupants in Simulations","authors":"Bronwyn Forrest, John Gales, Karen Van Ooteghem, Elizabeth Weckman","doi":"10.1007/s10694-024-01574-0","DOIUrl":"10.1007/s10694-024-01574-0","url":null,"abstract":"<div><p>There is a need to revisit movement dataset(s) currently used as egress determinants to assess whether they are truly representative of the current diverse occupant base. This is particularly important with our aging population as these sets contain very limited amounts of recent, age-specific data for older adults. This study provides data on walking speeds of older adults, obtained during standardized tests of walking, and compares those to default walking speeds used in current egress models. From experimental, short-distance walking trials (n = 451), it was seen that sex, increasing age, use of walking aids, those who have previously experienced a stroke (n = 116) and walking under cognitive load all resulted in decreases in walking speed. First iteration Pathfinder simulations showed that more realistic inputs for population walking speed resulted in simulated egress times that were on average 8 s slower compared to use of the current default range of walking speeds. Results suggest that the assumption of a uniform population in egress modelling, and consequently the standard practice of using a default walking speed for older adult occupants, should be reconsidered since, in reality the older adult population is extremely heterogeneous with regards to mobility, as reflected in the variability in walking speeds in this study.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 5","pages":"3295 - 3320"},"PeriodicalIF":2.3,"publicationDate":"2024-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140577922","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fire TechnologyPub Date : 2024-04-01DOI: 10.1007/s10694-024-01570-4
Antonin Robinet, Khaled Chetehouna
{"title":"A Review of Additives for Water Mist Fire Suppression Systems","authors":"Antonin Robinet, Khaled Chetehouna","doi":"10.1007/s10694-024-01570-4","DOIUrl":"10.1007/s10694-024-01570-4","url":null,"abstract":"<div><p>As the complexity and the cost of infrastructures have risen, the need for a fast, reliable, cost-effective and clean fire extinguishing system has become important. Water mist is a clean and effective technology to deal with most types of fires. Over the years, chemicals have been added to the water to improve the performance of the mist and deal with new types of fires. This review presents an exhaustive state of the art on additives for water mist technology over the last fifty years. Eleven publishers were reviewed to form the corpus of almost one hundred articles. A systematic review of the articles highlighted that alkali metal compounds have been the main focus of research. Metal-based compounds have also proved to be effective. Surfactants remain an additive of choice in the formulation of fire-fighting foams and as additives for water mist but hydrocarbon surfactants should be preferred to fluor-based ones for environmental reasons. Solvents have proved to be a new, clean and potent class of water mist additives worthy of further investigation. Overall, the toxicology and environmental impacts of most additives have not been addressed or are often overlooked as an important criterion for a water mist additive.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 5","pages":"2923 - 2961"},"PeriodicalIF":2.3,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140577893","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fire TechnologyPub Date : 2024-03-31DOI: 10.1007/s10694-024-01571-3
Yu Liu, Shan-Shan Huang, Ian Burgess, Bin Peng
{"title":"Optimization of Failure Modes of a Ductile Connection Under Fire Conditions","authors":"Yu Liu, Shan-Shan Huang, Ian Burgess, Bin Peng","doi":"10.1007/s10694-024-01571-3","DOIUrl":"10.1007/s10694-024-01571-3","url":null,"abstract":"<div><p>Connections are the most vulnerable parts of a structure under fire conditions. A novel steel connection with high axial and rotational ductility has been proposed with the objective to improve the performance of steel-framed buildings in fire. Analytical model has been developed to determine the axial displacement of the top and bottom flanges of the beam end at high temperatures. A series of sub-frame models with this ductile connection have been built using Abaqus to study the influence of the characteristics of the connection part between the fin-plate part and face-plate part on the overall connection behaviour. The current critical failure mode of the ductile connection is bolt pull-out from the face-plate zone, and the tensile deformation capacity of the connection is not fully utilized. Therefore, measures to improve the bolt pull-out failure mode of the connection have been tested using the Abaqus sub-frame models, including adding a strengthening plate to the face-plate part of the connection and increasing the connection plate thickness. The simulation results show that the bearing failure of the beam web will become another critical failure mode of the connection, once the bolt pull-out failure is eliminated. To further optimize the high-temperature performance of the connection, the Abaqus steel frame models have also been used to test some measures to delay the occurrence of the beam web bearing failure, including adding strengthening plates to the part of the beam web in contact with the connection, and improving the material properties of the part of the beam web around the bolt holes at high temperatures.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 4","pages":"2489 - 2511"},"PeriodicalIF":2.3,"publicationDate":"2024-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140360347","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fire TechnologyPub Date : 2024-03-24DOI: 10.1007/s10694-024-01545-5
Anyang Sun, Kazunori Harada, Daisaku Nii
{"title":"Experimental Research on Moisture Transfer, Burning and Charring Behavior of Glue Laminated Larch Under Fire Heating Using Cone Calorimeter","authors":"Anyang Sun, Kazunori Harada, Daisaku Nii","doi":"10.1007/s10694-024-01545-5","DOIUrl":"10.1007/s10694-024-01545-5","url":null,"abstract":"<div><p>Cone calorimeter tests were conducted to investigate the moisture transfer, burning and charring behavior of timber under fire heating. 99 × 99 × 50 mm glue laminated larch specimens were made in cross grain and straight grain directions. The initial average moisture contents were 15.1 wt. % (cross grain specimens) and 13.5 wt.% (straight grain specimens). Twenty specimens were heated at 50 kW/m<sup>2</sup> of irradiance. Heating duration was varied between 10 to 50 min. Internal temperatures, surface temperature, heat release rate, and moisture contents were measured during heating. Charred depth, colored depth and burnt-out depth was measured after cooling. Heat release rate was measured by oxygen consumption method. Temperature was measured by an IR camera and thermocouples. Moisture content was measured by the electrical resistance method. Charring and coloring temperatures were estimated by using the measured charred or colored depth data and temperature histories. Burnt-out depth, charred depth and colored depth were slightly larger in case of straight grain specimens than that in cross grain specimens. Heat release rates were almost constant after reaching the first peak values. Temperature creep was observed in each location at about 100°C, according to evaporation of water. Maximum internal temperature of each specimen at each location increased while heating duration increased. Peak value of moisture content varied by each specimen, but the temperatures corresponding with peak moisture content were almost the same, i.e., around 100°C to 120°C. Moving speed of moisture peak is about 1.30 mm/min. Charring and coloring temperature were about 380 and 260°C, respectively.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 4","pages":"2559 - 2579"},"PeriodicalIF":2.3,"publicationDate":"2024-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140300253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fire TechnologyPub Date : 2024-03-24DOI: 10.1007/s10694-024-01563-3
Magnus Arvidson, Örjan Westlund
{"title":"The Development of Automatic Sprinkler System Concepts for Maritime Vehicle Carriers","authors":"Magnus Arvidson, Örjan Westlund","doi":"10.1007/s10694-024-01563-3","DOIUrl":"10.1007/s10694-024-01563-3","url":null,"abstract":"<div><p>Closed ro-ro spaces on maritime vehicle carriers are usually protected by a total-flooding carbon dioxide system. Such systems have many benefits, for example that there are no residues that can adversely affect the protected objects (in this case thousands of vehicles) and the agent is electrically non-conductive. However, there could be a considerable time delay from the start of a fire until the carbon dioxide system is discharged. Experience has shown that this delay time can cause significant fire damage and jeopardize the performance of the system. Within the EU funded LASH FIRE project, design and installation guidelines for supplementary automatic water-based fire sprinkler systems were developed. An important design feature is that the system automatically activates at an early stage of a fire. This would allow more time to fight the fire manually or to safely evacuate the space and discharge the CO<sub>2</sub> system when the fire is controlled to one or a few vehicles instead of at a time when it has escalated in size. The work was partly based on a comprehensive literature review that identified relevant standards and information applicable to the design of automatic fire sprinkler and deluge water spray systems. Large-scale fire tests verified that the suggested system designs were able to provide control of realistic vehicle fires, including fires in passenger cars and a freight truck.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"60 3","pages":"2125 - 2153"},"PeriodicalIF":2.3,"publicationDate":"2024-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10694-024-01563-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140300252","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}