Efficiency Analysis of the 946–P-1–B Centrifugal Pump in PT Installation and Shipment Area. Pertamina Refinery Unit II Production Sungai Pakning by Ridwan Abdurrahman, Rizki Fitriadi Romadhani

“…Centrifugal pump applications include use in the chemical industry, water treatment, agriculture, firefighting, and more. The advantages of centrifugal pumps include compact size, high efficiency, and the ability to handle fluids of various viscosities. …”
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From fitness trackers to medical devices: wearable technologies by Zhi Zhou

“…An application has been developed for its usage in scenarios where data collection is applied to smart spaces, aiming at its usage in firefighting and sports. This application has been tested in a gymnasium with real, non-simulated nodes and devices. …”
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BIPE: A Bi-Layer Predictive Ensemble Framework for Forest Fire Susceptibility Mapping in Germany by Ling Hu, Volker Hochschild, Harald Neidhardt, Michael Schultz, Pegah Khosravani, Hadi Shokati

“…Despite considerable economic advancements, firefighting strategies remain less than optimal. This paper introduces the Bi-layer Predictive Ensemble (BIPE), an innovative machine learning model designed to enhance the accuracy and generalization of forest fire susceptibility mapping. …”
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Taguchi Grey relational analysis (GRA) based multi response optimization of flammability, comfort and mechanical properties in station suits by Hafsa Jamshaid, Awais Ahmad Khan, Rajesh Kumar Mishra, Naseer Ahmad, Vijay Chandan, Viktor Kolář, Miroslav Müller

“…The findings of this study are useful for designing flame-resistant uniforms/Station garment for firefighters without compromising wearing comfort so that the efficiency of the workers will not be compromised.…”
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Heuristic Forest Fire Detection Using the Deep Learning Model with Optimized Cluster Head Selection Technique by Sengottaiyan N., Ananthi J., Rajesh Sharma R., Hamsanandhini S., Sungheetha Akey, Chinnaiyan R., Ketema Adare Gemeda

“…The system not only assists in early detection and timely alerts but also contributes to the strategic planning of firefighting and resource allocation efforts. This approach has the prospective to significantly lessen the impact of forest fires, thereby protecting ecosystems and communities.…”
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A systematic review of the clinical use of a single-layer bovine collagen-elastin acellular dermal matrix by David M. Hill

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Using anthropogenic raw materials in the process of synthesizing foam glass with heterogeneous microstructure by S. V. Fedosov, M. O. Bakanov, I. S. Grushko

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Une pompe hydraulique romaine en bois en contexte d’incendie à Reims/Durocortorum by Cyril Driard

“…It was last used during a fire. Firefighting is the most frequently cited use of the pump in ancient literature, but heretofore had never been documented by an archaeological discovery.The archaeological context of the discovery of Reims raises the question of possible equipment intended for firefighting. …”
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A Personalised Optimising Level Adaptation (OLA) Difficulty Algorithm for Scenario Simulations in Professional VR Simulators by Marcin Wolański Robert, Karol Jędrasiak

“…Aim: This study introduces the Optimising Level Adaptation (OLA) algorithm, designed to enhance scenario simulations for professional VR training by dynamically adjusting difficulty levels to match user performance, thereby supporting personalised learning and readiness for high-stakes situations such as firefighting and emergency response. Project and methods: The OLA algorithm divides scenario activities into blocks and adjusts their difficulty based on user performance in comparison to a reference group of AI-controlled agents. …”
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Timely access to specialist outpatient care: can applying systems thinking unblock our waiting lists? by Sue McAvoy, Agnes Toth-Peter, Ninad Jagdish, Bao Hoang Nguyen, Allison Arnott, Lisa Nissen

“…Conclusions A feedback systems approach can enhance SOP system understanding, ultimately shifting policy response in health away from local “firefighting” fixes towards more sustainable systemic solutions which promote timely outpatient access. …”
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Potential for circular economy in the construction sector. An explorative study about single-use masks and sustainable building material based on a customer and construction compan... by Daniela Ludin, Erika Mueller, Asli Ercengiz, Jannick Lumpp, Wanja Wellbrock

“…Although many institutions have created waste management systems to overcome the overflow of waste created, these were all more in line with “firefighting” strategies than long terms solutions. The systems imposed cause a great amount of negative environmental impact and must be re-examined. …”
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Investigating Fire Collapse Early Warning Systems for Portal Frames by Ming Xie, Fangbo Xu, Zhangdong Wang, Li’e Yin, Xiangdong Wu, Mengqi Xu, Xiang Li

“…In recent years, firefighter accidents and people injured by the collapse of steel structures during a fire have occurred frequently, which has attracted the attention of the National Emergency Management Department and the Fire and Rescue Bureau. …”
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Multi-Classification Using YOLOv11 and Hybrid YOLO11n-MobileNet Models: A Fire Classes Case Study by Eman H. Alkhammash

“…The dataset used in this study is a combination of five existing public datasets with additional manually annotated images, to create a new dataset covering the five fire classes, which was then validated by a firefighting specialist. The hybrid model exhibits good performance across all classes, achieving particularly high precision, recall, and F1 scores. …”
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Exploring the Effects of Sleep Deprivation on Physical Performance: An EEG Study in the Context of High-Intensity Endurance by Shanguang Zhao, Majed M. Alhumaid, Hai Li, Xin Wei, Steve SHYH-Ching Chen, Hongke Jiang, Yuwu Gong, Yun Gu, Haiquan Qin

“…In this crossover study, twenty firefighters were subjected to both sleep deprivation (SD) and normal sleep conditions, with each participant performing endurance treadmill exercise the following morning after each condition. …”
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Soil smoldering in temperate forests: a neglected contributor to fire carbon emissions revealed by atmospheric mixing ratios by L. Vallet, L. Vallet, C. Abdallah, T. Lauvaux, L. Joly, M. Ramonet, P. Ciais, M. Lopez, I. Xueref-Remy, F. Mouillot

“…We examined the role of soil smoldering combustion responsible for higher carbon emissions, locally reported by firefighters but not accounted for in temperate fire emission budgets. …”
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