Prediction of fire source heat release rate based on machine learning method

Prediction of fire source heat release rate based on machine learning method

Accurate measurement of fire source heat release rate is crucial for comprehensively understanding the fire evolution process. However, the widely used oxygen consumption method requires expensive equipment, incurring high costs. This study proposes a comprehensive framework based on machine learnin...

Full description

Bibliographic Details
Main Authors:	Yunhao Yang, Guowei Zhang, Guoqing Zhu, Diping Yuan, Minghuan He
Format:	Article
Language:	English
Published:	Elsevier 2024-02-01
Series:	Case Studies in Thermal Engineering
Subjects:	Heat release rate (HRR) Machine learning Feature selection Recursive feature elimination (RFE) Regression prediction
Online Access:	http://www.sciencedirect.com/science/article/pii/S2214157X24001199

Similar Items

Predictive Analysis of Students’ Learning Performance Using Data Mining Techniques: A Comparative Study of Feature Selection Methods
by: S. M. F. D. Syed Mustapha
Published: (2023-09-01)

Approach for Detecting Attacks on IoT Networks Based on Ensemble Feature Selection and Deep Learning Models
by: Shaza Dawood Ahmed Rihan , et al.
Published: (2023-08-01)

Hybrid-Recursive Feature Elimination for Efficient Feature Selection
by: Hyelynn Jeon, et al.
Published: (2020-05-01)

A comparative study of the performances of joint RFE with machine learning algorithms for extracting Moso bamboo (Phyllostachys pubescens) forest based on UAV hyperspectral images
by: Yi-fan Li, et al.
Published: (2023-06-01)

Comparative analysis of preprocessing methods for molecular descriptors in predicting anti-cathepsin activity
by: Suprapto Suprapto
Published: (2024-01-01)

A Machine-Learning-Based Prediction Method for Hypertension Outcomes Based on Medical Data
by: Wenbing Chang, et al.
Published: (2019-11-01)

Dynamic Mapping of Inland Freshwater Aquaculture Areas in Jianghan Plain, China
by: Yifei Han, et al.
Published: (2023-01-01)

Recursive Feature Elimination for Improving Learning Points on Hand-Sign Recognition
by: Rung-Ching Chen, et al.
Published: (2022-11-01)

Recursive Feature Elimination and Neural Networks Applied to the Forecast of Mass and Metallurgical Recoveries in A Brazilian Phosphate Mine
by: Fernanda Gontijo Fernandes Niquini, et al.
Published: (2023-05-01)

Implementation of Support Vector Machine - Recursive Feature Elimination for MicroRNA Selection in Breast Cancer Classification
by: Ratih Permatasari, et al.
Published: (2020-04-01)

Enhanced Machine-Learning Techniques for Medium-Term and Short-Term Electric-Load Forecasting in Smart Grids
by: Sajawal ur Rehman Khan, et al.
Published: (2022-12-01)

Prediction of Buckwheat Maturity in UAV-RGB Images Based on Recursive Feature Elimination Cross-Validation: A Case Study in Jinzhong, Northern China
by: Jinlong Wu, et al.
Published: (2022-11-01)

Determination of individual factors associated with hallux valgus using SVM-RFE
by: Hidetoshi Nakao, et al.
Published: (2023-06-01)

Object-Based Wetland Vegetation Classification Using Multi-Feature Selection of Unoccupied Aerial Vehicle RGB Imagery
by: Rui Zhou, et al.
Published: (2021-12-01)

PredNTS: Improved and Robust Prediction of Nitrotyrosine Sites by Integrating Multiple Sequence Features
by: Andi Nur Nilamyani, et al.
Published: (2021-03-01)

A Deep Neural Network for Early Detection and Prediction of Chronic Kidney Disease
by: Vijendra Singh, et al.
Published: (2022-01-01)

Transferability of Recursive Feature Elimination (RFE)-Derived Feature Sets for Support Vector Machine Land Cover Classification
by: Christopher A. Ramezan
Published: (2022-12-01)

A Novel Method for Survival Prediction of Hepatocellular Carcinoma Using Feature-Selection Techniques
by: Mona A. S. Ali, et al.
Published: (2022-06-01)

Link Prediction in Complex Networks Using Recursive Feature Elimination and Stacking Ensemble Learning
by: Tao Wang, et al.
Published: (2022-08-01)

Prediction of Pr/Nd Element Content Based on One-Dimensional Convolution with Multi-Residual Attention Blocks
by: Fangping Xu, et al.
Published: (2023-10-01)

Liver Disease Prediction Model Based on Oversampling Dataset with RFE Feature Selection using ANN and AdaBoost algorithms
by: ahmed sami jaddoa, et al.
Published: (2023-07-01)

Comparison of Modeling Algorithms for Forest Canopy Structures Based on UAV-LiDAR: A Case Study in Tropical China
by: Xi Peng, et al.
Published: (2020-12-01)

TF Entropy and RFE Based Diagnosis for Centrifugal Pumps Subject to the Limitation of Failure Samples
by: Xuanyuan Su, et al.
Published: (2020-04-01)

A Cost-Efficient MFCC-Based Fault Detection and Isolation Technology for Electromagnetic Pumps
by: Ugochukwu Ejike Akpudo, et al.
Published: (2021-02-01)

Diagnosis of Autism Spectrum Disorder (ASD) Using Recursive Feature Elimination–Graph Neural Network (RFE–GNN) and Phenotypic Feature Extractor (PFE)
by: Jiahong Yang, et al.
Published: (2023-12-01)

Automated Diabetes Disease Prediction System based on Risk Factors Assessment: Taking Charge of Your Health
by: Nawal SAD-HOUARI, et al.
Published: (2023-12-01)

A novel machine learning prediction model for metastasis in breast cancer
by: Huan Li, et al.
Published: (2024-03-01)

An Optimization of Statistical Index Method Based on Gaussian Process Regression and GeoDetector, for Higher Accurate Landslide Susceptibility Modeling
by: Cen Cheng, et al.
Published: (2022-10-01)

Thyroid Disease Prediction Using Selective Features and Machine Learning Techniques
by: Rajasekhar Chaganti, et al.
Published: (2022-08-01)

Numerical investigations on combustion characteristics of full-size cabin fire with typical material pyrolysis and burnout under different fire source positions
by: Cong Li, et al.
Published: (2024-02-01)

CAT-RFE: ensemble detection framework for click fraud
by: Yixiang LU, Guanggang GENG, Zhiwei YAN, Xiaomin ZHU, Xinchang ZHANG
Published: (2022-10-01)

Validation of Visually Interpreted Corine Land Cover Classes with Spectral Values of Satellite Images and Machine Learning
by: Orsolya Gyöngyi Varga, et al.
Published: (2021-02-01)

Scale Abbreviation with Recursive Feature Elimination and Genetic Algorithms: An Illustration with the Test Emotions Questionnaire
by: Sevilay Kilmen, et al.
Published: (2023-01-01)

Investigating Machine Learning Applications for Effective Real-Time Water Quality Parameter Monitoring in Full-Scale Wastewater Treatment Plants
by: Usman Safder, et al.
Published: (2022-10-01)

Determination of Optimal Heart Rate Variability Features Based on SVM-Recursive Feature Elimination for Cumulative Stress Monitoring Using ECG Sensor
by: Dajeong Park, et al.
Published: (2018-07-01)

A Hybrid CFS Filter and RF-RFE Wrapper-Based Feature Extraction for Enhanced Agricultural Crop Yield Prediction Modeling
by: Dhivya Elavarasan, et al.
Published: (2020-09-01)

Identifying Coffee Agroforestry System Types Using Multitemporal Sentinel-2 Data and Auxiliary Information
by: Agustín Escobar-López, et al.
Published: (2022-08-01)

Predicting Overall Survival Time in Glioblastoma Patients Using Gradient Boosting Machines Algorithm and Recursive Feature Elimination Technique
by: Golestan Karami, et al.
Published: (2021-10-01)

Framework for the Ensemble of Feature Selection Methods
by: Maritza Mera-Gaona, et al.
Published: (2021-09-01)

A risk prediction model for type 2 diabetes mellitus complicated with retinopathy based on machine learning and its application in health management
by: Hong Pan, et al.
Published: (2023-04-01)