ICA-LightGBM Algorithm for Predicting Compressive Strength of Geo-Polymer Concrete

ICA-LightGBM Algorithm for Predicting Compressive Strength of Geo-Polymer Concrete

The main goal of the present study is to investigate the capability of hybridizing the imperialist competitive algorithm (ICA) with an intelligent, robust, and data-driven technique named the light gradient boosting machine (LightGBM) to estimate the compressive strength of geo-polymer concrete (CSG...

Full description

Bibliographic Details
Main Authors:	Qiang Wang, Jiali Qi, Shahab Hosseini, Haleh Rasekh, Jiandong Huang
Format:	Article
Language:	English
Published:	MDPI AG 2023-09-01
Series:	Buildings
Subjects:	compressive strength geo-polymer concrete light gradient boosting machine imperialist competitive algorithm machine learning
Online Access:	https://www.mdpi.com/2075-5309/13/9/2278

Similar Items

Decision tree models for the estimation of geo-polymer concrete compressive strength
by: Ji Zhou, et al.
Published: (2024-01-01)

Predicting Hard Rock Pillar Stability Using GBDT, XGBoost, and LightGBM Algorithms
by: Weizhang Liang, et al.
Published: (2020-05-01)

X-Band Radar Attenuation Correction Method Based on LightGBM Algorithm
by: Qiang Yang, et al.
Published: (2023-02-01)

The CTCN-LightGBM Joint Model for Industrial Balanced Loading Prediction
by: Zihua Chen, et al.
Published: (2023-01-01)

Merging Satellite and Gauge-Measured Precipitation Using LightGBM With an Emphasis on Extreme Quantiles
by: Hristos Tyralis, et al.
Published: (2023-01-01)

Supply Chain 4.0: A Machine Learning-Based Bayesian-Optimized LightGBM Model for Predicting Supply Chain Risk
by: Shehu Sani, et al.
Published: (2023-09-01)

Performance evaluation of SVM and GBM in predicting compressive and splitting tensile strength of concrete prepared with ceramic waste and nylon fiber
by: Sourav Ray, et al.
Published: (2023-02-01)

Short-Term Wind Power Prediction Based on LightGBM and Meteorological Reanalysis
by: Shengli Liao, et al.
Published: (2022-08-01)

LightGBM-Based Fault Diagnosis of Rotating Machinery Under Changing Working Conditions Using Modified Recursive Feature Elimination
by: Alireza Nemat Saberi, et al.
Published: (2022-01-01)

LFDNN: A Novel Hybrid Recommendation Model Based on DeepFM and LightGBM
by: Houchou Han, et al.
Published: (2023-04-01)

Enhanced Internet of Things Security Situation Assessment Model with Feature Optimization and Improved SSA-LightGBM
by: Baoshan Xie, et al.
Published: (2023-08-01)

ScTCN-LightGBM: a hybrid learning method via transposed dimensionality-reduction convolution for loading measurement of industrial material
by: Zihua Chen, et al.
Published: (2023-12-01)

A LightGBM-based landslide susceptibility model considering the uncertainty of non-landslide samples
by: Deliang Sun, et al.
Published: (2023-12-01)

Experimental Analysis of GBM to Expand the Time Horizon of Irish Electricity Price Forecasts
by: Conor Lynch, et al.
Published: (2021-11-01)

An Efficient Combination of Convolutional Neural Network and LightGBM Algorithm for Lung Cancer Histopathology Classification
by: Esraa A.-R. Hamed, et al.
Published: (2023-07-01)

Scale and efficiency of China’s radiation industry based on LightGBM model
by: Gong Yu, et al.
Published: (2024-01-01)

Short-term load forecasting based on CEEMDAN-FE-ISSA-LightGBM model
by: Zhihao Li, et al.
Published: (2023-01-01)

Tree-Based Techniques for Predicting the Compression Index of Clayey Soils
by: Tsang Long, et al.
Published: (2023-07-01)

Machine Learning-Based Estimation of the Compressive Strength of Self-Compacting Concrete: A Multi-Dataset Study
by: Nhat-Duc Hoang
Published: (2022-10-01)

Comparative Analysis of Gradient-Boosting Ensembles for Estimation of Compressive Strength of Quaternary Blend Concrete
by: Ismail B. Mustapha, et al.
Published: (2024-04-01)

LGB-PHY: An Evaporation Duct Height Prediction Model Based on Physically Constrained LightGBM Algorithm
by: Xingyu Chai, et al.
Published: (2022-07-01)

Small Aerial Target Detection for Airborne Infrared Detection Systems Using LightGBM and Trajectory Constraints
by: Xiaoliang Sun, et al.
Published: (2021-01-01)

Insights into spatial differential characteristics of landslide susceptibility from sub-region to whole-region cased by northeast Chongqing, China
by: Rui Liu, et al.
Published: (2023-12-01)

Concrete compressive strength prediction using an explainable boosting machine model
by: Gaoyang Liu, et al.
Published: (2023-07-01)

A boosting ensemble learning based hybrid light gradient boosting machine and extreme gradient boosting model for predicting house prices
by: Racheal Sibindi, et al.
Published: (2023-04-01)

Comparison of Prediction Models Based on Machine Learning for the Compressive Strength Estimation of Recycled Aggregate Concrete
by: Kaffayatullah Khan, et al.
Published: (2022-05-01)

Greenhouse Temperature Prediction Based on Time-Series Features and LightGBM
by: Qiong Cao, et al.
Published: (2023-01-01)

A Hybrid Imperialist Competitive Algorithm for the Distributed Unrelated Parallel Machines Scheduling Problem
by: Youlian Zheng, et al.
Published: (2022-01-01)

LightGBM-LncLoc: A LightGBM-Based Computational Predictor for Recognizing Long Non-Coding RNA Subcellular Localization
by: Jianyi Lyu, et al.
Published: (2023-01-01)

Ensemble Machine Learning of Gradient Boosting (XGBoost, LightGBM, CatBoost) and Attention-Based CNN-LSTM for Harmful Algal Blooms Forecasting
by: Jung Min Ahn, et al.
Published: (2023-10-01)

Compressive Strength Prediction of Cemented Backfill Containing Phosphate Tailings Using Extreme Gradient Boosting Optimized by Whale Optimization Algorithm
by: Shuai Xiong, et al.
Published: (2022-12-01)

Data-Driven LightGBM Controller for Robotic Manipulator
by: Dimitri Mahayana
Published: (2024-01-01)

Prediction of Ecofriendly Concrete Compressive Strength Using Gradient Boosting Regression Tree Combined with GridSearchCV Hyperparameter-Optimization Techniques
by: Zaineb M. Alhakeem, et al.
Published: (2022-10-01)

Prediction of Compressive Strength of Geopolymer Concrete Landscape Design: Application of the Novel Hybrid RF–GWO–XGBoost Algorithm
by: Jun Zhang, et al.
Published: (2024-02-01)

Valoración automática de inmuebles residenciales mediante modelos de Machine Learning
by: Francisco Guijarro Martínez
Published: (2023-07-01)

Designing GA and ICA approaches to solve an originative job rotation scheduling problem regarding bordem costs
by: Ashkan Ayough, et al.
Published: (2007-06-01)

Optimizing the placement and construction capacity of the Mantingan Substation using the imperialist competitive algorithm method
by: Jimmy Trio Putra, et al.
Published: (2021-05-01)

Real Time Intelligent Detection of PQ Disturbances With Variational Mode Energy Features and Hybrid Optimized Light GBM Classifier
by: Sairam Mishra, et al.
Published: (2024-01-01)

Predicting Hospital Admissions to Reduce Crowding in the Emergency Departments
by: Jordi Cusidó, et al.
Published: (2022-10-01)

Prediction of the Transition-Temperature Shift Using Machine Learning Algorithms and the Plotter Database
by: Diego Ferreño, et al.
Published: (2022-01-01)