Efficient mix design method for lightweight high strength concrete: A machine learning approach

No abstract is available for this paper.

• Publication year

  2023

• Venue

  Structures

• Publication date

  2023-09-01

• Fields of study

  Not labeled

• Identifiers
  DOI 10.1016/j.istruc.2023.06.122
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Development of machine learning methods to predict the compressive strength of fiber-reinforced self-compacting concrete and sensitivity analysis

  2023cited by this paper
• A Machine Learning Approach to Prediction of the Compressive Strength of Segregated Lightweight Aggregate Concretes Using Ultrasonic Pulse Velocity

  2023cited by this paper
• Development and prospectives of lightweight high strength concrete using lightweight aggregates

  2023cited by this paper
• Compressive Strength Prediction of Lightweight Concrete: Machine Learning Models

  2022cited by this paper
• To predict the compressive strength of self compacting concrete with recycled aggregates utilizing ensemble machine learning models

  2022cited by this paper
• Machine Learning Prediction Models to Evaluate the Strength of Recycled Aggregate Concrete

  2022cited by this paper
• Machine Learning-Based Predictive Modeling of Sustainable Lightweight Aggregate Concrete

  2022cited by this paper
• Prediction of strength and analysis in self-compacting concrete using machine learning based regression techniques

  2022cited by this paper
• Compressive strength prediction of high-strength oil palm shell lightweight aggregate concrete using machine learning methods

  2022cited by this paper
• Machine learning models for predicting resistance of headed studs embedded in concrete

  2022cited by this paper
• Compressive strength of concrete with recycled aggregate; a machine learning-based evaluation

  2022cited by this paper
• Splitting tensile strength prediction of sustainable high-performance concrete using machine learning techniques

  2022cited by this paper
• Predictive modelling of sustainable lightweight foamed concrete using machine learning novel approach

  2022cited by this paper
• Prediction of Splitting Tensile Strength of Self-Compacting Recycled Aggregate Concrete Using Novel Deep Learning Methods

  2022cited by this paper
• Shear performance of lightweight concrete filled hollow flange cold-formed steel beams

  2022cited by this paper
• Predicting the Splitting Tensile Strength of Recycled Aggregate Concrete Using Individual and Ensemble Machine Learning Approaches

  2022cited by this paper
• A comparative investigation using machine learning methods for concrete compressive strength estimation

  2021cited by this paper
• High strength flowable lightweight concrete incorporating low C3A cement, silica fume, stalite and macro-polyfelin polymer fibres

  2021cited by this paper
• Feasibility of incorporating recycled fine aggregate in high performance green lightweight engineered cementitious composites

  2021cited by this paper
• Predicting the uniaxial compressive strength of oil palm shell lightweight aggregate concrete using artificial intelligence‐based algorithms

  2021cited by this paper
• Flexural behaviour and design of hollow flange cold-formed steel beam filled with lightweight normal and lightweight high strength concrete

  2021cited by this paper
• A method for modelling greenhouse temperature using gradient boost decision tree

  2021cited by this paper
• Machine learning in mix design of Miscanthus lightweight concrete

  2021cited by this paper
• Automating the mixture design of lightweight foamed concrete using multi-objective firefly algorithm and support vector regression

  2021cited by this paper
• Efficient machine learning models for prediction of concrete strengths

  2021cited by this paper
• Reactive powder concrete with lightweight aggregates

  2020cited by this paper
• Experimental Study of High-Strength Steel Fiber Lightweight Aggregate Concrete on Mechanical Properties and Toughness Index

  2020cited by this paper
• Experimental and numerical assessment of the flexural behaviour of semi-precast-reinforced concrete slabs

  2020cited by this paper
• Effect of Aggregate Size on Strength Characteristics of High Strength Lightweight Concrete

  2020cited by this paper
• Properties of Lightweight Aggregate Concrete Reinforced with Carbon and/or Polypropylene Fibers

  2020cited by this paper
• Machine learning prediction of compressive strength for phase change materials integrated cementitious composites

  2020cited by this paper
• Thermal and mechanical properties of structural lightweight concrete containing lightweight aggregates and fly-ash cenospheres

  2019cited by this paper
• Properties of high strength palm oil clinker lightweight concrete containing palm oil fuel ash in tropical climate

  2019cited by this paper
• Lightweight high-strength concrete with the use of waste cenosphere as fine aggregate

  2019cited by this paper
• Preparation of high strength lightweight aggregate concrete with the vibration mixing process

  2019cited by this paper
• Prediction Model for Mechanical Properties of Lightweight Aggregate Concrete Using Artificial Neural Network

  2019cited by this paper
• Properties of self-compacting lightweight concrete reinforced with steel and polypropylene fibers

  2019cited by this paper
• Bond behavior between lightweight aggregate concrete and normal weight concrete based on splitting-tensile test

  2019cited by this paper
• Mechanical properties and microstructure of lightweight aggregate concrete with and without fibers

  2019cited by this paper
• Mechanical properties and microstructure of ultra-lightweight cement composites with fly ash cenospheres after exposure to high temperatures

  2018cited by this paper
• Tunability: Importance of Hyperparameters of Machine Learning Algorithms

  2018cited by this paper
• A modified firefly algorithm-artificial neural network expert system for predicting compressive and tensile strength of high-performance concrete

  2018cited by this paper
• Thermal conductivity of concrete – A review

  2018cited by this paper
• Predicting compressive strength of lightweight foamed concrete using extreme learning machine model

  2018cited by this paper
• Influence of type of binder on high-performance sintered fly ash lightweight aggregate concrete

  2018cited by this paper
• Influence of lightweight aggregates concrete on the bond strength of concrete-to-concrete interfaces

  2018cited by this paper
• Flexural fatigue behavior of ultra-lightweight cement composite and high strength lightweight aggregate concrete

  2018cited by this paper
• Feasibility study on the use of high volume palm oil clinker waste in environmental friendly lightweight concrete

  2017cited by this paper
• Mix design and properties of fly ash waste lightweight aggregates in structural lightweight concrete

  2017cited by this paper
• Self-compacting concrete strength prediction using surrogate models

  2017cited by this paper
• Lightweight concrete design using gene expression programing

  2017cited by this paper
• Applications of ultra-lightweight cement composite in flat slabs and double skin composite structures

  2016cited by this paper
• Effect of Fly Ash on Properties of Self-Compacting High Strength Lightweight Concrete

  2016cited by this paper
• XGBoost: A Scalable Tree Boosting System

  2016cited by this paper
• Performance evaluation of palm oil clinker as coarse aggregate in high strength lightweight concrete

  2016cited by this paper
• Steel-concrete-steel sandwich composite structures subjected to extreme loads

  2016cited by this paper
• Strengthening of RC beams using steel fiber reinforced high strength lightweight self-compacting concrete (SHLSCC) and their strength predictions

  2016cited by this paper
• Experimental study on strength and durability of lightweight aggregate concrete containing silica fume

  2016cited by this paper
• Effect of nano-silica on the mechanical and transport properties of lightweight concrete

  2015cited by this paper
• Mechanical properties of steel fiber reinforced high strength lightweight self-compacting concrete (SHLSCC)

  2015cited by this paper
• Development of ultra-lightweight cement composites with low thermal conductivity and high specific strength for energy efficient buildings

  2015cited by this paper
• High-Strength Lightweight SCC Matrix with Partial Normal-Weight Coarse-Aggregate Replacement: Strength and Durability Evaluations

  2014cited by this paper
• Bonding of steel reinforcement in structural expanded clay lightweight aggregate concrete: The influence of failure mechanism and concrete composition

  2014cited by this paper
• High performance concrete compressive strength forecasting using ensemble models based on discrete wavelet transform

  2013cited by this paper
• Neural networks analysis of compressive strength of lightweight concrete after high temperatures

  2013cited by this paper
• Experimental study on static and dynamic mechanical properties of steel fiber reinforced lightweight aggregate concrete

  2013cited by this paper
• Factors affecting the tensile properties of concrete

  2013cited by this paper
• Modeling compressive strength of EPS lightweight concrete using regression, neural network and ANFIS

  2013cited by this paper
• Lightweight Concrete with Aggregates Made by Using Industrial Waste

  2013cited by this paper
• Gradient boosting machines, a tutorial

  2013cited by this paper
• Compressive behavior and failure modes of structural lightweight aggregate concrete – Characterization and strength prediction

  2013cited by this paper
• Prediction of compressive strength of recycled aggregate concrete using artificial neural networks

  2013cited by this paper
• Peeking Inside the Black Box: Visualizing Statistical Learning With Plots of Individual Conditional Expectation

  2013cited by this paper
• High-Strength Lightweight Concrete Using Leca, Silica Fume, and Limestone

  2012cited by this paper
• Scikit-learn: Machine Learning in Python

  2011cited by this paper
• Oil palm shell as a lightweight aggregate for production high strength lightweight concrete

  2011cited by this paper
• High-strength self-curing low-shrinkage concrete for pavement applications

  2010cited by this paper
• Experimental application of mineral admixtures in lightweight concrete with high strength and workability

  2008cited by this paper
• Fly ash lightweight aggregates in high performance concrete

  2008cited by this paper
• Predicting the compressive strength of steel fiber added lightweight concrete using neural network

  2008cited by this paper
• Comparison of carbonation of lightweight concrete with normal weight concrete at similar strength levels

  2008cited by this paper
• The effect of high temperature on compressive strength and splitting tensile strength of structural lightweight concrete containing fly ash

  2008cited by this paper
• Hormigón liviano de alto desempeño - una comparación entre pérdidas de pretensado reales y estimadas por los códigos de diseño High performance lightweight concrete - a comparison between actual prestress losses and design code estimates

  2007cited by this paper
• Shrinkage of High-Strength Lightweight Aggregate Concrete Exposed to Dry Environment

  2005cited by this paper
• A tutorial on support vector regression

  2004cited by this paper
• Support-vector networks

  2004cited by this paper
• Flexural toughness and impact resistance of steel-fibre-reinforced lightweight concrete

  2004cited by this paper
• Some characteristics of high strength fiber reinforced lightweight aggregate concrete

  2003cited by this paper
• LIGHTWEIGHT CONCRETE REDUCES WEIGHT AND INCREASES SPAN LENGTH OF PRETENSIONED CONCRETE BRIDGE GIRDERS

  2002cited by this paper
• NEURAL NETWORK MODEL FOR PREFORMED-FOAM CELLULAR CONCRETE

  2001cited by this paper
• Greedy function approximation: A gradient boosting machine.

  2001cited by this paper
• The Nature of Statistical Learning Theory

  2000cited by this paper
• Strength and Durability of Lightweight and Normal Weight Concrete

  1999cited by this paper
• Artificial neural networks (the multilayer perceptron)—a review of applications in the atmospheric sciences

  1998cited by this paper
• Advantages and disadvantages of using artificial neural networks versus logistic regression for predicting medical outcomes.

  1996cited by this paper
• Permeability of High-Strength Lightweight Concrete

  1991cited by this paper

• Generalized Trial Mix Design Approach for Concrete with Various Cementitious Constituents

  2026cites this paper
• Blast resistance and damage evaluation of prefabricated lightweight high-strength concrete arches

  2026cites this paper
• Modeling the mechanical properties of lightweight high-strength concrete incorporating supplementary cementitious materials using multi-expression programming and random forest

  2026cites this paper
• Silica-fume-free UHPC with basalt, dolomite and limestone: fresh and hardened properties and embodied carbon characteristics

  2026cites this paper
• Experimental and machine learning assessment of split tensile strength in recycled concrete with ground granulated blast furnace slag and glass fibers

  2025cites this paper
• Machine learning approach for predicting the compressive strength of ultra-high performance fiber reinforced concrete (UHPFRC)

  2025cites this paper
• Utilizing agricultural wastes for fired bricks: A machine learning approach to compressive strength and water absorption predictions

  2025cites this paper
• Fire performance and design of LSF wall panels with 3D printed concrete and steel lipped channel sections

  2025cites this paper
• LC50 fly ash microbead lightweight high-strength concrete: mix ratio design, stress mechanism, and life cycle assessment

  2024cites this paper
• Machine learning based prediction of compressive and flexural strength of recycled plastic waste aggregate concrete

  2024cites this paper
• Predicting the load-bearing capacity of lipped channel section cold formed steel profiles under combined effects using machine learning

  2024cites this paper
• Analyzing the compressive strength of one-part geopolymers using experiment and machine learning approaches

  2024cites this paper
• An Experimental Investigation to Predict the Compressive Strength of Lightweight Ceramsite Aggregate UHPC Using Boosting and Bagging Techniques

  2024cites this paper
• Predictive models in machine learning for strength and life cycle assessment of concrete structures

  2024cites this paper