Concrete penetration database












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Artificial neural networks were successfully applied for the prediction of the compressive strength of concrete containing silica fume [ 11 ] or coal ash [ 12 ]. This task can be done manually. however, using a computer system to support data exploration is much more efficient. The assessment of concrete resistance to chloride ingress is fundamental for the durability of reinforced concrete structures exposed to deicing salt and the marine environment [ 6 ]. Each record can be called an instance or example, and each one is characterized by the values of predetermined attributes. Programs for Machine Learning. It is judged by its correctness on the remaining example, one or zero for success or failure, respectively.

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Electrical Resistivity Of Concrete For Durability Evaluation

The prediction of the engineering properties of composite materials is usually based on experimental test results with a reference to the observed material microstructure. For the considered dataset, it requires simultaneous analysis of 12 attributes columns for over 50 examples rows. Zero Energy Buildings. Construction Materials. Programs for Machine Learning. All authors read and agreed with the final version of this manuscript. The complexity of the phenomena involved in chloride ion penetration in concrete containing such a mineral addition of pozzolanic and hydraulic activity justifies an application of machine learning techniques to reveal the possible governing rules.

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Compilation of measurement data

Reports of the Machine Learning and Inference Laboratory. Roads Bridges Drogi i Mosty. By removing most irrelevant and redundant attributes from the data, feature selection helps improve the performance of learning models by. However at later ages 3, 6 or 12 months , due to the pozzolanic reaction, the D n s s m coefficient was lower for all concrete mixes with siliceous fly ash. Morgan Kaufmann Series in Machine Learning.

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Description: The aim of this study is to generate rules using a machine learning algorithm to evaluate the chloride resistance of concrete modified with high calcium fly ash. Effect of supplementary cementing materials on concrete resistance against carbonation and chloride ingress. Holistic approach to diagnostics of engineering materials. This article has been cited by other articles in PMC. As was written earlier in Section 3. The classifier predicts the class of each instance from the test set. if it is correct, it is counted as a success. if not it, is an error. Experimental tests were performed on several mixes. Due to a small number of tested specimens, the rules are applicable only to concrete mix compositions of similar binder content. As a training set, all of the instances from the database Table 6 were considered. For the considered dataset, it requires simultaneous analysis of 12 attributes columns for over 50 examples rows.
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