Optimasi Mix Design Beton Melalui Teknologi Machine Learning

Abstract

The concrete mix design is a crucial step in ensuring the quality of concrete used in construction projects. Traditional mix design methods rely on trial and error, which can be time-consuming and escalate construction costs. In recent years, machine learning technology has been developed to predict concrete properties and optimize mix designs for high-quality concrete. This study aims to explore the application of machine learning in high-quality concrete mix design, considering theoretical conditions, methods, and related research. The focus of this research is to test the use of machine learning techniques in predicting concrete properties and optimizing mix designs for high-quality concrete. The theory and concepts of machine learning will be applied to concrete mix design datasets and relevant properties. The methods employed will include data pre-processing, feature selection, and model training and evaluation. The performance of the machine learning model will be compared with traditional mix design methods to determine its effectiveness. Furthermore, the results and benefits of this study will demonstrate the potential advantages of using machine learning in determining high-performance concrete mix designs. By accurately predicting concrete properties and optimizing mix designs, construction projects can be completed more efficiently and with higher quality. This technology also has the potential to reduce costs associated with trial and error methods and minimize the environmental impact of concrete production. The success of this study will pave the way for further research and development in the field of machine learning for high-performance concrete mix designs.

The Effect of Glass Powder Waste as a Substitute Material for Binder on the Value of Compressive Strength at 28 Days and Flowability in Self Compacting Concrete (Scc).

“…Hal tersebut menjadikan sebuah pemikiran untuk memanfaatkan potensi besar limbah industri sebagai salah satu substitusi dalam desain campuran beton mutu tinggi yang memenuhi kriteria SCC, dengan memanfaatkan serbuk kaca dan penambahan (chemical admixture) berupa superplasticizer pada beton SCC. Superplastisizer adalah bahan kimia yang ditambahkan ke dalam campuran beton untuk meningkatkan kelenturan dan kemudahan pengecoran (workability) tanpa perlu menambahkan lebih banyak air (Abriantoro & Khana, 2023). Untuk mendapatkan beton yang bagus dan kuat, tentunya material pada campuran beton harus bermutu, baik dari segi semen, air, agregat kasar, dan agregat halus semua penyusun material bahan sangatlah berpengaruh besar pada mutu beton (Dewa & Nurdianto, 2023).…”