Polymer Concretes Based on Various Resins: Modern Research and Modeling of Mechanical Properties DOI Open Access
Aleksandr Palamarchuk, Pavel Yudaev, Evgeniy M. Chistyakov

et al.

Journal of Composites Science, Journal Year: 2024, Volume and Issue: 8(12), P. 503 - 503

Published: Dec. 2, 2024

This review is devoted to experimental studies and modeling in the field of mechanical physical properties polymer concretes polymer-modified concretes. The analyzes carried out over past two years. paper examines based on various resins presents advantages disadvantages models developed predict materials. Based data literature, most promising polymers for use road surface repair are with poly(meth)acrylic resins. It was found that adequate productive deep machine learning model—using several hidden layers perform calculations input parameters—and extreme gradient boosting model. In particular, model showed high R2 values forecasting (in range 0.916–0.981) when predicting damping coefficient ultimate compressive strength. turn, among additives Portland cement concrete, natural polymers, such as mammalian gelatin cold fish gelatin, superabsorbent polymers. These allow an improvement strength 200% or more. may be interest engineers specializing building construction, materials scientists involved development implementation new into production, well researchers interdisciplinary fields chemistry technology.

Language: Английский

Impact of new crystalline phases formed by compound inorganic fillers on ceramization behavior of polyolefin (PP/POE) composites DOI
Xiangbin Zhang, Haifeng Zhu, Qing Sun

et al.

Ceramics International, Journal Year: 2025, Volume and Issue: unknown

Published: March 1, 2025

Language: Английский

Citations

0

Polymer Concretes Based on Various Resins: Modern Research and Modeling of Mechanical Properties DOI Open Access
Aleksandr Palamarchuk, Pavel Yudaev, Evgeniy M. Chistyakov

et al.

Journal of Composites Science, Journal Year: 2024, Volume and Issue: 8(12), P. 503 - 503

Published: Dec. 2, 2024

This review is devoted to experimental studies and modeling in the field of mechanical physical properties polymer concretes polymer-modified concretes. The analyzes carried out over past two years. paper examines based on various resins presents advantages disadvantages models developed predict materials. Based data literature, most promising polymers for use road surface repair are with poly(meth)acrylic resins. It was found that adequate productive deep machine learning model—using several hidden layers perform calculations input parameters—and extreme gradient boosting model. In particular, model showed high R2 values forecasting (in range 0.916–0.981) when predicting damping coefficient ultimate compressive strength. turn, among additives Portland cement concrete, natural polymers, such as mammalian gelatin cold fish gelatin, superabsorbent polymers. These allow an improvement strength 200% or more. may be interest engineers specializing building construction, materials scientists involved development implementation new into production, well researchers interdisciplinary fields chemistry technology.

Language: Английский

Citations

3