[HTML][HTML] Global reaction neural networks with embedded stoichiometry and thermodynamics for learning kinetics from reactor data

T Kircher, FA Döppel, M Votsmeier - Chemical Engineering Journal, 2024 - Elsevier
The digitalization of chemical research and industry is vastly increasing the available data
for developing and parametrizing kinetic models. To exploit this data, machine learning …

[HTML][HTML] Robust mechanism discovery with atom conserving chemical reaction neural networks

FA Döppel, M Votsmeier - Proceedings of the Combustion Institute, 2024 - Elsevier
Chemical reaction neural networks (CRNNs) established as a useful tool for autonomous
mechanism discovery. While they encode some fundamental physical laws, mass-and atom …

[HTML][HTML] Chemical Reaction Mechanisms and Models of Energetic Materials: A Perspective

L Meng, Q Song, C Yao, L Zhang, S Pang - Energetic Materials Frontiers, 2024 - Elsevier
Energetic materials (EMs) are a kind of metastable functional materials with certain potential
barriers, overcoming which can quickly release the energy stored in EMs. A thorough …

A Review about the Mycoremediation of Soil Impacted by War-like Activities: Challenges and Gaps

R Geris, M Malta, LA Soares, LC de Souza Neta… - Journal of Fungi, 2024 - mdpi.com
(1) Background: The frequency and intensity of war-like activities (war, military training, and
shooting ranges) worldwide cause soil pollution by metals, metalloids, explosives …

Micromodulation of dual-shell CL-20/desensitizer interface based on in-situ assembly of tea polyphenols

P Bao, J Ning, Y Chen, Y Li, Y Zhao, W Xiao… - Colloids and Surfaces A …, 2024 - Elsevier
Although the research on CL-20 crystals has reached a high level, the property of the
explosive-desensitizer interface is a key concern for composite explosive applications …

The GO composite coatings for enhancing interfacial interaction performance and desensitization of CL-20

P Bao, H Li, Y Chen, G He, M Xue, W Xiao… - Materials Chemistry and …, 2024 - Elsevier
Although CL-20 is one of the most widely used high-explosives, the issue of its high
sensibility and interfacial interaction with coating material in composite explosives have not …

Thermal decomposition mechanism of 1, 3, 5-trinitroperhydro-1, 3, 5-triazine: Experiments and reaction kinetic modeling

Y Xu, Q Chu, X Chang, H Wang, S Wang, S Xu… - Chemical Engineering …, 2023 - Elsevier
This study investigates the thermal decomposition of 1, 3, 5-trinitroperhydro-1, 3, 5-triazine
(RDX) based on combined thermogravimetric (TG) and chemical reaction neural network …

Effects of AlH3 particle size and loading on the combustion and agglomeration of solid propellants

L Liu, Z Wen, W Ao, D Gou, P Liu, LKB Li, G He - Combustion and Flame, 2024 - Elsevier
Owing to its hydrogen storage capacity, aluminum hydride (AlH 3) has been proposed as a
potential fuel additive in solid rocket propellants to achieve a higher specific impulse and …

Kinetic models of HMX decomposition via chemical reaction neural network

W Sun, Y Xu, X Chen, Q Chu, D Chen - Journal of Analytical and Applied …, 2024 - Elsevier
Abstract 1, 3, 5, 7-Tetranitro-1, 3, 5, 7-tetrazocane (HMX) is commonly used in solid
propellants and explosives as energetic materials. The study of its kinetics and …

Preparation and safety study of TKX-50/CL-20 composite explosives

X Zhang, Y Wu, T Zheng, X Xu, X Jia - Journal of Energetic …, 2024 - Taylor & Francis
ABSTRACT CL-20, as the best comprehensive high nitrogen energetic material, plays an
important role in weaponry, equipment, and national defense. TKX-50, as a new type of ionic …