In-depth insight and intelligent prediction of thermal decomposition behaviors of a novel high-energy nitramine-based nitrate ester propellant: A synergistic study of pyrolysis characteristics and heuristic algorithms-neural network

Key Points

• Thermal decomposition behaviors reveal significant insights into propellant stability, leading to safer applications.
• Analysis predicts pyrolysis outcomes for nitramine-based nitrate ester propellants, enhancing understanding of their behavior under heat.
• Assessment using neural networks and heuristic algorithms offers an innovative approach to predicting thermal decomposition.
• Findings highlight potential advancements in propellant technology, pointing toward the need for further explorations and validations.