Methodology for Studying Combustion of Solid Rocket Propellants using Artificial Neural Networks
Published on: 11th March, 2024
The combustion properties of energetic materials have been extensively studied in the scientific literature. With the rapid advancement of data science and artificial intelligence techniques, predicting the performance of solid rocket propellants (SRPs) has become a key focus for researchers globally. Understanding and forecasting the characteristics of SRPs are crucial for analyzing and modeling combustion mechanisms, leading to the development of cutting-edge energetic materials. This study presents a methodology utilizing artificial neural networks (ANN) to create multifactor computational models (MCM) for predicting the burning rate of solid propellants. These models, based on existing burning rate data, can solve direct and inverse tasks, as well as conduct virtual experiments. The objective functions of the models focus on burning rate (direct tasks) and pressure (inverse tasks). This research lays the foundation for developing generalized combustion models to forecast the effects of various catalysts on a range of SRPs. Furthermore, this work represents a new direction in combustion science, contributing to the creation of a High-Energetic Materials Genome that accelerates the development of advanced propellants.
Search by University/Institution
Enter your University/Institution to find colleagues at HSPI.
Ensuring author's satisfaction with
- Friendly and hassle-free publication process
- Less production time of articles
- Constructive peer-review
- Enhancing journal reputation
- Regular feedback system
- Quick response to authors' queries
Most Viewed Keywords
- Bowel motility disorders
- Sepsis
- Endothelium
- Calcinosis cutis
- Bio-energy transport
- Celiac disease
- Parkinson’s disease
- No tunneled hemodialysis
- Storytelling as therapy
- iodine metabolism, hyperplastic thyroid gland, radiophamceuticals
- Orbital floor fracture
- Proximate
- Magnetic resonance imaging
- Ca2+/cAMP signaling interaction
- Developmentally appropriate practice
- Multiple myeloma
- Prevention of injury
- Physiotherapy
- Immunotherapy
- Individual program of rehabilitation and (or) habilitation of children with disabilities (IPRH)
Search Articles by Country
Get all latest articles in all Heighten Science Publications Inc journals by country.
Testmonials
Thank you very much for your support and encouragement. I am truly impressed by your tolerance and support. Thank you very much
Diaverum: PADC, Jeddah, Saudi Arabia
Nasrulla Abutaleb
Service and process were excellent as was the “look” of the article when published.
Deane Waldman
Really good service with prompt response. Looking forward to having long lasting relationship with your journal
Avishek Bagchi
Your services are very good
Chukwuka Ireju Onyinye
“The choice to submit the forensic case study to the Journal of Addiction Therapy and Research was dictated by the match between the content and the potential readership. The publication process proved to be expedient and we were provided with constructive feedback from reviewers. The final article layout is attractive and conforms to standards. All-in-all, it has been a rewarding process.”
Ph.D, Boston University Department of Communication Sciences and Disorders and Knowledge Research Institute, Inc., 2131 Reflection Bay Drive, Arlington, Texas 76013, USA
Elisabeth H. Wiig
We appreciate your approach to scholars and will encourage you to collaborate with your organization, which includes interesting and different medical journals. With the best wishes of success, creativity and joy in life, prosperity in the medical field.
Ivano- Frankivsk National Medical University, Ukraine
Nataliya Kitsera
The Clinical Journal of Obstetrics and Gynecology is an open access journal focused on scientific knowledge publication with emphasis laid on the fields of Gynecology and Obstetrics. Their services toward us have been encouraging through their kindness and respect. Great consideration has been given to us as young budding researchers and we are very grateful for this.
Carole Assontsa
"An amazing experience with the Journal of Advanced Pediatrics and Child Health. Very fast blind review with pertinent corrections and suggestions. I highly recommand both the journal and the editor."
Chaimae Khairoun
It was a great experience publishing through JCICM. The article has reached out to several institutions. Appreciate your professional work. Hope to work with you again
Anas Wardeh
Once I submitted the manuscript, the response time of the reviewers was very fast. The fine-tuning of the galley proof was likewise prompt. I believe the journal provide a valuable outlet to disseminate physical rehabilitation scientific knowledge to the clinical community. Respectfully. Dr. Alon
Alon
