Calculation for Primary Combustion Characteristics of Boron-Based Fuel-Rich Propellant Based on BP Neural Network
A practical scheme for selecting characterization parameters of boron-based fuel-rich propellant formulation was put forward; a calculation model for primary combustion characteristics of boron-based fuel-rich propellant based on backpropagation neural network was established, validated, and then wa...
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| Format: | Article |
| Language: | English |
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Wiley
2012-01-01
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| Series: | Journal of Combustion |
| Online Access: | http://dx.doi.org/10.1155/2012/635190 |
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| _version_ | 1841524567836721152 |
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| author | Wu Wan'e Zhu Zuoming |
| author_facet | Wu Wan'e Zhu Zuoming |
| author_sort | Wu Wan'e |
| collection | DOAJ |
| description | A practical scheme for selecting characterization parameters of boron-based fuel-rich propellant formulation was put forward; a calculation model for primary combustion characteristics of boron-based fuel-rich propellant based on backpropagation neural network was established, validated, and then was used to predict primary combustion characteristics of boron-based fuel-rich propellant. The results show that the calculation error of burning rate is less than ±7.3%; in the formulation range (hydroxyl-terminated polybutadiene 28%–32%, ammonium perchlorate 30%–35%, magnalium alloy 4%–8%, catocene 0%–5%, and boron 30%), the variation of the calculation data is consistent with the experimental results. |
| format | Article |
| id | doaj-art-b6b2a445b9e84315a870f57e292bc862 |
| institution | Kabale University |
| issn | 2090-1968 2090-1976 |
| language | English |
| publishDate | 2012-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Journal of Combustion |
| spelling | doaj-art-b6b2a445b9e84315a870f57e292bc8622025-02-03T05:52:51ZengWileyJournal of Combustion2090-19682090-19762012-01-01201210.1155/2012/635190635190Calculation for Primary Combustion Characteristics of Boron-Based Fuel-Rich Propellant Based on BP Neural NetworkWu Wan'e0Zhu Zuoming1The Fifth Department, Xi'an Research Institute of Hi-Tech, Xi'an, Shaanxi 710025, ChinaThe Fifth Department, Xi'an Research Institute of Hi-Tech, Xi'an, Shaanxi 710025, ChinaA practical scheme for selecting characterization parameters of boron-based fuel-rich propellant formulation was put forward; a calculation model for primary combustion characteristics of boron-based fuel-rich propellant based on backpropagation neural network was established, validated, and then was used to predict primary combustion characteristics of boron-based fuel-rich propellant. The results show that the calculation error of burning rate is less than ±7.3%; in the formulation range (hydroxyl-terminated polybutadiene 28%–32%, ammonium perchlorate 30%–35%, magnalium alloy 4%–8%, catocene 0%–5%, and boron 30%), the variation of the calculation data is consistent with the experimental results.http://dx.doi.org/10.1155/2012/635190 |
| spellingShingle | Wu Wan'e Zhu Zuoming Calculation for Primary Combustion Characteristics of Boron-Based Fuel-Rich Propellant Based on BP Neural Network Journal of Combustion |
| title | Calculation for Primary Combustion Characteristics of Boron-Based Fuel-Rich Propellant Based on BP Neural Network |
| title_full | Calculation for Primary Combustion Characteristics of Boron-Based Fuel-Rich Propellant Based on BP Neural Network |
| title_fullStr | Calculation for Primary Combustion Characteristics of Boron-Based Fuel-Rich Propellant Based on BP Neural Network |
| title_full_unstemmed | Calculation for Primary Combustion Characteristics of Boron-Based Fuel-Rich Propellant Based on BP Neural Network |
| title_short | Calculation for Primary Combustion Characteristics of Boron-Based Fuel-Rich Propellant Based on BP Neural Network |
| title_sort | calculation for primary combustion characteristics of boron based fuel rich propellant based on bp neural network |
| url | http://dx.doi.org/10.1155/2012/635190 |
| work_keys_str_mv | AT wuwane calculationforprimarycombustioncharacteristicsofboronbasedfuelrichpropellantbasedonbpneuralnetwork AT zhuzuoming calculationforprimarycombustioncharacteristicsofboronbasedfuelrichpropellantbasedonbpneuralnetwork |