论文:2021,Vol:39,Issue(1):85-92
引用本文:
叶鹏程, 王聪聪, 潘光. 基于代理模型的翼身融合水下滑翔机外形优化设计[J]. 西北工业大学学报
YE Pengcheng, WANG Congcong, PAN Guang. Surrogate based blended-wing-body underwater glider shape optimization design[J]. Northwestern polytechnical university

基于代理模型的翼身融合水下滑翔机外形优化设计
叶鹏程1,2, 王聪聪3, 潘光1,2
1. 西北工业大学 航海学院, 陕西 西安 710072;
2. 西北工业大学 无人水下运载技术重点实验室, 陕西 西安 710072;
3. 中国航空工业集团公司 洛阳电光设备研究所, 河南 洛阳 471000
摘要:
为了提高翼身融合水下滑翔机(blended-wing-body underwater glider,BWBUG)外形的设计质量与优化效率,提出一种基于代理模型的翼身融合水下滑翔机外形优化(surrogate-based blended-wing-body underwater glider shape optimization,SBUGSO)框架。以最大升阻比(lift to drag ratio,LDR)为优化目标,排水体积不减小为约束条件,对翼身融合水下滑翔机外形进行优化。优化后的翼身融合水下滑翔机升阻比提高了24.32%,研究表明提出的基于代理模型的翼身融合水下滑翔机外形优化框架能够有效降低计算资源,同时提高水下滑翔机流体动力性能和排水体积,相比其他优化算法,具有明显优势。
关键词:    水下滑翔机    翼身融合    代理模型    外形优化设计    升阻比   
Surrogate based blended-wing-body underwater glider shape optimization design
YE Pengcheng1,2, WANG Congcong3, PAN Guang1,2
1. School of Marine Science and Technology, Northwestern Polytechnical University, Xi'an 710072, China;
2. Key Laboratory for Unmanned Underwater Vehicle, Northwestern Polytechnical University, Xi'an 710072, China;
3. Luoyang Institute of Electro-Optical Equipment, Aviation Industry Corporation of China, Luoyang 471000, China
Abstract:
In order to improve the design quality and optimization efficiency for blended-wing-body underwater glider(BWBUG) shape design optimization problems, a surrogate-based blended-wing-body underwater glider shape optimization(SBUGSO) framework is proposed. The aim is to maximize the lift to drag ratio(LDR) of BWBUG with the constrain that the displacement volume of the optimal shape is larger than that of the initial shape. The LDR of the optimal BWBUG is improved by 24.32% with acceptable computational resources. The optimization results show that the present SBUGSO framework can efficiently decrease the computational resource, and improve the hydrodynamic performance and loading capacity of BWBUG. Comparing with the other optimization algorithms, SBUGSO framework shows the significant superiority.
Key words:    underwater glider    blended wing body    surrogate model    shape optimization design    lift to drag ratio   
收稿日期: 2020-05-27     修回日期:
DOI: 10.1051/jnwpu/20213910085
基金项目: 国家重点研发计划(2016YFC0301300)、国家自然科学基金(61803306,11502210,51709229)、中国博士后科学基金(2019M660264)与中央高校基本科研业务费专项资金(3102019HHZY03009)资助
通讯作者:     Email:
作者简介: 叶鹏程(1991-),西北工业大学助理研究员,主要从事水下航行器总体设计与工程设计优化方法研究。
相关功能
PDF(2512KB) Free
打印本文
把本文推荐给朋友
作者相关文章
叶鹏程  在本刊中的所有文章
王聪聪  在本刊中的所有文章
潘光  在本刊中的所有文章

参考文献:
[1] 潘光, 宋保维, 黄桥高, 等. 水下无人系统发展现状及其关键技术[J]. 水下无人系统学报, 2017, 25(2): 44-51 PAN Guang, SONG Baoxei, HAUNG Qiaogao, et al. Development and key techniques of unmanned undersea system[J]. Journal of Unmanned Undersea Systems, 2017, 25(2): 44-51(in Chinese)
[2] OKONKWO P, SMITH H. Review of evolving trends in blended wing body aircraft design[J]. Progress in Aerospace Sciences, 2016, 82(1): 1-23
[3] 王刚, 张彬乾, 张明辉, 等. 翼身融合民机总体气动技术研究进展与展望[J]. 航空学报, 2019, 40(9): 623046 WANG Gang, ZHANG Bingqian, ZHANG Minghui, et al. Research progress and prospect for conceptual and aerodynamic technology of blended-wing-body civil aircraft[J]. Acta Aeronautica et Astronautica Sinica, 2019, 40(9): 623046(in Chinese)
[4] 吕达, 宋保维, 姜军, 等. 翼身融合水下滑翔机翼梢小翼减阻效应研究[J]. 华中科技大学学报, 2018, 46(6): 65-70 LYU Da, SONG Baowei, JIANG Jun, et al. Research on drag reduction effect of winglet applied in blended-wing-body underwater gliders[J]. Journal of Huazhong University of Science and Technology, 2018, 46(6): 65-70(in Chinese)
[5] 何衍儒, 宋保维, 曹永辉. 翼身融合自主式水下航行器的多泡结构耐压舱分步优化设计[J]. 西北工业大学学报, 2018, 36(4): 664-670 HE Yanru, SONG Baowei, CAO Yonghui. Multi-step structural optimization design of multi-bubble pressure cabin in the autonomous underwater vehicle with blended-wing-body[J]. Journal of Northwestern Polytechnical University, 2018, 36(4): 664-670(in Chinese)
[6] SUN C, SONG B, WANG P. Parametric geometric model and shape optimization of an underwater glider with blended-wing-body[J]. International Journal of Naval Architecture and Ocean Engineering, 2015, 7(6): 995-1006
[7] WANG Z, YU J, ZHANG A, et al. Parametric geometric model and hydrodynamic shape optimization of a flying-wing structure underwater glider[J]. China Ocean Engineering, 2017, 31(6): 709-715
[8] YE P, PAN G, DONG Z. Ensemble of surrogate based global optimization methods using hierarchical design space reduction[J]. Structural and Multidisciplinary Optimization, 2018, 58(2): 537-554
[9] 孙龙. 新型水下滑翔机翼型优化设计及水动力性能研究[D]. 西安: 西北工业大学, 2016 SUN Long. Optimization design of new underwater glider airfoil and research on hydrodynamic performance[D]. Xi'an: Northwestern Polytechnical University, 2016(in Chinese)
[10] KULFAN BM. Universal parametric geometry representation method[J]. Journal of Aircraft, 2008, 45(1): 142-158
[11] 叶鹏程, 潘光, 高山. 一种快速优化拉丁超立方试验设计方法[J]. 西北工业大学学报, 2019, 37(4): 714-723 YE Pengcheng, PAN Guang, GAO Shan. Sampling design method of fast optimal latin hypercube[J]. Journal of Northwestern Polytechnical University, 2019, 37(4): 714-723. (in Chinese)
[12] YOUNIS A, DONG Z. Metamodelling and search using space exploration and unimodal region elimination for design optimization[J]. Engineering Optimization, 2010, 42(6): 517-533
[13] GU J, LI G, DONG Z. Hybrid and adaptive meta-model-based global optimization[J]. Engineering Optimization, 2012, 44(1): 87-104
相关文献:
1.马云龙, 潘光, 黄桥高, 李靖璐.翼身融合水下滑翔机后缘舵流体特性研究[J]. 西北工业大学学报, 2020,38(1): 24-30
2.李靖璐, 王鹏, 陈旭, 董华超.基于FFD的翼身融合水下滑翔机外形优化设计[J]. 西北工业大学学报, 2020,38(3): 459-464