上海交通大学学报(自然版) ›› 2011, Vol. 45 ›› Issue (06): 809-813.
连丽婷,肖昌汉,杨明明,周国华
收稿日期:
2010-07-10
出版日期:
2011-06-29
发布日期:
2011-06-29
LIAN Li-Ting, XIAO Chang-Han, YANG Ming-Ming, ZHOU Guo-Hua
Received:
2010-07-10
Online:
2011-06-29
Published:
2011-06-29
摘要: 针对目前线性建模解决舰艇内外磁场推算问题时存在的困难,从非线性优化的角度出发,建立了内外磁场之间的误差反向传播神经网络预报模型.为了改善网络的固有缺陷,利用粒子群算法优化网络的初始权值与阈值,使其能够逃离局部最优点,增强了网络的鲁棒性.该方法避免了利用线性化方法存在的诸多困难,可实现舰艇内外磁场推算.利用船模实验对网络预测的准确性进行了验证,结果表明其换算精度较线性方法有所提高,满足工程实际需求.
中图分类号:
连丽婷, 肖昌汉, 杨明明, 周国华. 基于粒子群改进神经网络的舰艇磁场推算模型[J]. 上海交通大学学报(自然版), 2011, 45(06): 809-813.
LIAN Li-Ting, XIAO Chang-Han, YANG Ming-Ming, ZHOU Guo-Hua. The Model of Ship’s Magnetic Field Extrapolation Based on Neural Network Improved by Particle Swarm Optimization[J]. Journal of Shanghai Jiaotong University, 2011, 45(06): 809-813.
[1]Oliver C, Jeanlouis C, Jeant B, et al. Recent improvements for solving inverse magneto static problem applied to thin shells[J]. IEEE Transactions and Magnetics, 2002, 38(2): 10051008. [2]Carl S. Closedloop multisensor control system and method[P]. US Patent: 5189590, 19930223. [3]Richard M, Robert A. Ship degaussing system and algorithm[P]. US Patent: 6965505 B1, 20051115. [4]Vuillerunet Y. Closed loop degaussing applied to double hull submarine magnetization identification from near magnetic fields measurements[D]. Grenoble: Grenoble Electrical Engineering Laboratory, 2008: 2530. [5]王鲸,刘胜道,苏广东.一种潜艇内外磁场换算算法的实验验证[J].海军工程大学学报,2010, 22(1):8386. WANG Jing, LIU Shengdao, SU Guangdong. An experimental verification of a conversion of magnetic field inside and outside submarine[J]. Journal of Navy University of Engineering, 2010, 22(1): 8386. [6]连丽婷,肖昌汉,刘胜道,等.基于粒子群算法的薄钢板两侧磁场推算中的位置优化[J].上海交通大学学报, 2010, 44(7): 975979. LIAN Liting, XIAO Changhan, LIU Shengdao, et al. The measurement positions optimization in the extrapolation of steel’s magnetic field based on particle swarm optimization algorithm[J]. Journal of Shanghai Jiaotong University, 2010, 44(7): 975979. [7]董长虹.Matlab神经网络与应用[M].北京:国防工业出版社, 2007: 64110. [8]Kennedy J, Eberhart R C. Particle swarm optimization [C]// Proceedings of the IEEE International Conference on Neural Network. Perth, Australia: IEEE, 1995: 3943. [9]WANG Ping, HUANG Zhenyi, ZHANG Mingya, et al. Mechanical property prediction of strip model based on PSOBP neural network[J]. Journal of Iron and Steel Research, 2007, 15(3): 8791. [10]史东生,弟宇鸣,周春林.粒子群优化算法在神经网络识别γ能谱中的应用[J].核技术,2007,30(7):615619. SHI Dongsheng, DI Yuming, ZHOU Chunlin. Application of particle swarm optimization to identify gamma spectrum with neural network[J]. Nuclear Techniques, 2007, 30(7): 615619. |
[1] | 王聚团, 戚晓宁, 黄志明. 水下生产管汇测试技术及其改进研究[J]. 海洋工程装备与技术, 2022, 9(2): 43-49. |
[2] | 袁振钦, 邹 科, 孙亚峰, 刘 刚, 屈 衍, 李居跃. 基于时域分析法的动态电缆疲劳分析[J]. 海洋工程装备与技术, 2022, 9(2): 50-55. |
[3] | 王 娟, 杨明旺, 郑茂尧, 刘凌云, 赵立君. 高强钢在大型半潜式平台组块建造中的应用[J]. 海洋工程装备与技术, 2022, 9(1): 27-31. |
[4] | 陈 欣, 赵晓磊, 王立坤, 肖德明, 张腾月. 深水大型吸力锚建造技术研究[J]. 海洋工程装备与技术, 2022, 9(1): 32-36. |
[5] | 尹彦坤, 易涤非. 半潜式生产平台船体结构关键节点工程临界评估[J]. 海洋工程装备与技术, 2022, 9(1): 52-57. |
[6] | MA Qunsheng (马群圣), CEN Xingxing (岑星星), YUAN Junyi (袁骏毅), HOU Xumin (侯旭敏). Word Embedding Bootstrapped Deep Active Learning Method to Information Extraction on Chinese Electronic Medical Record[J]. J Shanghai Jiaotong Univ Sci, 2021, 26(4): 494-502. |
[7] | ZHANG Shengfa (张胜发), TANG Na (唐纳), SHEN Guofeng (沈国峰), WANG Han (王悍), QIAO Shan (乔杉). Universal Software Architecture of Magnetic Resonance-Guided Focused Ultrasound Surgery System and Experimental Study[J]. J Shanghai Jiaotong Univ Sci, 2021, 26(4): 471-481. |
[8] | 安庆升, 孙立东, 武秋生. 碳纤维增强复合材料发射筒设计研究[J]. 空天防御, 2021, 4(2): 13-. |
[9] | KONG Xiangqiang (孔祥强), MENG Xiangxi (孟祥熙), LI Jianbo (李见波), SHANG Yanping (尚燕平), CUI Fulin (崔福林) . Comparative Study on Two-Stage Absorption Refrigeration Systems with Different Working Pairs[J]. J Shanghai Jiaotong Univ Sci, 2021, 26(2): 155-162. |
[10] | ZHUANG Weimin (庄蔚敏), WANG Pengyue (王鹏跃), AO Wenhong (熬文宏), CHEN Gang (陈刚) . Experiment and Simulation of Impact Response of Woven CFRP Laminates with Different Stacking Angles[J]. J Shanghai Jiaotong Univ Sci, 2021, 26(2): 218-230. |
[11] | ZHOU Xuhui (周旭辉), ZHANG Wenguang (张文光), XIE Jie (谢颉). Effects of Micro-Milling and Laser Engraving on Processing Quality and Implantation Mechanics of PEG-Dexamethasone Coated Neural Probe[J]. J Shanghai Jiaotong Univ Sci, 2021, 26(1): 1-9. |
[12] | HUANG Ningning (黄宁宁), MA Yixin (马艺馨), ZHANG Mingzhu (张明珠), GE Hao (葛浩), WU Huawei (吴华伟). Finite Element Modeling of Human Thorax Based on MRI Images for EIT Image Reconstruction[J]. J Shanghai Jiaotong Univ Sci, 2021, 26(1): 33-39. |
[13] | WANG Xianjin, GAO Xu, YU Kuigang . Fixture Locating Modelling and Optimization Research of Aluminum Alloy Sidewall in a High-Speed Train Body[J]. J Shanghai Jiaotong Univ Sci, 2020, 25(6): 706-713. |
[14] | QIAO Xing, MA Dan, YAO Xuliang, FENG Baolin. Stability and Numerical Analysis of a Standby System[J]. J Shanghai Jiaotong Univ Sci, 2020, 25(6): 769-778. |
[15] | WU Jin, MIN Yu, YANG Xiaodie, MA Simin . Micro-Expression Recognition Algorithm Based on Information Entropy Feature[J]. Journal of Shanghai Jiao Tong University(Science), 2020, 25(5): 589-599. |
阅读次数 | ||||||||||||||||||||||||||||||||||||||||||||||||||
全文 580
|
|
|||||||||||||||||||||||||||||||||||||||||||||||||
摘要 4664
|
|
|||||||||||||||||||||||||||||||||||||||||||||||||