基于HMM-SVR的船舶动力设备故障模式识别与状态预测研究

船舶动力设备因故障监测信号样本少、变化缓慢且数据特征呈非线性,使得设备故障模式的准确识别和状态预测比较难。鉴于此,文章研究了基于隐马尔科夫模型的故障模式识别方法,利用该模型将微弱变化的信号特征转换为变化较大的对数似然概率对故障模式实现有效识别。在此基础上进一步提出基于HMM-SVR的设备状态预测模型,将遗传算法用于支持向量回归模型参数寻优,并结合隐马尔科夫模型,实现对设备状态的预测。对船用柴油机进行仿真,结果表明上述模型具有较高的识别率,能准确预测船舶动力设备的当前状态。     

Analysis on the Characteristics and Development Trends of the Support Technology of High Ground Stress Tunnels in China北大核心CSCD

Combining the present situation and development trend of different tunnel support technologies at home and abroad, this paper analyzes the problems of rockburst in hard rock tunnels and large deformation in soft rock tunnels caused by high ground stress. It is concluded that: 1) regarding the rockburst problem, the current support technology is mainly influenced by the rock burst mechanism which is dominated by static factors, and so the used support components are generally of smaller deformation performance and "passive support" properties; 2) as the rockburst is the result of dynamic-static stress coupling, and only the anchor bolt has the "active support" attribute in the current "shotcrete+anchor bolt+wire net" support system, so the best support system should have the two functions of active support and energy release in terms of the rockburst problem, and the key focus of the research and development is anchorage members; 3) there are three main support types for large deformation in soft rock tunnels, e.g. the heavy support, layered support and yielding support. Among them, the heavy support system in underground cavern with large deformation is easy to induce excessive surrounding rock pressure, and so the applicable conditions are limited. The layered support system is still not the best choice due to its immature theoretical study, difficult determination of the thickness value and the installation time of each support layer and the interference to construction progress. With the characteristics of timely support and yielding while supporting, the yielding support system can give full play to the performance values of surrounding rocks and supporting materials, and make both of them reach the optimal state, so it is the best choice for supporting the soft rock tunnels with large deformations. © 2018, Editorial Office of "Modern Tunnelling Technology". All right reserved.     

Analysis of Ground Response and Structure Stress Induced by PBA Method北大核心CSCD

The application of prefabricated tunnel technology has been become a new research field both in China and abroad. Based on the running tunnel between Yufuhe station and Wangfuzhuang station of Jinan rail transit line R1, a new prefabricated tunnel construction technology, the PBA method is presented. This paper makes a detailed discussion on section form, supporting scheme and construction process of the PBA method. In this study, 3D a new 3D numerical model for PBA method is presented by finite difference numerical simulation software Flac and the construction processes are modeled. The rule of ground surface settlement, ground deformation and structural stress caused by PBA method is studied in detail. Results show that the structure of PBA method can effectively control the deformation magnitude and scope. Stress concentration appears at the prefabricated connection parts and the reinforcement needs to check. The total assembled structure forms the load-bearing system after the completion of the lateral wall. The built-in depth of the precast pile and pile bottom grouting quality should to be ensured to control the displacement of the precast piles. The results of this study will be a useful reference for similar projects in the future. © 2018, Editorial Office of "Modern Tunnelling Technology". All right reserved.     

基于AIGA-WLSSVM的埋地管道腐蚀速率预测方法

为了降低埋地管道腐蚀影响因素之间的复杂相关性,提高腐蚀预测精度,文中提出一种基于自适应免疫遗传算法-加权最小二乘支持向量机(AIGA-WLSSVM)的埋地管道腐蚀速率预测建模方法,并采用AIGA优化模型参数,进一步提高模型的学习能力和稳定性。最后通过实例分析验证了AIGA-WLSSVM建模方法在埋地管道腐蚀速率预测中的可行性和有效性,为埋地管道的检修与更换提供参考。     

基于固有变形的船用钢薄板对接焊失稳变形的数值分析

在船用钢薄板的焊接过程中,不但会产生常见的焊接变形,也有可能产生焊接失稳变形。本文以焊缝的固有变形为依据,阐明船用钢薄板对接焊失稳变形产生的内在机理;同时,以固有变形为输入参数,通过弹性有限元分析的数值模拟,预测出可能产生的失稳变形模态和变形值;最终,通过四种不同的工艺方法(激光焊、瞬态热拉伸、随焊激冷和间断焊等),来减小固有变形的数值,并控制薄板对接焊接头可能产生的失稳变形。     

内河航道桥梁船撞时船体最大变形量研究

目前在桥梁船撞防护的专项设计或船撞力专题研究中,对船舶撞击力的研究和桥梁在船舶撞击作用下的响应关注较多,而对船体最大变形量的研究较少。基于ANSYSLS-DYNA软件,对4种不同载质量的内河代表船舶在3种航速、2种碰撞角度下撞击4种墩型的船撞工况进行数值模拟,提取船体最大变形量,并分析船体最大变形量与船舶载质量、撞击速度、桥墩类型及撞击角度的关联性,同时与经验公式做对比。研究结果表明,撞击速度及撞击角度是船体最大变形量的主要控制因素,桥墩类型与之关系不明显。     

基于小波和仿射不变矩特征融合的舰船型号识别

针对不变矩对仿射形变目标描述的不足,为提高舰船型号的识别精度,提出一种基于小波和仿射不变矩特征融合的舰船型号识别方法.首先对二值舰船图像进行归一化处理,并分别提取归一化舰船图像的小波矩特征值和仿射不变矩特征值;然后通过计算样本特征均值与标准差的比值,选择出鲁棒性好、稳定性高的特征,通过归一化方法进行融合;最后构造五类舰船的样本集,采用支持向量机(SVM)作为分类器识别测试样本的型号,分析不同矩特征、样本集大小、SVM参数、本文方法对识别精度、稳定性的影响.实验结果表明,文中给出的算法提高了识别精度,并且在训练样本集较小时仍能获得88%以上的识别率.     

应用固有应变法计算焊接变形时材料模型的选择研究

分别采用理想弹塑性模型和双线性强化模型,推导出各自的固有应变计算公式,研究不同材料模型对于焊接结构变形的影响。研究结果表明,两种固有应变计算公式所预测的变形结果之间相对误差较小,即不同材料模型的选择对预测结构焊接变形的影响可以忽略。     

整体温差作用下高桩码头基桩内力计算方法

为研究高桩码头完建后整体温差对基桩内力的影响,结合工程实例,建立三维有限元模型,对上部平台温变规律进行分析,认为斜桩、直桩对上部平台温变约束作用均可忽略不计,平台处于自由温变状态,存在水平位移为零的温变发散中心。基于刚性平台自由温变规律,提出了考虑斜桩码头平动扭转的三维算法,三维算法的桩顶位移、内力与有限元结果接近。对于全直桩或近似对称的斜桩码头,还可简化为平动的二维算法。并给出了直桩、斜桩内力的估算简式,由估算式可知,位于发散同心圆上的直桩内力大于斜桩内力,桩顶轴力、弯矩与桩径2次、4次方成正比,桩径对温差内力的影响显著。     

基于改进移动最小二乘法的结构可靠性分析

基于改进移动最小二乘法对结构可靠性问题进行分析,数值模拟结果表明,改进方法可有效提高计算精度.具体方法是使用椭圆范数代替二范数来度量样本点到中心点的距离,并根据上次迭代所得到的响应面在中心点处的法向量与坐标轴所成角度,对影响域进行旋转变换;从而将样本点的权重大小由样本点与中心点、响应面的距离共同决定,并将每次迭代得到的响应面函数在中心点处的法向信息包含在内.