基于改进BP神经网络的GPS高程拟合方法

BP神经网络用于GPS高程拟合时存在收敛速度慢,受初始值选取影响大和易陷入局部极大值的问题。本文提出一种改进的BP神经网络高程拟合方法,将模拟退火算法(Simulated Annealing,SA)引入BP神经网络模型,利用模拟退火算法的全局寻优能力对BP神经网络的初始值进行选择,同时优化神经网络的各层神经元之间的连接权值和阈值,提高BP神经网络拟合法的拟合精度、收敛速度和推广泛化能力。最后结合实际算例对所提方法的拟合性能进行验证,结果表明利用模拟退火算法改进的BP神经网络进行高程拟合是可行且有效的,拟合结果优于传统BP神经网络法。     

基于单台加速度记录的混合全局优化HVSR反演场地浅层速度结构

利用水平与竖向谱比（HVSR）方法反演场地速度结构是国际上迅速发展的研究领域.HVSR反演计算实质是一个土层场地模型空间搜索的全局优化问题,当模型搜索空间的复杂程度增大时,目前常用的搜索算法收敛速度慢,计算效率较低.本文实现了一种结合遗传和模拟退火方法优点的混合全局优化HVSR反演算法,通过理论模型和竖向台阵实测数据的检验,表明该算法能获得很好的反演效果,较好地解决了蒙特卡罗方法收敛速度慢,遗传算法收敛早熟和模拟退火算法搜索效率低的问题.本文在此基础上讨论了单台加速度S波记录用于场地速度结构HVSR反演的适用性,为基于单个地震台的地震观测记录反演浅层速度结构提供了一种高效且较为准确的反演方法.     

基于L1范数的瞬变电磁非线性反演

瞬变电磁反演存在高度的非线性特征,常用的最小二乘等线性反演方法往往对初始模型高度依赖,并且极易陷入局部最优解.本文基于观测数据与模拟数据的L1范数建立目标函数,采用模拟退火非线性全局最优化方法实现瞬变电磁一维反演.初始模型完全随机产生,通过指数函数退温机制模拟系统能量最小实现迭代,通过接收概率函数评价当前模型,实现局部最优解的跳出,最终实现全局最优化求解.通过数值算例发现,无论给定的反演层数等于还是大于设计模型,都可以获得较好的反演效果,因而可以在反演初始就设计较多的层数,实现反演模型的自动拟合;同时,利用含噪声数据反演进一步验证算法的稳定性.最后,对实测数据进行了反演测试,结果与钻孔编录基本一致,表明提出的基于L1范数的模拟退火反演可用于实测数据处理.     

The Improved Simulated Annealing Algorithm and Application in the Surface Wave Dispersion Inversion

The velocity distribution of layers from surface wave dispersion curve is a severely nonlinear program. Base on the Metropolis rule,we improved the simulated annealing algorithm to simultaneously inverse the velocities and thicknesses using the dispersion data and identified the Moho and the bottom of lithosphere. The application to the numerical examples with 5% noise shows the velocity RMS is 1. 56% between the non-linear results and the original models when the condition of selecting method for temperature parameters and initial temperature are satisfied. Using the pure dispersions of Rayleigh wave,the nonlinear inversion has been carried out for S-wave velocities and thicknesses of the vertical profile crossing the Indian Plate,the Qinghai-Tibetan Plateau,and the Tarim Basin. It indicated that the crustal thickness is about 70 km in the Qiangtang block,while in the hinterland of the Qinghai-Tibetan Plateau the lithosphere is relatively thin(～ 130 km)from the velocity values and their offsets.     

Thermal annealing induced photocarrier radiometry enhancement for ion implanted silicon wafers

An experimental study on the photocarrier radiometry signals of As⁺ ion implanted silicon wafers before and after rapid thermal annealing is performed. The dependences of photocarrier radiometry amplitude on ion implantation dose (1×10¹¹--1×10¹⁶/cm²), implantation energy (20--140 keV) and subsequent isochronical annealing temperature (500--1100 du are investigated. The results show that photocarrier radiometry signals are greatly enhanced for implanted samples annealed at high temperature, especially for those with a high implantation dose. The reduced surface recombination rate resulting from a high built-in electric field generated by annealing-activated impurities in the pn junction is believed to be responsible for the photocarrier radiometry signal enhancement. Photocarrier radiometry is contactless and can therefore be used as an effective in-line tool for the thermal annealing process monitoring of the ion-implanted wafers in semiconductor industries.     

High frequency behaviours and Mõssbauer study of field annealed FeCuNbSiB alloy ribbons

This paper investigates the high frequency behaviours and magnetic anisotropy of rapidly solidified FINEMET (Fe_73.5Si_13.5B₉Nb₃Cu₁) alloy ribbons annealed in an applied magnetic field. It finds that the ribbons annealed with the applied magnetic field show much higher resonance frequencies and have even higher permeability at higher frequencies than the samples annealed without the magnetic field and the non-annealed ribbons. M?ssbauer spectroscopy had been employed to study the spatial distribution of the magnetic moments of five selected FINEMET alloy ribbons in different heat-treated conditions. The results show that an easy plane has been established after annealling in the magnetic field, while for the other ribbons this effect is not significant. Hence, the relationship between magnetic field annealing and high frequency property has been bridged by the bianisotropic theory.     

Influence of annealing conditions on impurity species in arsenic-doped HgCdTe grown by molecular beam epitaxy

Based on our previous work, the influence of annealing conditions on impurity species in in-situ arsenic (As)-doped Hg_1-xCd_xTe (x≈ 0.3) grown by molecular beam epitaxy has been systematically investigated by modulated photoluminescence spectra. The results show that (i) the doped-As acting as undesirable shallow/deep levels in as-grown can be optimized under proper annealing conditions and the physical mechanism of the disadvantage of high activation temperature, commonly assumed to be more favourable for As activation, has been discussed as compared with the reports in the As-implanted HgCdTe epilayers (x≈ 0.39), (ii) the density of V_textrmHg has an evident effect on the determination of bandgap (or composition) of epilayers and the excessive introduction of V_Hg will lead to a short-wavelength shift of epilayers, and (iii) the V_textrmHg prefers forming the V_Hg-As_Hg complex when the inactivated-As (As_Hg or related) coexists in a certain density, which makes it difficult to annihilate V_Hg in As-doped epilayers. As a result, the bandedge electronic structures of epilayers under different conditions have been drawn as a brief guideline for preparing extrinsic p-type epilayers or related devices.     

基于模拟退火法的青藏高原东缘噪声层析成像研究

青藏高原是全球造山带研究的热点地区,此前在青藏高原开展的三维层析成像研究大多基于线性反演方法.本文利用青藏高原东缘及邻区布设的127个宽频带固定地震台站记录的连续波形资料,首先通过噪声互相关提取了3～50sRayleigh波群速度频散曲线并反演得到群速度分布,再进一步采用模拟退火法反演了研究区的三维S波速度及泊松比结构.结果显示:(1)松潘—甘孜地块的中下地壳低速异常主要分布在龙日坝断裂带、鲜水河断裂带、龙门山断裂带和岷山隆起所围限的区域,而该区域的中下地壳仅具有中等泊松比值,推测松潘—甘孜地块中下地壳的低速物质可能是青藏高原与扬子块体长期相互作用产生的塑性低速滑脱层;上地壳脆性物质在板块作用下沿中地壳低速滑脱层顶界面发生逆冲增厚,造成龙门山的持续抬升和地形起伏,并在构造边界带形成了应变积累和应力集中;而龙门山断裂带的上地壳低速软弱物质为地壳发生破裂提供了有利条件,从而在某种程度上促进了汶川地震和芦山地震的发生.(2)岷山隆起一带中下地壳的高泊松比异常呈"凸起"形态,结合前人研究发现的较高热流和岩石快速抬升现象,推测岷山隆起一带可能存在岩石圈的拆沉,导致地幔热物质上涌而形成下地壳高泊松比物质.(3)川滇地块的北部和南部具有不同的S波速度和泊松比分布特征.30km深度下川滇地块北部具有明显的低速异常,而该深度下并不具有明显的高泊松比值特征;此外剖面成像结果也显示川滇地块内的低速异常与高泊松比的分布不一致,因此川滇地块的研究结果不支持下地壳流模型.综合其他地震学证据,本文认为川滇地块的变形模式为上地壳纯剪切增厚,块体变形主要受块体内部的走滑断裂及活动边界断裂控制.     

量子退火反演的原理和实现

现有的非线性反演方法,大都存在着求解的局部收敛性和计算速度慢的问题. 在与模拟退火方法进行比较的基础上,本文研究了基于量子跃迁过程中量子隧道效应的量子退火反演算法. 数值试验结果表明,量子退火方法应用于地球物理反问题的求解是成功的,它适合于非线性、多极值的地球物理反演问题,与模拟退火反演相比,量子退火反演在退火收敛速度和避免陷入局部极小等方面有着一定的优势,该方法也适用于其他领域非线性最优化问题的求解,具有较强的普适性.     

利用改进模拟退火算法反演甘肃兰州地区地幔转换带导电模型

地磁测深一维反演可以获得地磁台站下方地球深部电导率结构.将改进模拟退火算法应用于地磁测深数据的反演,并将基于反演过程中的所有优质解进行统计分析得到的期望值作为模型最优解.地磁测深合成数据的一维反演测试结果表明:对于无噪声的理论数据,传统模拟退火算法可以恢复出真实的电导率剖面;存在噪声时,相较传统模拟退火算法,改进模拟退...