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基于泊松碟采样的小生境遗传算法剩余静校正
引用本文:周强,曹琳昱,陈爱萍.基于泊松碟采样的小生境遗传算法剩余静校正[J].石油地球物理勘探,2018,53(5):896-902.
作者姓名:周强  曹琳昱  陈爱萍
作者单位:1. 中国石油集团东方地球物理公司物探技术研究中心成都分中心, 四川成都 610213;2. 中国石油集团东方地球物理公司研究院西南分院, 四川成都 61021;3. 中国石油集团山地地震技术试验基地, 四川成都 610213
基金项目:本项研究受中国石油天然气集团公司“十三·五”重大科研项目(2017F-14)资助。
摘    要:针对线性剩余静校正容易陷入局部解,导致复杂山地地震资料成像效果不佳的难题,本文提出一种基于泊松碟采样的小生境遗传算法剩余静校正方法。在常规遗传算法剩余静校正基础上,应用泊松碟采样对求解的静校正量实数编码,增加初始解空间的均匀度;采用多线程构建多种群小生境,种群内采用“精英+赌轮”选择、余下个体与精英两两交叉、小扰动变异策略进行遗传进化;种群间进行“联姻”操作,优选几个种群中适应度最大个体并与其他种群联姻,充分利用计算机多核并行运算功能以快速搜索到最优剩余静校正量。理论模型及实际资料应用结果均表明,该方法能增强同相轴的连续性,显著提高山前带低信噪比资料成像品质。

关 键 词:剩余静校正  遗传算法  泊松碟采样  多种群  小生境  多线程  
收稿时间:2017-12-26

Residual static corrections with the niche genetic algorithm based on Poisson disk sampling
Zhou Qiang,Cao Linyu,Chen Aiping.Residual static corrections with the niche genetic algorithm based on Poisson disk sampling[J].Oil Geophysical Prospecting,2018,53(5):896-902.
Authors:Zhou Qiang  Cao Linyu  Chen Aiping
Affiliation:1. Chengdu Branch, Research & Development Center, BGP Inc., CNPC, Chengdu, Sichuan 610213, China;2. Southwest Branch, GRI, BGP Inc., CNPC, Chengdu, Sichuan 610213, China;3. Mountain Geophysical Technique Test Center, CNPC, Chengdu, Sichuan 610213, China
Abstract:For residual static corrections,linear methods are easy to fall into local solutions and lead to poor seismic imaging in complex mountain areas.Therefore we propose in this paper a new approach with a niche genetic algorithm based on the Poisson disk sampling.First based on cnventional residual static corrections,real number codes are calculated with the Poisson disk sampling to increase the uniformity of the initial solution.Then multi-populations of niches are constructed with multi-threads to estimate residual statics based on "marriage" operation.Multi-core parallel calculations of machines can quickly search optimal residual statics within the multi-populations and their "marriage".Both theoretical model tests and real data applications confirm that the proposed residual statics approach can increase the event continuity and improve low signal-to-noise ratio (SNR) data imaging.
Keywords:residual static correction  genetic algorithms  Poisson disk sampling  multi-populations  niche  multi-threads  
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