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Particle swarm optimization and its application to seismic inversion of igneous rocks 被引量:5
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作者 Yang Haijun Xu Yongzhong +6 位作者 Peng Gengxin Yu Guiping Chen Meng Duan Wensheng Zhu Yongfeng Cui Yongfu Wang Xingjun 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2017年第2期349-357,共9页
In order to improve the fine structure inversion ability of igneous rocks for the exploration of underlying strata, based on particle swarm optimization(PSO), we have developed a method for seismic wave impedance inve... In order to improve the fine structure inversion ability of igneous rocks for the exploration of underlying strata, based on particle swarm optimization(PSO), we have developed a method for seismic wave impedance inversion. Through numerical simulation, we tested the effects of different algorithm parameters and different model parameterization methods on PSO wave impedance inversion, and analyzed the characteristics of PSO method. Under the conclusions drawn from numerical simulation, we propose the scheme of combining a cross-moving strategy based on a divided block model and high-frequency filtering technology for PSO inversion. By analyzing the inversion results of a wedge model of a pitchout coal seam and a coal coking model with igneous rock intrusion, we discuss the vertical and horizontal resolution, stability and reliability of PSO inversion. Based on the actual seismic and logging data from an igneous area, by taking a seismic profile through wells as an example, we discuss the characteristics of three inversion methods, including model-based wave impedance inversion, multi-attribute seismic inversion based on probabilistic neural network(PNN) and wave impedance inversion based on PSO.And we draw the conclusion that the inversion based on PSO method has a better result for this igneous area. 展开更多
关键词 Particle swarm optimization seismic inversion Igneous rocks Probabilistic neutral network Model-based inversion
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Seismic attributes and integrated prediction of fractured and caved carbonate reservoirs in the Tarim Basin,China 被引量:6
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作者 Liu Lifeng Sam Zandong Sun +4 位作者 Yang Haijun Han Jianfa Gao Hongliang Jing Bing Zhu Xinghui 《Petroleum Science》 SCIE CAS CSCD 2011年第4期455-461,共7页
The carbonate reservoirs in the Tarim Basin are characterized by anisotropy and strong heterogeneity.Combined with an integrated analysis of data from seismic,geology,and drilling results,a series of attributes which ... The carbonate reservoirs in the Tarim Basin are characterized by anisotropy and strong heterogeneity.Combined with an integrated analysis of data from seismic,geology,and drilling results,a series of attributes which are suitable for fractured and caved carbonate reservoir prediction is discussed,including amplitude,coherence analysis,spectra decomposition,seismic absorption attenuation analysis and impedance inversion.Moreover,3-D optimization of these attributes is achieved by integration of multivariate discriminant analysis and principle component analysis,where the logging data are taken as training samples.Using the optimized results,the spatial distribution and configuration features of the caved reservoirs can be characterized in detail.This technique not only improves the understanding of the spatial distribution of current reservoirs but also provides a significant basis for the discovery and production of carbonate reservoirs in the Tarim Basin. 展开更多
关键词 Coherence analysis spectra decomposition seismic absorption and attenuation impedance inversion seismic attribute optimization
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Optimal seismic retrofit model for steel moment resisting frames with brittle connections 被引量:1
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作者 Hyo Seon Park Se Woon Choi Byung Kwan Oh 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2018年第4期835-847,共13页
Based on performance-based seismic engineering, this paper proposes an optimal seismic retrofit model for steel moment resisting frames(SMRFs) to generate a retrofit scheme at minimal cost. To satisfy the acceptance... Based on performance-based seismic engineering, this paper proposes an optimal seismic retrofit model for steel moment resisting frames(SMRFs) to generate a retrofit scheme at minimal cost. To satisfy the acceptance criteria for the Basic Safety Objective(BSO) specified in FEMA 356, the minimum number of upgraded connections and their locations in an SMRF with brittle connections are determined by evolutionary computation. The performance of the proposed optimal retrofitting model is evaluated on the basis of the energy dissipation capacities, peak roof drift ratios, and maximum interstory drift ratios of structures before and after retrofitting. In addition, a retrofit efficiency index, which is defined as the ratio of the increment in seismic performance to the required retrofitting cost, is proposed to examine the efficiencies of the retrofit schemes derived from the model. The optimal seismic retrofit model is applied to the SAC benchmark examples for threestory and nine-story SMRFs with brittle connections. Using the retrofit efficiency index proposed in this study, the optimal retrofit schemes obtained from the model are found to be efficient for both examples in terms of energy dissipation capacity, roof drift ratio, and maximum inter-story drift ratio. 展开更多
关键词 steel moment resisting frame performance-based seismic engineering optimal seismic retrofit EVOLUTIONARYCOMPUTATION
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Optimal seismic design of reinforced concrete structures under timehistory earthquake loads using an intelligent hybrid algorithm 被引量:1
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作者 Sadjad Gharehbaghi Mohsen Khatibinia 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2015年第1期97-109,共13页
A reliable seismic-resistant design of structures is achieved in accordance with the seismic design codes by designing structures under seven or more pairs of earthquake records. Based on the recommendations of seismi... A reliable seismic-resistant design of structures is achieved in accordance with the seismic design codes by designing structures under seven or more pairs of earthquake records. Based on the recommendations of seismic design codes, the average time-history responses (ATHR) of structure is required. This paper focuses on the optimal seismic design of reinforced concrete (RC) structures against ten earthquake records using a hybrid of particle swarm optimization algorithm and an intelligent regression model (IRM). In order to reduce the computational time of optimization procedure due to the computational efforts of time-history analyses, IRM is proposed to accurately predict ATHR of structures. The proposed IRM consists of the combination of the subtractive algorithm (SA), K-means clustering approach and wavelet weighted least squares support vector machine (WWLS-SVM). To predict ATHR of structures, first, the input-output samples of structures are classified by SA and K-means clustering approach. Then, WWLS-SVM is trained with few samples and high accuracy for each cluster. 9- and 18-storey RC frames are designed optimally to illustrate the effectiveness and practicality of the proposed IRM. The numerical results demonstrate the efficiency and computational advantages of IRM for optimal design of structures subjected to time-history earthquake loads. 展开更多
关键词 optimal seismic design reinforced concrete frames earthquake loads particle swarm optimization intelligent regression model support vector machine
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Recent developments in the structural design and optimization of ITER neutral beam manifold
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作者 曹诚志 潘宇东 +3 位作者 夏志伟 李波 江涛 李伟 《Plasma Science and Technology》 SCIE EI CAS CSCD 2018年第2期180-185,共6页
This paper describes a new design of the neutral beam manifold based on a more optimized support system.A proposed alternative scheme has presented to replace the former complex manifold supports and internal pipe sup... This paper describes a new design of the neutral beam manifold based on a more optimized support system.A proposed alternative scheme has presented to replace the former complex manifold supports and internal pipe supports in the final design phase.Both the structural reliability and feasibility were confirmed with detailed analyses.Comparative analyses between two typical types of manifold support scheme were performed.All relevant results of mechanical analyses for typical operation scenarios and fault conditions are presented.Future optimization activities are described,which will give useful information for a refined setting of components in the next phase. 展开更多
关键词 ITER neutral beam manifold optimized design on supports structural seismic analysis
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Algorithms for seismic topology optimization of water distribution network 被引量:2
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作者 LIU Wei XU Liang LI Jie 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第11期3047-3056,共10页
As an essential lifeline engineering system,water distribution network should provide enough water to maintain people's life after earthquake in addition to working under daily operation.However,the design of wate... As an essential lifeline engineering system,water distribution network should provide enough water to maintain people's life after earthquake in addition to working under daily operation.However,the design of water distribution network usually ignores the influence of earthquake,resulting in water stoppage in large area during many recent strong earthquakes.This study introduced a seismic design approach of water distribution network,i.e.,topology optimization design.With network topology as the optimization goal and seismic reliability as the constraint,a topology optimization model for designing water distribution network under earthquake is established.Meanwhile,two element investment importance indexes,a pipeline investment importance index and a diameter investment importance index,are introduced to evaluate the importance of pipelines in water distribution network.Then,four combinational optimization algorithms,a genetic algorithm,a simulated annealing genetic algorithm,an ant colony algorithm and a particle swarm algorithm,are introduced to solve this optimization model.Moreover,these optimization algorithms are used to optimize a network with 19 nodes and 27 pipelines.The optimization results of these algorithms are compared with each other. 展开更多
关键词 water distribution network seismic topology optimization genetic algorithm simulated annealing genetic algorithm ant colony algorithm particle swarm algorithm
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