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基于多源地球物理数据的机器学习方法在地质体分类中的应用——以黑龙江多宝山矿集区为例 被引量:3
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作者 李希元 崔健 +1 位作者 胡望水 李成立 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2022年第9期3634-3649,共16页
为适应多源地球物理大数据地质解释的需要,同时也为了在地质体物性存在交叠情况下快速有效地实现多源地球物理数据的地质解释,本文提出应用机器学习的支持向量机方法对多源地球物理数据进行地质解释的新思路,并给出了利用物性三体(密度... 为适应多源地球物理大数据地质解释的需要,同时也为了在地质体物性存在交叠情况下快速有效地实现多源地球物理数据的地质解释,本文提出应用机器学习的支持向量机方法对多源地球物理数据进行地质解释的新思路,并给出了利用物性三体(密度、磁化率、电阻率)进行地质体圈定与分类方法.阐明了参数归一化、参数寻优对模型训练与学习及分类结果的影响与作用.本文将黑龙江多宝山矿集区物性三体与矿集区的区域地质、矿床地质及钻井资料相结合,利用所提出的方法对地下地质体进行了圈定与分类,对分类结果经过交叉检验,正确率达81.6%,表明了训练模型具有较高的可信度.经对预测模型填充已知物性参数正演的重磁异常与实测重磁异常对比,证明两者在整体和细节上均有高度的相似性,间接说明对地质体圈定与分类结果的可靠性,进一步表明利用多源地球物理数据,采用支持向量机方法圈定地质体及对地质体进行岩性识别方面的合理性与有效性.多源地球物理数据机器学习的支持向量机方法在多宝山矿集区地质体圈定与分类所取得较好的应用效果,为多源综合地球物理的地质解释提供了可借鉴的成功经验,也提供了多源地球物理资料地质解释的一种新型的技术手段,开辟了应用人工智能方法进行多源地球物理资料地质解释的新途径. 展开更多
关键词 多源地球物理数据 机器学习 支持向量机 物性三体 地质分类
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Microscopic Three-Body Force Effect on Nucleon-Nucleon Cross Sections in Symmetric Nuclear Matter
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作者 ZHANG Hong-Fei ZUO Wei +2 位作者 Lombardo Umberto LI Zeng-Hua LI Jun-Qing 《Communications in Theoretical Physics》 SCIE CAS CSCD 2008年第11期1219-1224,共6页
We provide a microscopic calculation of neutron-proton and proton-proton cross sections in symmetric nuclear matter at various densities, using the Brueckner Hartree-Fock approximation scheme with the Argonne Va4 pote... We provide a microscopic calculation of neutron-proton and proton-proton cross sections in symmetric nuclear matter at various densities, using the Brueckner Hartree-Fock approximation scheme with the Argonne Va4 potential including the contribution of microscopic three-body force. We investigate separately the effects of three-body force on the effective mass and on the scattering amplitude. In the present calculation, the rearrangement contribution of three-body force is considered, which will reduce the neutron and proton effective mass, and depress the amplitude of cross section. The effect of three body force is shown to be repulsive, especially in high densities and large momenta, which will suppress the cross section markedly. 展开更多
关键词 nucleon-nucleon cross section nuclear matter three-body force
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Three—Body Force Effects on EOS of Asymmetric Nuclear Matter and Proton Fraction in Neutron Star Matter
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作者 ZUOWei A.Lejeune +1 位作者 U.Lombardo J.F.Mathiot 《Communications in Theoretical Physics》 SCIE CAS CSCD 2003年第4期439-446,共8页
The three-body force effects on the equation of state and its iso-spin dependence of asymmetric nuclear matter and on the proton fraction in neutron star matter have been investigated within Brueckner-Hartree-Fock app... The three-body force effects on the equation of state and its iso-spin dependence of asymmetric nuclear matter and on the proton fraction in neutron star matter have been investigated within Brueckner-Hartree-Fock approach by using a microscopic three-body force. It is shown that, even in the presence of the three-body force, the empirical parabolic law of the energy per nucleon vs. isospin asymmetry is fulfilled in the whole asymmetry range and also up to high density. The three-body force provides a strong enhancement of symmetry energy at high density in agreement with relativistic approaches. It also shows that the three-body force leads to a much more rapid increasing of symmetry energy with density in relatively high density region and to a much lower threshold density for the direct URCA process to occur in a neutron star as compared to the predictions adopting only pure two-body force. 展开更多
关键词 three-body force asymmetric nuclear matter ISOSPIN
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Real-time Animation Technique for a Kind of Non-rigid Objects
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作者 宋庆文 Zhou Yuanhua 《High Technology Letters》 EI CAS 2003年第1期47-50,共4页
A real-time animation technique for a kind of non-rigid objects, flexible and thin objects, is proposed, which can update with stability the state of n mass points of the mass-spring (MS) modei with time complexity of... A real-time animation technique for a kind of non-rigid objects, flexible and thin objects, is proposed, which can update with stability the state of n mass points of the mass-spring (MS) modei with time complexity of O (n ). The new implicit numerical integration technique of the authors, which is based on a simple approximation of the linear system, has great advantages over the existing implicit integration methods. Moreover, experiment shows that the new technique is highly efficient in animating a kind of non-rigid objects, and suitable for the draping module of the 3D garment CAD system. 展开更多
关键词 non-rigid object mass-spring model implicit integration 3D garment CAD
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Measurement and Correlation of Solid Drugs Solubility in Supercritical Systems
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作者 Mehdi Ardjmand Mehrdad Mirzajanzadeh Fatemeh Zabihi 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2014年第5期549-558,共10页
A dynamic experimental set-up was utilized to measure ibuprofen solubility in supercritical CO2 at the pressure range of 8-13 MPa and the temperatures of 308, 313 and 318 K. Mole fraction values varied from 0.015&#21... A dynamic experimental set-up was utilized to measure ibuprofen solubility in supercritical CO2 at the pressure range of 8-13 MPa and the temperatures of 308, 313 and 318 K. Mole fraction values varied from 0.015&#215;10^-3 to 3.261&#215;10^-3 and correlated by using seven different semi empirical equations of state (Bartle, Modi-fied Bartle, Mendez-Teja, Modified Mendez-Teja, Kumar-Johnson, Sung-shim and Gordillo) as well as seven cubic equations of state (van der Waals, Redlich-Kwong, Soave-Redlich-Kwong, Peng-Robinson, Stryjek-Vera, Patel-Teja-Valderana and Pazuki). Single and twin-parametric van der Walls mixing rules (vdW1, vdW2) were ap-plied in order to estimate the supercritical solution properties. The physicochemical properties were also obtained using Joback, Lydersen and Ambrose methods. Absolute average relatives deviation (AARD) were calculated and compared for all the correlating systems. Results showed that among the cubic equations of state (EOSs) the Pazuki equation (AARD=19.85% using vdW1 and AARD=8.79% using vdW2) and SRK equation (AARD=19.20%using vdW1 and AARD=10.03%using vdW2) predicted the ibuprofen solubility in supercritical CO2 with the least error in comparison to the others. Among the semi-empirical EOSs the most desirable deviation (AARD〈10%) was obtained by using Modified Bartle and Modified Mendez-Teja equations in all the studied temperatures. 展开更多
关键词 solubility measurement supercritical fluids cubic equations of state phase equilibrium modeling semi-empirical correlation
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