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计算摄影综述 被引量:14
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作者 徐树奎 涂丹 +1 位作者 李国辉 张军 《计算机应用研究》 CSCD 北大核心 2010年第11期4032-4039,共8页
随着计算机、传感器等先进技术的发展,一种新的摄影技术——计算摄影逐渐形成。计算摄影是利用计算机软件方法结合现代传感器及现代光学等技术创造出新型摄影设备以及相关应用的综合技术,它突破了传统数码摄影技术难以解决的种种难题,... 随着计算机、传感器等先进技术的发展,一种新的摄影技术——计算摄影逐渐形成。计算摄影是利用计算机软件方法结合现代传感器及现代光学等技术创造出新型摄影设备以及相关应用的综合技术,它突破了传统数码摄影技术难以解决的种种难题,成为摄影技术的又一次新的变革。为加深对计算摄影研究领域的了解,从计算场景、计算光学、计算传感器以及计算处理四个方面介绍了计算摄影研究的热点问题,总结了计算摄影存在的问题及其发展趋势。 展开更多
关键词 计算摄影 计算场景 计算光学 计算传感器 计算处理 高动态范围 多图像融合 光场
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NUMERICAL SIMULATION OF FLOW AND HEAT TRANSFER CHARA-CTERISTICS OUTSIDE A PERIODICALLY VIBRATING TUBE 被引量:14
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作者 JIANG Bo TIAN Mao-cheng LENG Xue-li TANG Yu-feng PAN Ji-hong 《Journal of Hydrodynamics》 SCIE EI CSCD 2008年第5期629-636,共8页
Fluid flow and heat transfer characteristics outside a vibrating tube were numerically simulated by the dynamic mesh method. The mechanism of heat transfer enhancement via periodic vibration of the tube was explored b... Fluid flow and heat transfer characteristics outside a vibrating tube were numerically simulated by the dynamic mesh method. The mechanism of heat transfer enhancement via periodic vibration of the tube was explored by using the field synergy principle. It is found that the field synergy angle between fluid velocity vector and temperature gradient vector for a periodically vibrating tube is significantly smaller than that for a stationary tube, and it changes approximately according to the sinusoidal law in a vibration period. The effect of time phase of the vibration on the field synergy angle and convective heat transfer coefficient were also discussed. Results indicate that the vibration can enhance heat transfer and this effect is more remarkable when time phase angle ranges between 50° and 1400 in a half period. Especially when the time phase angle is 90°, the average field synergy angle outside the tube reaches the minimum, which leads to the best heat transfer performance. 展开更多
关键词 heat transfer enhancement dynamic mesh vibration field synergy computational Fluid Dynamics (CFD)
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带附体潜艇尾流场的数值模拟与验证 被引量:10
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作者 李艳 姚震球 《江苏科技大学学报(自然科学版)》 CAS 北大核心 2006年第2期7-12,共6页
对美国DARPA潜艇模型SUBOFF尾流场进行了数值模拟,采用湍流模型k-ε、k-ω与壁面函数相结合,直接求解RANS方程,并将计算结果与试验结果进行了比较分析,验证了数值方法的可靠性。在此基础上将SUBOFF模型改变为“X”型尾翼,对其尾流场进... 对美国DARPA潜艇模型SUBOFF尾流场进行了数值模拟,采用湍流模型k-ε、k-ω与壁面函数相结合,直接求解RANS方程,并将计算结果与试验结果进行了比较分析,验证了数值方法的可靠性。在此基础上将SUBOFF模型改变为“X”型尾翼,对其尾流场进行了数值模拟分析。 展开更多
关键词 计算流体力学 潜艇 尾流场
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Numerical and experimental studies of flow field in hydrocyclone with air core 被引量:12
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作者 崔宝玉 魏德洲 +2 位作者 高淑玲 刘文刚 Yu-qing FENG 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第8期2642-2649,共8页
For the flow field in a d50 mm hydrocyclone, numerical studies based on computational fluid dynamics (CFD) simulation and experimental studies based on particle image velocimetry (PIV) measurement were carried out res... For the flow field in a d50 mm hydrocyclone, numerical studies based on computational fluid dynamics (CFD) simulation and experimental studies based on particle image velocimetry (PIV) measurement were carried out respectively. The results of two methods show that air core generally forms after 0.7 s, the similar characteristics of air core can be observed. Vortexes and axial velocity distributions obtained by numerical and experimental methods are also in good agreement. Studies of different parameters based on CFD simulation show that tangential velocity distribution inside the hydrocyclone can be regarded as a combined vortex. Axial and tangential velocities increase as the feed rate increases. The enlargement of cone angle and overflow outlet diameter can speed up the overflow discharge rate. The change of underflow outlet diameter has no significant effect on axial and tangential velocities. 展开更多
关键词 HYDROCYCLONE computational fluid dynamics particle image velocimetry flow field air core
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Analysis of a Propeller Wake Flow Field Using Viscous Fluid Mechanics 被引量:11
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作者 Miao He Chao Wang +1 位作者 Xin Chang Sheng Huang 《Journal of Marine Science and Application》 2012年第3期295-300,共6页
The computational fluid dynamics (CFD) method is used to numerically simulate a propeller wake flow field in open water. A sub-domain hybrid mesh method was adopted in this paper. The computation domain was separate... The computational fluid dynamics (CFD) method is used to numerically simulate a propeller wake flow field in open water. A sub-domain hybrid mesh method was adopted in this paper. The computation domain was separated into two sub-domains, in which tetrahedral elements were used in the inner domain to match the complicated geometry of the propeller, while hexahedral elements were used in the outer domain. The mesh was locally refined on the propeller surface and near the wake flow field, and a size function was used to control the growth rate of the grid. Sections at different axial location were used to study the spatial evolution of the propeller wake in the region ranging from the disc to one propeller diameter (D) downstream. The numerical results show that the axial velocity fluctuates along the wake flow; radial velocity, which is closely related to vortices, attenuates strongly. The trailing vortices interact with the tip vortex at the blades' trailing edge and then separate. The strength of the vortex shrinks rapidly, and the radius decreases 20% at one diameter downstream. 展开更多
关键词 computational fluid dynamics (CFD) viscous fluid mechanics sub-domain hybrid mesh wakevelocity field
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继承、颠覆与超越——计算摄影 被引量:7
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作者 徐树奎 张军 +1 位作者 涂丹 李国辉 《计算机研究与发展》 EI CSCD 北大核心 2012年第1期128-143,共16页
计算摄影是利用计算机及软件方法结合现代传感器、现代光学等技术创造出新型摄影设备及应用的综合技术.计算摄影在继承已有摄影技术的基础上,通过对传统摄影技术中各个部件、工作过程甚至是原理上的改进与革新,突破了现有摄影技术的种... 计算摄影是利用计算机及软件方法结合现代传感器、现代光学等技术创造出新型摄影设备及应用的综合技术.计算摄影在继承已有摄影技术的基础上,通过对传统摄影技术中各个部件、工作过程甚至是原理上的改进与革新,突破了现有摄影技术的种种限制,成为摄影技术的又一次革命.计算摄影是一个涉及众多学科的交叉研究领域,针对同一个问题有很多不同的角度和方法.为了全面了解计算摄影这个新兴领域,以计算相机原理为线索,从计算场景、计算光学、计算传感器以及计算处理4个方面介绍了计算摄影研究的热点问题和实例.最后总结了目前计算摄影现状及发展趋势. 展开更多
关键词 计算摄影 计算场景 计算光学 计算传感器 计算处理 图像清晰化 高动态范围 光场
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广域高分辨率计算光学成像系统研究进展 被引量:8
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作者 刘飞 吴晓琴 +3 位作者 赵琳 段景博 李江勇 邵晓鹏 《激光与光电子学进展》 CSCD 北大核心 2021年第18期1-26,共26页
为了克服光电成像系统中广域和高分辨率相互制约的问题,想要在获得更大成像视场范围的同时获取更多的细节信息,广域高分辨率计算光学成像技术应运而生。截至目前,计算光学成像系统已有大量研究成果,且在多个领域中被广泛应用。对国内外... 为了克服光电成像系统中广域和高分辨率相互制约的问题,想要在获得更大成像视场范围的同时获取更多的细节信息,广域高分辨率计算光学成像技术应运而生。截至目前,计算光学成像系统已有大量研究成果,且在多个领域中被广泛应用。对国内外相关的广域高分辨率计算光学成像系统中的单镜扫描系统、多探测器拼接系统、多尺度成像系统及多镜头拼接系统进行了系统阐述,分析总结了优缺点,并对广域高分辨率计算光学成像系统的未来发展做了展望。 展开更多
关键词 成像系统 计算成像 光学系统 广域 高分辨率
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Flow Field Characteristics for Parachute-projectile System 被引量:6
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作者 ZHU Yong LIU Li WANG Zhengping 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第5期813-819,共7页
In the current research for parachute flow field nowadays,the size of parachutes in previous research are so large compared with their carriers that the effects of the carriers wake flow to parachute are always neglec... In the current research for parachute flow field nowadays,the size of parachutes in previous research are so large compared with their carriers that the effects of the carriers wake flow to parachute are always neglected.Different from such large parachutes,the parachute size in this paper is on the same magnitude with the carrier,thus,the carrier can obviously affect the parachute flow field.In this paper,flow field characteristics of small parachute for projectile decelerating are researched through two approaches,namely,computational fluid dynamics(CFD) simulation and wind tunnel tests.Three parachutes with various sizes are chosen for study.Firstly,the CFD simulation of flow field around these parachutes is carried out,and then the CFD simulation of parachute-projectile systems is executed.According to the simulation results,the phenomenon is observed that in the simulations of parachutes there are two vortex-rings at the wind shadow of parachutes,however,in the second simulations of parachute-projectile systems,two additional vortex-rings emerge inside the parachutes.Due to these two inner vortex-rings,the pressure inside parachutes decreases.As a result,the drag of parachute in simulation of parachute-projectile systems is about 20% smaller compared with the prior one.In order to verify the numerical results of CFD simulations,wind tunnel tests are employed.In terms of the data of the wind tunnel tests,the CFD simulation for flow field characteristics is reasonable and feasible.The results of both CFD simulation and wind tunnel tests demonstrated the influence of projectile wake flow to parachute drag can not be neglected if the parachute size is on the same magnitude with projectile.The influence to parachute drag from the ratio of projectile diameter to parachute diameter is also analyzed both in CFD simulations and wind tunnel tests.The approach combined CFD simulation and wind tunnel tests proposed can be used to guide the design of such parachute whose size is on the same magnitude with carrier. 展开更多
关键词 PARACHUTE PROJECTILE flow field computational fluid dynamics(CFD) wind tunnel test
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探索心理生理计算场理论
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作者 胡斌 钱昆 +4 位作者 董群喜 沈健 孙淑婷 孙乃迪 蔡然 《北京理工大学学报》 EI CAS CSCD 北大核心 2024年第7期740-749,共10页
人类心智工作机制长期以来是脑科学领域的未解之谜,“心理生理计算”理论的提出为探究心智工作机制提供了量化度量的方法,即可以通过采集人体生理参数,借助人工智能和大数据的方法实现对人的心理状态进行量化评估.然而,当前“心理生理... 人类心智工作机制长期以来是脑科学领域的未解之谜,“心理生理计算”理论的提出为探究心智工作机制提供了量化度量的方法,即可以通过采集人体生理参数,借助人工智能和大数据的方法实现对人的心理状态进行量化评估.然而,当前“心理生理计算”理论离全面、客观地认识心智工作机制还存在一定距离.提出一种“心理生理计算场理论”,旨在通过引入物理学场理论的方法,结合“心理生理计算”理论构建客观量化反映人类心理状态动态变化规律的模型,推进精神疾病的分层分类和个性化、精准化诊疗. 展开更多
关键词 心理生理计算 情感计算 场理论 脑科学 社会计算
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Deep learning-based scattering removal of light field imaging 被引量:5
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作者 Weihao Wang Xing Zhao +1 位作者 Zhixiang Jiang Ya Wen 《Chinese Optics Letters》 SCIE EI CAS CSCD 2022年第4期16-22,共7页
Light field imaging has shown significance in research fields for its high-temporal-resolution 3D imaging ability.However,in scenes of light field imaging through scattering,such as biological imaging in vivo and imag... Light field imaging has shown significance in research fields for its high-temporal-resolution 3D imaging ability.However,in scenes of light field imaging through scattering,such as biological imaging in vivo and imaging in fog,the quality of 3D reconstruction will be severely reduced due to the scattering of the light field information.In this paper,we propose a deep learning-based method of scattering removal of light field imaging.In this method,a neural network,trained by simulation samples that are generated by light field imaging forward models with and without scattering,is utilized to remove the effect of scattering on light fields captured experimentally.With the deblurred light field and the scattering-free forward model,3D reconstruction with high resolution and high contrast can be realized.We demonstrate the proposed method by using it to realize high-quality 3D reconstruction through a single scattering layer experimentally. 展开更多
关键词 computational imaging light field imaging scattering imaging deep learning
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Numerical Study on the Aerodynamic and Fluid−Structure Interaction of An NREL-5MW Wind Turbine
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作者 ZHAO Mi YU Wan-li +2 位作者 WANG Pi-guang QU Yang DU Xiu-li 《China Ocean Engineering》 SCIE EI CSCD 2024年第3期363-378,共16页
A 5-MW wind turbine has been modeled and analyzed for fluid-structure interaction and aerodynamic performance.In this study, a full-scale model of a 5-MW wind turbine is first developed based on a computational fluid ... A 5-MW wind turbine has been modeled and analyzed for fluid-structure interaction and aerodynamic performance.In this study, a full-scale model of a 5-MW wind turbine is first developed based on a computational fluid dynamics(CFD) approach, in which the unsteady, noncompressible Reynolds Averaged Navier-Stokes(RANS) method is used. The main focus of the study is to analyze the tower shadow effect on the aerodynamic performance of the wind turbine under different inlet flow conditions. Subsequently, the finite element model is established by considering fluid/structure interactions to study the structural stress, displacement, strain distributions and flow field information of the structure under the uniform wind speed. Finally, the fluid-structure interaction model is established by considering turbulent wind and the tower shadow effect. The variation rules of the dynamic response of the one-way and two-way fluid-structure interaction(FSI) models under different wind speeds are analyzed, and the numerical calculation results are compared with those of the centralized mass model. The results show that the tower shadow effect and structural deformation are the main factors affecting the aerodynamic load fluctuation of the wind turbine, which in turn affects the aerodynamic performance and structural stability of the blades. The structural dynamic response of the coupled model shows significant similarity, while the structural displacement response of the former exhibits less fluctuation compared with the conventional centralized mass model. The one-way fluid-structure interaction(FSI)model shows a higher frequency of stress-strain and displacement oscillations on the blade compared with the two-way FSI model. 展开更多
关键词 computational fluid dynamics methods(CFD) tower shadow effect aerodynamic performance fluidstructure interaction space flow field
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含水管混凝土温度场分析方法进展 被引量:6
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作者 左正 胡昱 李庆斌 《水力发电学报》 EI CSCD 北大核心 2018年第7期74-90,共17页
温度场关乎着大体积混凝土工程施工期的安全与健康,埋设冷却水管作为最常见的温度控制措施,对含水管混凝土温度分析方法的研究有重要的科学意义与实际应用价值,其实质是小口径管内循环流体与固体间的传热分析问题。文章阐述了关于大体... 温度场关乎着大体积混凝土工程施工期的安全与健康,埋设冷却水管作为最常见的温度控制措施,对含水管混凝土温度分析方法的研究有重要的科学意义与实际应用价值,其实质是小口径管内循环流体与固体间的传热分析问题。文章阐述了关于大体积混凝土埋设冷却水管的温度场分析方法的研究现状、进展和未来发展方向。首先,对含水管混凝土传热问题进行了描述。然后,介绍了数学求解方法、伪三维化方法、常规有限单元方法、改进有限单元法等含水管混凝土温度场分析方法,并讨论了各分析方法的优缺点。最后,从学科发展与实际应用的角度展望含水管混凝土温度场分析方法的未来发展方向。 展开更多
关键词 水利工程 大体积混凝土 计算力学 温度场 冷却水管
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Efficient construction of a substitution box based on a Mordell elliptic curve over a finite field 被引量:4
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作者 Naveed Ahmed AZAM Umar HAYAT Ikram ULLAH 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2019年第10期1378-1389,共12页
Elliptic curve cryptography has been used in many security systems due to its small key size and high security compared with other cryptosystems. In many well-known security systems, a substitution box (S-box) is the ... Elliptic curve cryptography has been used in many security systems due to its small key size and high security compared with other cryptosystems. In many well-known security systems, a substitution box (S-box) is the only non-linear component. Recently, it has been shown that the security of a cryptosystem can be improved using dynamic S-boxes instead of a static S-box. This necessitates the construction of new secure S-boxes. We propose an efficient method to generate S-boxes that are based on a class of Mordell elliptic curves over prime fields and achieved by defining different total orders. The proposed scheme is devel-oped in such a way that for each input it outputs an S-box in linear time and constant space. Due to this property, our method takes less time and space than the existing S-box construction methods over elliptic curves. Computational results show that the pro-posed method is capable of generating cryptographically strong S-boxes with security comparable to some of the existing S-boxes constructed via different mathematical structures. 展开更多
关键词 SUBSTITUTION BOX FINITE field Mordell ELLIPTIC CURVE Total order computational COMPLEXITY
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一种新的动态门限数字签名方案研究 被引量:5
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作者 张言胜 汪学明 仇各各 《信息网络安全》 2016年第6期62-67,共6页
针对动态门限数字签名方案存在的计算域过大、合谋伪造攻击等问题,文章提出了一种新的动态门限数字签名方案。文章先以多门限值多秘密共享协议为基础,设计了一种新的成员密钥分发方案,利用新的密钥分发方案结合超椭圆曲线公钥密码体制(H... 针对动态门限数字签名方案存在的计算域过大、合谋伪造攻击等问题,文章提出了一种新的动态门限数字签名方案。文章先以多门限值多秘密共享协议为基础,设计了一种新的成员密钥分发方案,利用新的密钥分发方案结合超椭圆曲线公钥密码体制(HECC)给群成员分发密钥、计算全体成员的公钥及群公钥,接着以EIGamal型数字签名方案为基础设计了一个新的动态门限数字签名方案。该方案允许在群体中共享多个组公钥,每个组公钥对应一个不同的门限值。新的方案与当前方案相比具有较小的计算域,通过定理也证明了新方案的正确性且能够抵抗各种伪造攻击。 展开更多
关键词 动态门限数字签名方案 计算域 合谋伪造攻击 密钥分发 多门限值多秘密共享协议 超椭圆曲线密码体制
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基于一元流动的航空离心泵综合损失模型与效率预测 被引量:5
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作者 符江锋 李华聪 +2 位作者 樊丁 申文博 刘显为 《西北工业大学学报》 EI CAS CSCD 北大核心 2018年第5期807-815,共9页
给出了一种全面考虑离心泵内各种损失形式的综合损失模型的建立方法,通过深入分析离心泵吸入室、叶轮、无叶扩压室、蜗壳形集水室和出口扩散段在内的各通流部件几何结构及损失机理,结合一元流动理论分别建立离心泵的水力损失模型、容积... 给出了一种全面考虑离心泵内各种损失形式的综合损失模型的建立方法,通过深入分析离心泵吸入室、叶轮、无叶扩压室、蜗壳形集水室和出口扩散段在内的各通流部件几何结构及损失机理,结合一元流动理论分别建立离心泵的水力损失模型、容积损失模型、轮盘摩擦损失和机械损失模型,最终构建一个能够表征12个离心泵主要设计参数与泵效率间的综合损失模型。基于所建立的损失模型进行了某航空燃油离心泵的性能预测研究,并将损失模型预测结果与试验数据、CFD仿真数据进行了对比研究。仿真结果表明:采用损失模型的效率预测值与该型航空离心泵试验数据相对误差小于2.8%,在设计工况下,CFD仿真得到的离心泵效率与试验数据相比误差在4.4%以内,损失模型的预测效率相比较CFD预测值,准确性高于CFD方法 1.6%,表明所建立损失模型预测效率精度优于CFD方法,能够用于准确的预测离心泵设计过程的工作效率。 展开更多
关键词 计算效率 流场 流量 可靠性分析
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圆中环沉沙排沙池流场三维数值模拟研究 被引量:5
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作者 张军 侍克斌 +2 位作者 高亚平 王进 姜海波 《水力发电学报》 EI CSCD 北大核心 2015年第3期103-110,共8页
针对新型二级泥沙处理设施—圆中环沉沙排沙池,采用RNG k-ε湍流模型结合自由水面追踪的VOF方法对其流场进行水气二相流三维数值模拟。计算得出流速分布特性,在数值模拟结果与模型试验结果吻合良好的基础上,揭示流场分布规律。研究结果... 针对新型二级泥沙处理设施—圆中环沉沙排沙池,采用RNG k-ε湍流模型结合自由水面追踪的VOF方法对其流场进行水气二相流三维数值模拟。计算得出流速分布特性,在数值模拟结果与模型试验结果吻合良好的基础上,揭示流场分布规律。研究结果表明:数值模拟可弥补物理模型试验不足,对类似工程基本可以代替模型试验,提高研究效率;计算显示"圆中环"径向速度在数值上大于轴向及切向速度,表层水体径向流速大小沿径向及垂向锐减,水体沿径向存在回流区。 展开更多
关键词 计算水力学 圆中环沉沙排沙池 紊流数值模拟 VOF法 流场
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基于空间光调制器的动态全息再现技术研究 被引量:1
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作者 吴晴晴 蒋世磊 +3 位作者 张锦 孙国斌 胡驰 刘严严 《光学与光电技术》 2023年第2期65-71,共7页
为了使空间光调制器实时产生大景深的再现像,运用GS算法计算出不同参数下的全息图。通过计算全息重建算法仿真得到不同傅里叶全息图下的再现像。在无傅里叶变换透镜的情况下,利用计算机将不同参数下的傅里叶全息图输出到空间光调制器,... 为了使空间光调制器实时产生大景深的再现像,运用GS算法计算出不同参数下的全息图。通过计算全息重建算法仿真得到不同傅里叶全息图下的再现像。在无傅里叶变换透镜的情况下,利用计算机将不同参数下的傅里叶全息图输出到空间光调制器,通过分析二维实时动态显示的再现像表明,当傅里叶全息图的采样点数为1024×768,采样间隔为18μm时,再现像景深为275 cm,该参数下再现像景深最大;通过分析不同参数的傅里叶全息图再现像,实验结果表明相位图像元尺寸越小再现像景深越大,并且在相同参数下有傅里叶变换透镜时的再现像景深小于无傅里叶变换透镜时的再现像景深。 展开更多
关键词 计算全息 液晶空间光调制器 GS算法 实时再现 景深
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Creation mechanism of electron-positron pair on equally spaced multiple localized fields
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作者 李传可 林南省 +2 位作者 周鲜鲜 江淼 李英骏 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第9期261-266,共6页
We investigate the electron-positron creation process from multiple equally spaced distributed oscillating electric fields.The computational quantum field theory(CQFT)is applied to analyze the effect of the number of ... We investigate the electron-positron creation process from multiple equally spaced distributed oscillating electric fields.The computational quantum field theory(CQFT)is applied to analyze the effect of the number of local fields,the distance between them,and their potential height on the created particle number.It is found that whether adjacent electric fields overlap plays an important role.The creation rate exhibits a direct linear relationship with the number of fields when they do not overlap,but exceeds the sum of the rate when the fields alone.They exhibit a distinctly nonlinear relationship when they overlap,and in particular exhibit a quadratic relationship when the fields completely overlap.These phenomena corroborate that the particle pair creation in the interaction region is non-uniform and influenced by the strength of the central strongest electric field. 展开更多
关键词 electron-positron pair creation ultra-strong laser field computational quantum field theory
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Predicting the effects of selected reservoir petrophysical properties on bottomhole pressure via three computational intelligence techniques
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作者 Emmanuel E.Okoro Samuel E.Sanni +1 位作者 Tamunotonjo Obomanu Paul Igbinedion 《Petroleum Research》 EI 2023年第1期118-129,共12页
This study investigates the effects of selected petrophysical properties on predicting flowing well bottomhole pressure.To efficiently situate the essence of this investigation,genetic,imperialist competitive and whal... This study investigates the effects of selected petrophysical properties on predicting flowing well bottomhole pressure.To efficiently situate the essence of this investigation,genetic,imperialist competitive and whale optimization algorithms were used in predicting the bottomhole pressure of a reservoir using production data and some selected petrophysical properties as independent input variables.A total of 15,633 data sets were collected from Volvo field in Norway,and after screening the data,a total of 9161 data sets were used to develop apt computational intelligence models.The data were randomly divided into three different groups:training,validation,and testing data.Two case scenarios were considered in this study.The first scenario involved the prediction of flowing bottomhole pressure using only eleven independent variables,while the second scenario bothered on the prediction of the same flowing bottomhole pressure using the same independent variables and two selected petrophysical properties(porosity and permeability).Each of the two scenarios involved as implied in the first scenario,the use of three(3)heuristic search optimizers to determine optimal model architectures.The optimizers were allowed to choose the optimal number of layers(between 1 and 10),the optimal number of nodal points(between 10 and 100)for each layer and the optimal learning rate required per task/operation.the results,showed that the models were able to learn the problems well with the learning rate fixed from 0.001 to 0.0001,although this became successively slower as the leaning rate decreased.With the chosen model configuration,the results suggest that a moderate learning rate of 0.0001 results in good model performance on the trained and tested data sets.Comparing the three heuristic search optimizers based on minimum MSE,RMSE,MAE and highest coefficient of determination(R^(2))for the actual and predicted values,shows that the imperialist competitive algorithm optimizer predicted the flowing bottomhole pressure most accurately 展开更多
关键词 computational intelligence Bottomhole pressure Petrophysical properties Heuristic search optimizer Volvo field data
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Numerical computation and analysis of unsteady viscous flow around autonomous underwater vehicle with propellers based on sliding mesh 被引量:4
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作者 高富东 潘存云 韩艳艳 《Journal of Central South University》 SCIE EI CAS 2012年第4期944-952,共9页
The flexible transmission shaft and wheel propeller are combined as the kinetic source equipment, which realizes the nmlti-motion modes of the autonomous underwater vehicle (AUV) such as vectored thruster and wheele... The flexible transmission shaft and wheel propeller are combined as the kinetic source equipment, which realizes the nmlti-motion modes of the autonomous underwater vehicle (AUV) such as vectored thruster and wheeled movement. In order to study the interactional principle between the hull and the wheel propellers while the AUV navigating in water, the computational fluid dynamics (CFD) method is used to simulate numerically the unsteady viscous flow around AUV with propellers by using the Reynolds-averaged Navier-Stokes (RANS) equations, shear-stress transport (SST) k-w model and pressure with splitting of operators (PISO) algorithm based on sliding mesh. The hydrodynamic parameters of AUV with propellers such as resistance, pressure and velocity are got, which reflect well the real ambient flow field of AUV with propellers. Then, the semi-implicit method for pressure-linked equations (SIMPLE) algorithm is used to compute the steady viscous flow field of AUV hull and propellers, respectively. The computational results agree well with the experimental data, which shows that the numerical method has good accuracy in the prediction of hydrodynamic performance. The interaction between AUV hull and wheel propellers is predicted qualitatively and quantitatively by comparing the hydrodynamic parameters such as resistance, pressure and velocity with those from integral computation and partial computation of the viscous flow around AUV with propellers, which provides an effective reference to the shady on noise and vibration of AUV hull and propellers in real environment. It also provides technical support for the design of new AUVs. 展开更多
关键词 computational fluid dynamics sliding mesh wheel propeller autonomous underwater vehicle viscous flow field
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