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基于行动分值的强化学习与奖赏优化 被引量:1
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作者 陈启军 肖云伟 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2007年第4期531-536,共6页
针对强化学习算法收敛速度慢、奖赏函数的设计需要改进的问题,提出一种新的强化学习算法.新算法使用行动分值作为智能行为者选择动作的依据.行动分值比传统的状态值具有更高的灵活性,因此更容易针对行动分值设计更加优化的奖赏函数,提... 针对强化学习算法收敛速度慢、奖赏函数的设计需要改进的问题,提出一种新的强化学习算法.新算法使用行动分值作为智能行为者选择动作的依据.行动分值比传统的状态值具有更高的灵活性,因此更容易针对行动分值设计更加优化的奖赏函数,提高学习的性能.以行动分值为基础,使用了指数函数和对数函数,动态确定奖赏值与折扣系数,加快行为者选择最优动作.从走迷宫的计算机仿真程序可以看出,新算法显著减少了行为者在收敛前尝试中执行的动作次数,提高了收敛速度. 展开更多
关键词 强化学习 行动分值 Q算法 奖赏函数
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Numerical analysis of flow and heat transfer behavior in fin-tube flat-plate solar collector 被引量:1
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作者 Namory Camara 陆慧林 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2007年第2期149-154,共6页
Temperature distribution over the absorber plate of a parallel flow flat-plate solar collector is numerically analyzed. The governing differential equations with boundary conditions are solved numerically using fluent... Temperature distribution over the absorber plate of a parallel flow flat-plate solar collector is numerically analyzed. The governing differential equations with boundary conditions are solved numerically using fluent software. Effects of the inlet mass flux, inlet temperature and tube spacing on velocity and temperature distributions are discussed. Numerical results show that the distributions of velocity and temperature of fluid is unsymmetrical inside pipe. 展开更多
关键词 SOLA ENERGY SIMULATION FLAT-PLATE
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Numerical simulation study of gob air leakage field and gas migration regularity in downlink ventilation 被引量:4
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作者 ZHANG Jian-rang WANG Chun-qiao DONG Ding-wen 《Journal of Coal Science & Engineering(China)》 2011年第3期316-320,共5页
Aiming at the issue that mass of gas emission from mining gob and the gas exceeded in working face, gob air leakage field and gas migration regularity in downlink ventilation was studied. In consideration of the influ... Aiming at the issue that mass of gas emission from mining gob and the gas exceeded in working face, gob air leakage field and gas migration regularity in downlink ventilation was studied. In consideration of the influence of natural wind pressure to analyze the stope face differential pressure, gob air leakage field distribution and gas migration regularity theoretically. Established a two-dimensional physical model with one source and one doab, and applied computational fluid dynamics analysis software Fluent to do numerical simulation, analyzed and contrasted to the areas of gob air leakage on size and gas emission from gob to working face on strength when using the downlink ventilation and uplink ventilation. When applied downward ventilation in stope face, the air leakage field of gob nearly working face, and the air leakage intensity were smaller than uplink, this can effectively reduce the gas emission from gob to working face; when used downlink ventilation, the air leakage airflow carry the lower amount of gas to doab than uplink ventilation, and more easily to mix the gas, reduced the possibility of gas accumulation in upper comer and the stratified flows, it can provide protection to mine with safe and effective production. 展开更多
关键词 downlink ventilation natural wind pressure air leakage field gas migration numerical simulation
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Real-time implementation of Kalman filter for unsteady flow measurement in a pipe
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作者 Kazushi Sanada 《International Journal of Hydromechatronics》 2018年第1期3-15,共13页
A Kalman filter which estimates unsteady laminar flow in a pipe is implemented on a real-time computing system. The plant model is the optimised finite element model of pipeline dynamics considering unsteady laminar f... A Kalman filter which estimates unsteady laminar flow in a pipe is implemented on a real-time computing system. The plant model is the optimised finite element model of pipeline dynamics considering unsteady laminar friction. A steady-state Kalman filter is built based on the model of pipeline dynamics. Pressure signals at both ends of a target section of a pipe are input to the model of pipeline dynamics, and as an output of the model an estimated pressure signal at a mid-point of the pipe is obtained. Difference between measured and estimated pressure signals at the mid-point is fed back to the model of pipeline dynamics to modify state variables of the model. According to the Kalman filter principle, the state variables of the model are adjusted so that they converge to real values. It is demonstrated that real-time implementation of the Kalman filter is possible with the sampling time of 0.1 ms. 展开更多
关键词 flow measurement unsteady flow flow rate POWER Kalman filter optimised finite element model pipeline dynamics real-time implementation PIPE hydromechatronics.
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A NEW SIMPLE 2-D PIECEWISE LINEAR MAP
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作者 Zeraoulia ELHADJ Julien Clinton SPROTT 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2010年第2期379-389,共11页
A new simple piecewise linear map of the plane is presented and analyzed, then a detailed study of its dynamical behaviour is described, along with some other dynamical phenomena, especially fixed points and their sta... A new simple piecewise linear map of the plane is presented and analyzed, then a detailed study of its dynamical behaviour is described, along with some other dynamical phenomena, especially fixed points and their stability, observation of a new chaotic attractors obtained via border collision bifurcation. An important resuk about coexisting chaotic attractors is also numerically studied and discussed. 展开更多
关键词 Border collision bifurcation new chaotic attractor piecewise linear map.
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