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Deep Synchronization Control of Grid-Forming Converters:A Reinforcement Learning Approach
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作者 Zhuorui Wu Meng Zhang +2 位作者 Bo Fan Yang Shi Xiaohong Guan 《IEEE/CAA Journal of Automatica Sinica》 2025年第1期273-275,共3页
Dear Editor,This letter proposes a deep synchronization control(DSC) method to synchronize grid-forming converters with power grids. The method involves constructing a novel controller for grid-forming converters base... Dear Editor,This letter proposes a deep synchronization control(DSC) method to synchronize grid-forming converters with power grids. The method involves constructing a novel controller for grid-forming converters based on the stable deep dynamics model. To enhance the performance of the controller, the dynamics model is optimized within the deep reinforcement learning(DRL) framework. Simulation results verify that the proposed method can reduce frequency deviation and improve active power responses. 展开更多
关键词 reduce frequency deviation enhance performance stable deep dynamics model improve active power responses deep reinforcement learning drl dynamics model deep synchronization control dsc deep synchronization control
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Researches on the PAM/Cr^3+ Gel for Deep Profile Control 被引量:1
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作者 ChangXuejun LiuXuejun +1 位作者 WangQunyi GaoShusheng 《Petroleum Science》 SCIE CAS CSCD 2004年第1期65-69,共5页
The profile control hard-gel is composed of polyarylamide (5-6g/L), whose molecular weight is 4,000,000 - 7,000,000 and hydrolysis degree is 17.6%, and cross-linking oxidation-reduction agent (Na2Cr2O7 + NH4Cl), with ... The profile control hard-gel is composed of polyarylamide (5-6g/L), whose molecular weight is 4,000,000 - 7,000,000 and hydrolysis degree is 17.6%, and cross-linking oxidation-reduction agent (Na2Cr2O7 + NH4Cl), with an delayed organic acid crosslinker which contains lactic acid/propionic acid/ethanoic acid and ethylene glycol. After research of the influence factors, such as pH, temperature, salinity and the dosage of delayed crosslinker, the optimum condition(pH 5.2, temperature 55℃, salinity < 7g/L) was found. Gelation time (12-144h) can be controlled by adjusting the dosage of the delayed crosslinker. Deep profile control experiments are carried out on heterogeneous models, which contains three serial high permeable and low permeable cores arranged in a parallel. After water flooding (total recovery, 24.3%), the first, second and third high-permeable cores each are sealed in turn by the profile control agent, and the total displacement recovery increases to 46.8%, 62.2% and 69.1% respectively. So, the greater the sealed depth, the larger the enhancing recovery will be. Finally, the oil displacement mechanisms of deep profile control are discussed. 展开更多
关键词 deep profile control hard-gel delayed cross-linker gelation time heterogeneous model sealed depth
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PREDICTION AND CONTROL OF ROCKBURST DURING DEEP EXCAVATION OF A GOLD MINE IN CHINA 被引量:2
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作者 Zhang Guang,Chen Jingxi,Hu Bin (Institute of Rock and Soil Mechanics,The Chinese Academy of Sciences, Wuhan 430071 China) 《岩石力学与工程学报》 EI CAS CSCD 北大核心 2003年第10期1607-1612,共6页
The studies of prediction and control of rockburst are presented during deep excavation in a gold mine in China. Firstly,the stress-relief method is used to obtain a vast amount of data about initial geostress. Second... The studies of prediction and control of rockburst are presented during deep excavation in a gold mine in China. Firstly,the stress-relief method is used to obtain a vast amount of data about initial geostress. Secondly,3D FEM analyses of large scale are performed to find out the law of geostress distribution at various excavation levels of the mining area. At the same time,as an equally important measure,six typical kinds of rock blocks are sampled for the experimental study of rockburst tendency. According to the synthesized results of the theoretical and testing results,the methods of brittleness coefficient,brittle index and stress,and so on,are adopted. Finally,the evaluation on the possibility of rockbursts is given that may take place at the deep mining area and some effective measures are put forward to prevent and control the rockburst. 展开更多
关键词 中国 金矿 开挖 岩爆预报 控制
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Double-directional control bolt support technology and engineering application at large span Y-type intersections in deep coal mines 被引量:13
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作者 GUO, Zhibiao SHI, Jianjun +2 位作者 WANG, Jiong CAI, Feng WANG, Fuqiang 《Mining Science and Technology》 EI CAS 2010年第2期254-259,共6页
Under deep and complex geological conditions,severe deformation occurs at intersection points of Y-type roadways with large cross sections during engineering projects in coal mines,especially at junction arches.Based ... Under deep and complex geological conditions,severe deformation occurs at intersection points of Y-type roadways with large cross sections during engineering projects in coal mines,especially at junction arches.Based on in-situ investigations and theoretical studies,we have summarized typical forms of destruction and identified high stress and unrestricted support at both sides of junction arch as its main causes.In this study,we also presented double-directional control bolt support technology for a large Y-type span intersection,applied to deep intersection engineering in the Jiahe Coal Mine,which has proved effective. 展开更多
关键词 Y-type intersection double-directional control bolt support deep coal mines
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Tunnel Surrounding Rock Deformation Characteristics and Control in Deep Coal Mining 被引量:2
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作者 Zhiqiang Zhao Housheng Jia +1 位作者 Bo Peng Yangyang Dong 《Geomaterials》 2013年第1期24-27,共4页
In order to study the failure characteristics and control method of deep tunnel surrounding rock, based on the stress test, the structure and stress state of the main transportation tunnel surrounding rock in Mine Zha... In order to study the failure characteristics and control method of deep tunnel surrounding rock, based on the stress test, the structure and stress state of the main transportation tunnel surrounding rock in Mine Zhaogezhuang level 14 was analyzed, and it shows that the surrounding rock is exposed to an interphase hard and soft disadvantageous structure state and complex high stress repeated addition area;Through the theoretical analysis and the statistical data, the relation between the tunnel stress transformation and the surrounding rock deformation was proposed;Through the numerical simulation of the tunnel surrounding rock failure process with the help of RFPA procedure, the results show that the damage of the transportation tunnel level 14 mainly occurs in the bottom and the two coal ribs, and the failure process is spreading from the bottom to the two coal ribs, and the effect of the surrounding rock deformation control is obvious by using the way of 2.5 m anchor with 1.0 m grouting strengthening. 展开更多
关键词 deep TUNNEL SURROUNDING ROCK control Stress TRANSFORMATION DEFORMATION Characteristics
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Adaptability Analysis of Deep Profile Control and Flooding Formula System in Water Injection Oilfield
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作者 GUO Lina 《外文科技期刊数据库(文摘版)工程技术》 2021年第12期867-870,共6页
Affected by reservoir heterogeneity, there is often a serious problem of water channeling in the late stage of water injection oilfield development. Conventional water injection adjustment is difficult to further impr... Affected by reservoir heterogeneity, there is often a serious problem of water channeling in the late stage of water injection oilfield development. Conventional water injection adjustment is difficult to further improve water drive recovery. It is necessary to adopt deep profile control and displacement technology to block water channeling channel and improve water drive efficiency.Based on the analysis of deep profile control and flooding mechanism, this paper analyzes the composition, technical indexes and adaptive conditions of seven types of profile control and flooding agent formula system, and takes block J as an example to analyze the deep adjustment effect in detail, including profile control and flooding agent system, injection volume and changes of various indexes after profile control and flooding. The effect of increasing oil and controlling water is remarkable, with an efficiency of 36.148 million yuan and an input-output ratio of 1:2.81,To achieve the purpose of cost reduction and efficiency increase under low oil prices, the achievements and understanding can provide reference experience for peers. 展开更多
关键词 water injection oilfield deep profile control and flooding formulation system adaptability analysis
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Research and Application of Deep Profile Control and Flooding Technology in Water Flooding Reservoir
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作者 ZHANGMengmeng 《外文科技期刊数据库(文摘版)工程技术》 2022年第5期173-177,共5页
Affected by factors such as rapid change of sedimentary microfacies in plane, serious reservoir heterogeneity in vertical direction and perfection of injection-production well pattern, low utilization rate of injected... Affected by factors such as rapid change of sedimentary microfacies in plane, serious reservoir heterogeneity in vertical direction and perfection of injection-production well pattern, low utilization rate of injected water exists in water injection development of block S, which results in serious water flooding, low water flooding efficiency and high dispersion of remaining oil, as well as poor downhole technical conditions, so it is difficult to further improve oil recovery by conventional water injection adjustment. Including chemical agent system optimization design, pilot test well group optimization, injection volume design, development index prediction, etc. Five well groups were implemented on site. Two wells were sidetracked in the old wells, with an average daily oil production of 43 tons, comprehensive water cut of 4.2%, cumulative oil production of 25,200 tons in stages, improvement in water injection pressure, waterline propulsion speed, formation water absorption status, etc. The purpose of cost reduction and efficiency enhancement was achieved under low oil price. The results and understanding provided reference experience for similar reservoirs. 展开更多
关键词 water-injected reservoir serious water channeling deep profile control and flooding technical res
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Path Following Control of A Deep-Sea Manned Submersible Based upon NTSM 被引量:7
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作者 马岭 崔维成 《China Ocean Engineering》 SCIE EI 2005年第4期625-636,共12页
In this paper, a robust path following control law is proposed for a deep-sea manned submersible maneuvering along a predeterminated path. Developed in China, the submersible is underactuated in the horizontal plane i... In this paper, a robust path following control law is proposed for a deep-sea manned submersible maneuvering along a predeterminated path. Developed in China, the submersible is underactuated in the horizontal plane in that it is actuated by two perpendicular thrusts in this plane. The advanced non-singular terminal sliding mode (NTSM) is implemented for the design of the path following controller, which can ensure the convergence of the motion system in finite time and improve its robustness against parametric uncertainties and environmental disturbances. In the process of controller design, the close-loop stability is considered and proved by Lyapunov' s stability theory. With the experimental data, numerical simulations are provided to verify the control law for path following of the deep-sea manned submersible. 展开更多
关键词 path following deep-sea manned submersible terminal sliding mode control ROBUSTNESS
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KEY TECHNOLOGY IN INTELLIGENT CONTROL FOR SHEET METAL DEEP DRAWING
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作者 罗亚军 赵军 +1 位作者 何丹农 张永清 《Journal of Shanghai Jiaotong university(Science)》 EI 2001年第1期27-30,共4页
Intellectualization of sheet metal in deep drawing is a new combined technology, which is concerned with control science and computer science and sheet metal forming theory. The intelligent control system for sheet me... Intellectualization of sheet metal in deep drawing is a new combined technology, which is concerned with control science and computer science and sheet metal forming theory. The intelligent control system for sheet metal deep drawing consists of four fundamental factors: real time measurement, identification, prediction and control. Real time identification of material properties and friction coefficient is the most important factor in the whole system. An artificial neural network model for identification of the material properties and friction coefficient was established according to deep drawing characteristics and more automation. The identification of the material properties and friction coefficient was realized. 展开更多
关键词 sheet metal forming intelligent control deep drawing neural network real time identification
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Deformation Control of Deep Excavation Pit and Numerical Simulation with Finite Element Method
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作者 Li Yun’an Engineering Faculty, China University of Geosciences, Wuhan 430074 School of Civil Engineering and Mechanics, Shanghai Jiaotong University, Shanghai 200030 Ge Xiurun School of Civil Engineering and Mechanics, Shanghai Jiaotong University, Shanghai 200030 Tang Huiming Engineering Faculty, China University of Geosciences, Wuhan 430074 《Journal of China University of Geosciences》 SCIE CSCD 2002年第3期278-288,共11页
The authors firstly introduce deformation control of deep excavation pit indetail, and then put forward new conceptions such as: effective coefficient of excavation pit,effective area, ineffective area and critical li... The authors firstly introduce deformation control of deep excavation pit indetail, and then put forward new conceptions such as: effective coefficient of excavation pit,effective area, ineffective area and critical line, and also put forward the referential criteria ofdeformation control. The System of Optimization Design with Deformation Control of Deep ExcavationPit and Numerical Simulation with Finite Element Method (SDCDEFEM) is also briefly introduced.Factors influencing deformation of excavation pit are analyzed by the system. The measured andsimulated data of maximum deformations (settlement, displacement and upheaval) and their positionsare analyzed and discussed. The statistic formula estimating maximum deformations and theirpositions was gained, and economical-effective measures of deformation control were brought forward. 展开更多
关键词 deep excavation pit deformation control finite element effectivecoefficient of excavation pit
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Mechanism and practice of rock control in deep large span cut holes 被引量:2
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作者 Li Chong Xu Jinhai +2 位作者 Fu Chunsheng Wu Rui Ma Qianqian 《Mining Science and Technology》 EI CAS 2011年第6期891-896,共6页
Deep large span cut holes are difficult to stabilize. The 7801 cut hole in the Lu'an Wuyang Mine was used as this project's background. The main factors affecting large span cut hole stability are analyzed. Pr... Deep large span cut holes are difficult to stabilize. The 7801 cut hole in the Lu'an Wuyang Mine was used as this project's background. The main factors affecting large span cut hole stability are analyzed. Pre- stressed bolting theory was used to design a roof control method for a large span roadway. By reducing the span and applying equal strength coordinated supports the rock could be stabilized. The control prin- ciples and methods are given herein along with the analysis. A double micro arch cross section roadway is defined and its use in solving the current problem is described. Beam arch theory was used to build a model of the double micro arch cross section roadway. A support reverse force model for the arch foot intersection was also derived. A support method based upon reducing the width of the large span in the cut hole is presented. These results show that the reduced span of the roadway roof plus the use of cable anchors and single supports gives an effective way to control the large span cut hole. On site monitoring showed that the reduced span support from the double micro arch cross section roadway design had a significant effect. The roadway surface displacement was small and harmful deformation of the cut hole was effectively controlled. This will ensure its long term stability. 展开更多
关键词 deep large span cut hole Double micro arch cross-section roadway Roof control by cross cut Equal strength coordinated support
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Deep Learning Based Hand Gesture Recognition and UAV Flight Controls 被引量:11
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作者 Bin Hu Jiacun Wang 《International Journal of Automation and computing》 EI CSCD 2020年第1期17-29,共13页
Dynamic hand gesture recognition is a desired alternative means for human-computer interactions.This paper presents a hand gesture recognition system that is designed for the control of flights of unmanned aerial vehi... Dynamic hand gesture recognition is a desired alternative means for human-computer interactions.This paper presents a hand gesture recognition system that is designed for the control of flights of unmanned aerial vehicles(UAV).A data representation model that represents a dynamic gesture sequence by converting the 4-D spatiotemporal data to 2-D matrix and a 1-D array is introduced.To train the system to recognize designed gestures,skeleton data collected from a Leap Motion Controller are converted to two different data models.As many as 9124 samples of the training dataset,1938 samples of the testing dataset are created to train and test the proposed three deep learning neural networks,which are a 2-layer fully connected neural network,a 5-layer fully connected neural network and an 8-layer convolutional neural network.The static testing results show that the 2-layer fully connected neural network achieves an average accuracy of 96.7%on scaled datasets and 12.3%on non-scaled datasets.The 5-layer fully connected neural network achieves an average accuracy of 98.0%on scaled datasets and 89.1%on non-scaled datasets.The 8-layer convolutional neural network achieves an average accuracy of 89.6%on scaled datasets and 96.9%on non-scaled datasets.Testing on a drone-kit simulator and a real drone shows that this system is feasible for drone flight controls. 展开更多
关键词 deep learning neural networks hand gesture recognition Leap Motion controllers DRONES
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基于深度强化学习的电液伺服系统位置控制及跨系统适应性验证
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作者 陆振宇 孙守迪 +4 位作者 金陆乔 查万荣 纵怀志 蔡存 刘国平 《机床与液压》 北大核心 2026年第2期146-154,共9页
电液伺服技术具有控制精准度高、动态响应迅捷、功率密度大等特性,能够达到高精密、高性能的运动调控目标。针对液阻全桥网络比例阀控缸系统建模复杂、传统控制方法调参繁琐的问题,提出深度强化学习(DRL)的跨系统迁移控制策略。利用AME... 电液伺服技术具有控制精准度高、动态响应迅捷、功率密度大等特性,能够达到高精密、高性能的运动调控目标。针对液阻全桥网络比例阀控缸系统建模复杂、传统控制方法调参繁琐的问题,提出深度强化学习(DRL)的跨系统迁移控制策略。利用AMESim搭建传统阀控缸液压系统与液阻全桥网络比例阀控缸系统模型,提供强化学习算法的选择依据,提出一种创新的研究策略:利用DRL无模型自适应特性,采用结构简单的传统阀控缸系统训练智能体,使其掌握应对非线性与耦合问题的控制能力;随后,将训练成熟的智能体直接迁移至复杂的液阻全桥网络比例阀控缸系统,无需重新建模或大量调参。仿真结果表明:迁移后的智能体方波跟踪静态误差不大于0.35 mm,正弦跟踪相对误差不大于8.3%,方波上升时间为0.13 s,调整时间为0.23 s,显著优于传统系统;6000 N超越负载下智能体的相对误差仅8.217%,均方根误差1.039 mm。迁移后的智能体仍保持良好的动态响应与抗干扰能力,有效缩短调参时间,验证了DRL跨系统迁移在液压控制中的可行性,为复杂液压系统的智能控制提供了高效解决方案。 展开更多
关键词 阀控缸系统 深度强化学习 位置控制 智能体跨系统迁移
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关井求压方法在特深井井控中的适用性
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作者 孙宝江 毕韶琨 +3 位作者 高永海 李昊 胡泽彪 张绪亮 《中国石油大学学报(自然科学版)》 北大核心 2026年第1期112-124,共13页
特深井钻井具有储层高温高压、井筒容积大、裸眼段穿越多个压力体系等特征,导致其关井求压过程中的井口压力演变规律与对地层压力反馈能力较常规井存在显著差异。为评估现有关井求压方法在特深井条件适用性,基于Sundrilling井控模拟软件... 特深井钻井具有储层高温高压、井筒容积大、裸眼段穿越多个压力体系等特征,导致其关井求压过程中的井口压力演变规律与对地层压力反馈能力较常规井存在显著差异。为评估现有关井求压方法在特深井条件适用性,基于Sundrilling井控模拟软件,以塔里木某特深井为例,模拟分析碎屑岩及碳酸盐岩储层条件下,循环法和憋压法求取关井压力过程中井筒压力响应关系及求压计算精度。结果表明:循环法求取关井立压在特深井中适用性较好,但在侵入流体进入井筒中浅部后可靠性下降;由于大容积井筒存在明显压力传递滞后,憋压法易导致计算的关井立压无法真实反映地层-井筒欠平衡压差;碳酸盐岩储层中,憋压致使钻井液向地层漏失,套压与立压增长不同步,故计算所得关井立压不能有效反映地层压力。针对上述问题,提出两项修正方法:一是建立憋压法流体压缩性修正,通过识别套压滞后阶段与趋势线获取有效套压增长量;二是提出憋压-节流循环联合求压方法,通过测定漏失量并构建漏失修正系数,以修正真实关井立压。利用现场关井求压数据验证,修正后的地层压力为76.66 MPa,符合根据钻柱液柱变化所推测结果。 展开更多
关键词 特深井 井控 关井求压 适用性评估 工艺优化
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塔里木盆地顺北地区中部低序级走滑断裂全方位一体化勘探实践
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作者 云露 曹自成 +3 位作者 李海英 韩俊 黄超 张庆 《石油与天然气地质》 北大核心 2026年第1期1-17,共17页
塔里木盆地顺北地区中部主干断裂带间的低序级走滑断裂带处于油气运聚富集的优势区,成藏条件优越。但地质上低序级断裂带发育机理不清,难以有效识别,精细表征难度大;工程上,钻完井周期长、成本高。针对这些难题开展了研究-部署一体化、... 塔里木盆地顺北地区中部主干断裂带间的低序级走滑断裂带处于油气运聚富集的优势区,成藏条件优越。但地质上低序级断裂带发育机理不清,难以有效识别,精细表征难度大;工程上,钻完井周期长、成本高。针对这些难题开展了研究-部署一体化、地质-物探一体化、勘探-开发一体化、地质-工程一体化和技术-经济一体化全方位勘探实践。全方位一体化勘探实践有效提升了低序级断裂带的勘探效率和效益。通过地质-物探一体化,建立了低序级断裂带解释模式,利用小面元、宽方位技术提升小断裂绕射波采样的完整性,采用高覆盖技术提高了沙漠区超深层信号的能量与信噪比,实现了低序级断裂带地震识别从“看不见”到“看得清”的突破。通过勘探开发一体化,进行立体解剖并迭代油藏模型,在精细雕刻的基础上形成“单井控断、平面居中、纵向最优、多揭断栅”的井轨迹设计技术,整体统筹支撑少井高产转采。通过地质-工程一体化,提高了钻井地质风险和地应力预测精度,支撑一体化井口及井身结构优选,推进了安全优快中靶。通过技术-经济一体化支撑采集、钻井、资料录取和酸压改造全业务链源头优化降本,提升了勘探质量和效益。实践表明,低序级断裂带是超深层油气勘探的重要领域。低序级走滑断裂带的活动强度虽然相对较弱,但其密集发育的裂缝网络可以导致储集层的大规模破碎,有利于油气的储存和运移。跳出主干断裂带,快速落实低序级断裂带亿吨级增储区带阵地,可以实现主干断裂带之外新类型油气突破,开拓新的油气勘探领域。 展开更多
关键词 超深层 断控油气藏 一体化勘探 低序级断裂 顺北地区 塔里木盆地
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PREDICTION AND CONTROL OF BOTH WRINKLE AND FRACTURE LIMITS ON CYLINDRICAL CUP MULTI DEEP DRAWING 被引量:2
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作者 Lei Junxiang Yantai UniversityKang Yonglin University of Science and Technology Beijing 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 1999年第4期288-296,共9页
Based on the superfluous triangle material wrinkle model,the no wrinkle limit criterion of cylindrical cup multi deep drawing is calculated as the prediction and control of the wrinkle limit.According to fracture m... Based on the superfluous triangle material wrinkle model,the no wrinkle limit criterion of cylindrical cup multi deep drawing is calculated as the prediction and control of the wrinkle limit.According to fracture model,the no fracture limit criterion of cylindrical cup multi deep drawing is calculated as the prediction and control of the fracture limit.Combining the no wrinkle limit criterion with the no fracture limit criterion,the no wrinkle and no fracture limit criterion and diagram on cylindrecal cup multi deep drawing are given as the prediction and control of both wrinkle and fracture limits.In accordance with this can determine the limit deep drawing coefficient and minimum deep drawing coefficient,and can choose the deep drawing coefficient of multi deep drawing,blank holder force and deformation force by optimization choice method.Theory calculation and test data are highly consistent,and suitable for no flange multi deep drawing,flange multi deep drawing and rigid punch expanding 展开更多
关键词 Cylindrical cup MULTI deep DRAWING Wrinkle limit Fracture limit control Optimization choice method
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低渗透油藏黏弹性可动凝胶深部调剖压力预测新模型
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作者 刘凯 顾军锋 +1 位作者 黄志刚 何昊 《常州大学学报(自然科学版)》 2026年第1期74-80,共7页
通过开展不同质量浓度、剪切速率和角频率的凝胶黏弹性实验,明确了黏弹性关键参数特征松弛时间的变化特征,构建了考虑特征松弛时间动态变化的黏弹性可动凝胶表观黏度模型和低渗透油藏可动凝胶深部调剖压力预测模型,并基于榆树林油田低... 通过开展不同质量浓度、剪切速率和角频率的凝胶黏弹性实验,明确了黏弹性关键参数特征松弛时间的变化特征,构建了考虑特征松弛时间动态变化的黏弹性可动凝胶表观黏度模型和低渗透油藏可动凝胶深部调剖压力预测模型,并基于榆树林油田低渗透储层调剖措施井数据,验证了模型的正确性。结果表明,质量浓度越高,可动凝胶特征松弛时间越大,剪切速率超过2800 s^(-1)后,弹性黏度占据主导,黏度不降反升,压力预测新模型计算符合率在80%以上,相比于不考虑黏弹性的计算结果,精度提高了30%,该模型为指导调剖方案设计和提高低渗透油藏采收率提供了理论基础。 展开更多
关键词 黏弹性 可动凝胶 深部调剖 低渗透油藏
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DDPG优化算法的改进型自抗扰风电机组桨距角控制
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作者 徐晓宁 范召强 +3 位作者 周雪松 陶珑 问虎龙 杨风霞 《太阳能学报》 北大核心 2026年第1期575-584,共10页
为解决传统风电机组桨距角控制策略面对风速变化时存在动态响应差以及控制器参数适应性不足导致输出功率波动大的问题,提出一种基于深度确定性策略梯度(DDPG)算法的改进型线性自抗扰桨距角控制策略。该策略在线性扩张状态观测器(LESO)... 为解决传统风电机组桨距角控制策略面对风速变化时存在动态响应差以及控制器参数适应性不足导致输出功率波动大的问题,提出一种基于深度确定性策略梯度(DDPG)算法的改进型线性自抗扰桨距角控制策略。该策略在线性扩张状态观测器(LESO)基础上引入自由扩张维度的状态变量,并对增阶后的参数基于比例微分形式进行改进,以提高对扰动的顺馈矫正能力。随后根据发电机转速误差设计合适的奖励函数,利用DDPG算法使改进后的线性自抗扰控制(LADRC)参数能够自适应调整,实现最优的控制效果。仿真结果表明,所提策略能有效应对风速剧烈波动,使桨距角能快速适应风速变化,从而维持风电机组的稳定运行和电能的高效输出。 展开更多
关键词 风电机组 桨距角 线性自抗扰控制 深度确定性策略梯度 奖励函数 参数整定
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基于TD3强化学习的光储微网双向DC-DC变换器自抗扰控制研究
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作者 马幼捷 胡钰 +3 位作者 周雪松 闫凤祥 白鑫 陶珑 《太阳能学报》 北大核心 2026年第1期202-213,共12页
考虑到高比例新能源接入带来的不确定性问题会导致微电网直流母线电压的大幅波动难以平抑,该文提出一种基于双延迟深度确定性策略梯度算法(TD3)强化学习的双向DC-DC变换器的自抗扰控制策略。首先,利用线性扩张状态观测器进行系统重构来... 考虑到高比例新能源接入带来的不确定性问题会导致微电网直流母线电压的大幅波动难以平抑,该文提出一种基于双延迟深度确定性策略梯度算法(TD3)强化学习的双向DC-DC变换器的自抗扰控制策略。首先,利用线性扩张状态观测器进行系统重构来实现对总扰动的估计补偿,并就控制策略的跟踪性和抗扰性进行频域分析。接着,通过大量的仿真交互自学习获得观测器参数来智能调节神经网络的权值更新方式,优化奖励函数形式,并在线利用网络进行参数实时调度,使其充分训练以实现近似最优控制律。最后,利用数字仿真平台和小功率实验验证了在多工况下所提控制策略较双闭环PI控制和传统线性自抗扰控制具有更小的电压偏差及更快的响应速度等优越的动稳态性能,有效提升了直流母线电压的抗扰能力。 展开更多
关键词 双向DC-DC变换器 光储微电网 自抗扰控制 TD3深度强化学习算法
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Deep Foundation Pit Excavations Adjacent to Disconnected Piled Rafts: A Review on Risk Control Practice
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作者 Bantayehu Uba Uge Yuancheng Guo 《Open Journal of Civil Engineering》 2020年第3期270-300,共31页
Foundation pit excavation engineering is an old subject full of decision making. Yet, it still deserves further research due to the associated high failure cost and the complexity of the geological conditions and/or t... Foundation pit excavation engineering is an old subject full of decision making. Yet, it still deserves further research due to the associated high failure cost and the complexity of the geological conditions and/or the surrounding existing infrastructure around it. This article overviews the risk control practice of foundation pit excavation projects in close proximity to <span style="font-family:Verdana;">existing</span><span style="font-family:Verdana;"> disconnected piled raft. More focus is given to geotechnical aspects. The review begins with achievements to ensure excavation performance </span><span style="font-family:Verdana;">requirements,</span><span style="font-family:Verdana;"> and follows to discuss the complex </span><span style="font-family:Verdana;">soil structure</span><span style="font-family:Verdana;"> interaction involved among the fundamental components</span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">: </span></span></span><span><span><span style="font-family:;" "=""><span style="font-family:Verdana;">the retaining wall, mat, piles, cushion, and the soil. After bringing consensus points to practicing engineers and </span><span style="font-family:Verdana;">decision makers</span><span style="font-family:Verdana;">, it then suggests possible future research directions.</span></span></span></span> 展开更多
关键词 deep Foundation Pit Excavation Disconnected Piled Raft Foundation Risk control Observational Method
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