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A novel trajectories optimizing method for dynamic soaring based on deep reinforcement learning
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作者 Wanyong Zou Ni Li +2 位作者 Fengcheng An Kaibo Wang Changyin Dong 《Defence Technology(防务技术)》 2025年第4期99-108,共10页
Dynamic soaring,inspired by the wind-riding flight of birds such as albatrosses,is a biomimetic technique which leverages wind fields to enhance the endurance of unmanned aerial vehicles(UAVs).Achieving a precise soar... Dynamic soaring,inspired by the wind-riding flight of birds such as albatrosses,is a biomimetic technique which leverages wind fields to enhance the endurance of unmanned aerial vehicles(UAVs).Achieving a precise soaring trajectory is crucial for maximizing energy efficiency during flight.Existing nonlinear programming methods are heavily dependent on the choice of initial values which is hard to determine.Therefore,this paper introduces a deep reinforcement learning method based on a differentially flat model for dynamic soaring trajectory planning and optimization.Initially,the gliding trajectory is parameterized using Fourier basis functions,achieving a flexible trajectory representation with a minimal number of hyperparameters.Subsequently,the trajectory optimization problem is formulated as a dynamic interactive process of Markov decision-making.The hyperparameters of the trajectory are optimized using the Proximal Policy Optimization(PPO2)algorithm from deep reinforcement learning(DRL),reducing the strong reliance on initial value settings in the optimization process.Finally,a comparison between the proposed method and the nonlinear programming method reveals that the trajectory generated by the proposed approach is smoother while meeting the same performance requirements.Specifically,the proposed method achieves a 34%reduction in maximum thrust,a 39.4%decrease in maximum thrust difference,and a 33%reduction in maximum airspeed difference. 展开更多
关键词 Dynamic soaring Differential flatness Trajectory optimization Proximal policy optimization
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Effect of wing morphing on stability and energy harvesting in albatross dynamic soaring
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作者 Wei WANG Weigang AN Bifeng SONG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第11期317-334,共18页
Dynamic soaring,which harvests energy from the wind,can enhance Unmanned Aerial Vehicles'(UAVs')range and endurance.However,energy harvesting efficiency issues hinder UAV applications,which can be addressed by... Dynamic soaring,which harvests energy from the wind,can enhance Unmanned Aerial Vehicles'(UAVs')range and endurance.However,energy harvesting efficiency issues hinder UAV applications,which can be addressed by wing morphing.Therefore,this study investigates the influence of albatross wing morphing during dynamic soaring.By constructing a parametric model,the shape of the albatross wing can be modeled and achieve morphing based on joints.From the video data,this paper summarizes the typical wing morphing patterns of the albatross and notices that changes primarily occur during the leeward descent phase.This paper first analyzes the aerodynamic performance of different wing morphing patterns and finds that the drag coefficient can be reduced by 7.75%with a suitable morphing pattern.This paper also explores the drag coefficient reduction mechanism and finds that downwash airflow decreases by 30.32%after wingtip anhedral.Interestingly,the lift-to-drag ratio shows minimal variation under different morphing patterns,within 2%.From the stability perspective,this study finds that the neutral point position changes after morphing.The maximum longitudinal static margin change is 4.9%,enhancing longitudinal stability by increasing the restorative moment arm.The lateral neutral point is 4.87%closer to the center of gravity,decreasing the roll and yaw moments.It can be observed that wingtip anhedral significantly increases the stability of the albatross.Moreover,a flight simulation is carried out to study the morphing influence on trajectory and energy harvesting.The results show that maximum energy gained is improved by 47.99%,and endurance is increased by 13.05%.The results also indicate that the effects of wing morphing are global rather than limited to the phase of morphing occurrence.Finally,based on the results,this paper proposes wing morphing regularity about the wingtip for UAVs.Wingtip bends downward can significantly increase the UAVs'stability and reduce drag,but the overall trajectory needs to be reconsidered after introducing wing morphing. 展开更多
关键词 Dynamic soaring Wing morphing Aerodynamics STABILITY Energy harvesting
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Smooth free-cycle dynamic soaring in unspecified shear wind via quadratic programming 被引量:4
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作者 Haichao HONG Benedikt GRüTER +1 位作者 Patrick PIPREK Florian HOLZAPFEL 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第7期19-29,共11页
Harvesting wind energy is promising for extending long-endurance flights,which can be greatly facilitated by a flight technique called dynamic soaring.The presented study is concerned with generating model-based traje... Harvesting wind energy is promising for extending long-endurance flights,which can be greatly facilitated by a flight technique called dynamic soaring.The presented study is concerned with generating model-based trajectories with smooth control histories for dynamic soaring maneuvers exploiting wind gradients.The desired smoothness is achieved by introducing a trigonometric series parameterization for the controls,which are formulated with respect to the normalized time.Specifically,the periodicity of the trigonometric functions is leveraged to facilitate the connection of cycles and streamline the problem formulation.Without relying on a specified wind profile,a freefinal-time quadratic programming-based control strategy is developed for the online correction of the flight trajectory,which requires only the instant wind information.Offline and online numerical studies show the trade-off to achieve the smoothness and demonstrate the effectiveness of the proposed method in a varying wind field. 展开更多
关键词 Dynamic soaring Optimal control Quadratic programming Trajectory generation Trigonometric series
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PermissibleWind Conditions for Optimal Dynamic Soaring with a Small Unmanned Aerial Vehicle 被引量:1
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作者 Liu Duo-Neng Hou Zhong-Xi +2 位作者 Guo Zheng Yang Xi-Xiang Gao Xian-Zhong 《Computer Modeling in Engineering & Sciences》 SCIE EI 2016年第6期531-565,共35页
Dynamic soaring is a flight maneuver to exploit gradient wind field to extend endurance and traveling distance.Optimal trajectories for permissible wind conditions are generated for loitering dynamic soaring as well a... Dynamic soaring is a flight maneuver to exploit gradient wind field to extend endurance and traveling distance.Optimal trajectories for permissible wind conditions are generated for loitering dynamic soaring as well as for traveling patterns with a small unmanned aerial vehicle.The efficient direct collection approach based on the Runge-Kutta integrator is used to solve the optimization problem.The fast convergence of the optimization process leads to the potential for real-time applications.Based on the results of trajectory optimizations,the general permissible wind conditions which involve the allowable power law exponents and feasible reference wind strengths supporting dynamic soaring are proposed.Increasing the smallest allowable wingtip clearance to trade for robustness and safety of the vehicle system and improving the maximum traveling speed results in shrunken permissible domain of wind conditions for loitering and traveling dynamic soaring respectively.Sensitivity analyses of vehicle model parameters show that properly reducing the wingspan and increasing the maximum lift-to-drag ratio and the wing loading can enlarge the permissible domain.Permissible domains for different traveling directions show that the downwind dynamic soaring benefitting from the drift is more efficient than the upwind traveling pattern in terms of permissible domain size and net traveling speed. 展开更多
关键词 DYNAMIC soaring Permissible WIND CONDITIONS TRAJECTORY optimization Unmanned AERIAL vehicle(UAV)
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Trajectory Generation for Autonomous Soaring UAS
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作者 J. H. A. Clarke W. H. Chen 《International Journal of Automation and computing》 EI 2012年第3期248-256,共9页
As unmanned aerial vehicles are expected to do more and more advanced tasks, improved range and persistence is required. This paper presents a method of using shallow layer cumulus convection to extend the range and d... As unmanned aerial vehicles are expected to do more and more advanced tasks, improved range and persistence is required. This paper presents a method of using shallow layer cumulus convection to extend the range and duration of small unmanned aerial vehicles. A simulation model of an X-models XCalubur electric motor-glider is used in combination with a refined 4D parametric thermal model to simulate soaring flight. The parametric thermal model builds on previous successful models with refinements to more accurately describe the weather in northern Europe. The implementation of the variation of the MacCready setting is discussed. Methods for generating efficient trajectories are evaluated and recommendations are made regarding implementation. 展开更多
关键词 Unmanned aerial vehicles (UAV) unmanned aerial systems (UAS) soaring TRAJECTORY thermal optimal HEURISTIC
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Reason Analysis and Risk Prevention of Soaring Price of Traditional Chinese Medicinal Materials
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作者 ZHAO Huan LIU Jian-qiu +2 位作者 QU Kai-yue FENG Li HE Yi 《Asian Agricultural Research》 2011年第10期38-41,共4页
In recent years,the price of traditional Chinese medicinal materials soars continuously,and the resulting price risk increasingly looms large,which has critically affected midstream and downstream industries and peopl... In recent years,the price of traditional Chinese medicinal materials soars continuously,and the resulting price risk increasingly looms large,which has critically affected midstream and downstream industries and peoples' demand for drug,and imperiled healthy and orderly development of traditional Chinese medicinal industries.Based on the status quo of continuous skyrocketing price of traditional Chinese medicinal materials at present,we winkle out the root cause of soaring price as follows:the supply and demand lose balance;the production costs hike up;there are other factors responsible for soaring price.This paper further analyses the impact of sharp increase in price of traditional Chinese medicinal materials on all links of industry chain as follows:the medicinal herb growers never benefit from soaring price;the counterfeiters and forgers in midstream industry increase;the gross profit rate of Chinese medicine enterprises declines.In accordance with the risk arising from abnormal fluctuation in price of traditional Chinese medicinal materials,corresponding precautionary measures are put forward as follows:promote the quality of traditional Chinese medicinal materials through management of value chain;curtail the production and management cost of traditional Chinese medicinal materials through management of organization chain;stabilize price of traditional Chinese medicinal materials through management of information chain;reduce transaction cost of traditional Chinese medicinal materials through management of logistics chain. 展开更多
关键词 Traditional Chinese medicinal materials soaring price Risk prevention Industry chain China
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Soaring China's Auto Export
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作者 Liu Xinwen 《China's Foreign Trade》 2008年第21期000-000,共1页
China's export of passenger cars,private cars in particular,has maintained a momentum of fast growth this year,which serves as the highlight of the auto market in 2008.The latest statistics show that in the first ... China's export of passenger cars,private cars in particular,has maintained a momentum of fast growth this year,which serves as the highlight of the auto market in 2008.The latest statistics show that in the first seven months car export grew by 85.98% over the same period of 展开更多
关键词 AUTO high soaring China’s Auto Export over USS SHOW
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初探SOARING在中职英语教学中的实践运用
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作者 王燕 《教育教学论坛》 2014年第8期282-282,共1页
教材是实施教学活动的重要资源,它的使用直接影响到课堂效果以及教学质量。由于区域发展不平衡,西藏中职生的英语层次相对较低,统编教材对他们而言,知识涵盖量大且难度大。笔者从英语教学理论与实践出发,初步探索了如何运用SOARING将现... 教材是实施教学活动的重要资源,它的使用直接影响到课堂效果以及教学质量。由于区域发展不平衡,西藏中职生的英语层次相对较低,统编教材对他们而言,知识涵盖量大且难度大。笔者从英语教学理论与实践出发,初步探索了如何运用SOARING将现有英语教材进行适当改变,以适应西藏中职生的认知能力,从而促进其个体发展,提高教学质量。 展开更多
关键词 soaring 中职生 英语教学 西藏
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A Dragon Soaring into the Sky
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《China Today》 2001年第1期28-31,共4页
关键词 A Dragon soaring into the Sky
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Price of Terbia Soaring
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《China Rare Earth Information》 2005年第6期2-2,共1页
Recently, price of terbia soars to RMB $2600/ nearly changing by day. It is estimated that it will climt RMB$3000/Kg or so. Rising of terbia is mainly driven following factors: 1. Reduced Raw Materials High terbium co... Recently, price of terbia soars to RMB $2600/ nearly changing by day. It is estimated that it will climt RMB$3000/Kg or so. Rising of terbia is mainly driven following factors: 1. Reduced Raw Materials High terbium contained Longnan ore in Ganzhou completely stopped leaching, which will result in the 展开更多
关键词 Price of Terbia soaring
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Protecting Our Ocean’s Future Seeking harmony between humanity and the sea
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作者 Wang Jinchen 《China Report ASEAN》 2025年第11期31-33,共3页
Along China’s 18,000-kilometer mainland coastline and across its 4.73 million square kilometers of territorial waters,scenes of crystal-clear waves lapping against pristine shores with flocks of seabirds soaring over... Along China’s 18,000-kilometer mainland coastline and across its 4.73 million square kilometers of territorial waters,scenes of crystal-clear waves lapping against pristine shores with flocks of seabirds soaring overhead are becoming increasingly common.The concept of“harmony between humanity and the sea”has been widely embraced by Chinese people,and numerous bays have become showcases for ecological beauty. 展开更多
关键词 ecological beauty harmony humanity sea ocean protection flocks seabirds soaring overhead coastal China
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Multivibrators Operated Anti⁃Islanding Protection Scheme with Frequency and Voltage Control for A Utility⁃Grid Integrated SPV / Battery Energy System
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作者 Harvinder Singh Akhil Gupta Surbhi Gupta 《Journal of Harbin Institute of Technology(New Series)》 2025年第2期38-54,共17页
The utilization of hybrid energy systems has necessitated to address the various Power Quality(PQ)concerns in Distributed Generation(DG)networks.Owing to the emergence of DG networks in recent times,it is envisaged fo... The utilization of hybrid energy systems has necessitated to address the various Power Quality(PQ)concerns in Distributed Generation(DG)networks.Owing to the emergence of DG networks in recent times,it is envisaged for every utility⁃grid⁃tied system to generate and utilize harmonic⁃less electric power.Therefore,the present research critically evaluates the operation of a utility⁃grid coordinated DG system and studies its islanding operation under faulted conditions.To achieve this,an Anti⁃Islanding Protection(AIP)scheme is developed which is capable of controlling the frequency and voltage variations.This scheme is operated by a coordinated operation of multivibrators.Their operation continuously traces the pre⁃defined limits of voltage,reactive,and real power,and matches with their reference values to avoid mismatch.It is revealed that,if the mismatched values of real and reactive power exceeded its threshold value of 0.1 p.u.,then the islanding condition is detected.Especially,the proposed system is assessed in two modes:utility⁃grid and islanding modes.In utility⁃grid mode,reactive power compensation is obtained by the control of voltage and frequency signals.However,in islanding mode,the real power requirement of the connected load is obtained with reduced harmonics under unsymmetrical faulted conditions.Incremental Conductance(IC)based Maximum Power Point Tracking(MPPT)technique ensures the extraction of maximum power under varying and stochastically atmospheric conditions.Simulation results reveal that the AIP scheme promptly disconnects the utility grid from the DG network in the minimum time during dynamic variations in frequency and voltage to prevent islanding.It is justified that there is violation of the considered threshold limits even under the faulted condition.The strategy of the switchgear scheme ensures the minimum detection time of the islanding operation.Total Harmonic Distortion(THD)is 0.26%for grid voltage.It validates according to the IEEE⁃1547 standard which stipulates that the THD of grid voltage must be less than 5%.Overall,satisfactory and accurate results are obtained,which are compared with the IEEE⁃1547 standard for validation. 展开更多
关键词 AIP control frequency power quality Soar Photovoltanic(SPV) voltage
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SOAR技术:企业数字化安全运营的核心驱动与效能提升路径
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作者 李元杰 《科学与信息化》 2025年第10期89-91,共3页
SOAR(安全编排、自动化与响应)技术在企业数字化安全运营中扮演着至关重要的角色。通过预设剧本和流程,SOAR能够自动协调多个安全工具和流程,显著提高事件响应速度,减少人为错误,优化资源分配,并改善合规性与报告功能。根据最新的研究... SOAR(安全编排、自动化与响应)技术在企业数字化安全运营中扮演着至关重要的角色。通过预设剧本和流程,SOAR能够自动协调多个安全工具和流程,显著提高事件响应速度,减少人为错误,优化资源分配,并改善合规性与报告功能。根据最新的研究数据和技术报告,采用SOAR技术的企业平均将事件处理时间缩短了60%,减少了35%的安全事件发生率,并将威胁检测准确率提高了40%。本文详细探讨了围绕SOAR的核心技术展开论述。 展开更多
关键词 SOAR 企业数字化 安全运营 重要性
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基于多租户的省域融媒协同安全运营平台建设与实践
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作者 张莹 《广播电视网络》 2025年第8期66-69,共4页
本文针对媒体融合过程中各级融媒体中心面临的安全挑战,基于中国蓝云设计并实现了多租户的省域融媒协同安全运营平台。该平台以多租户架构为核心,实现了资源共享和租户数据隔离的平衡,在此基础上通过动态IT资产管理与责任链自动绑定、... 本文针对媒体融合过程中各级融媒体中心面临的安全挑战,基于中国蓝云设计并实现了多租户的省域融媒协同安全运营平台。该平台以多租户架构为核心,实现了资源共享和租户数据隔离的平衡,在此基础上通过动态IT资产管理与责任链自动绑定、系统级动态风险评估驱动SOAR自动化处置、省/市/县三级安全运营赋能体系等技术创新构建起跨域、跨层级协同防御的全流程防护体系。实践表明,安全运营平台为各级融媒体中心提供了有效的安全保障。 展开更多
关键词 安全运营平台 SOAR 协同安全运营 媒体融合
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Soaring Wings
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作者 Ding Ying 《Beijing Review》 2018年第4期44-45,共2页
New York City, a city of world culture, is never short of top-level art performances. New Yorkers have the pickiest ears, eyes and tastes for art.
关键词 soaring Wings New York City
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Soaring in China’s Skies
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作者 HU YUE 《Beijing Review》 2008年第6期38-38,共1页
The upcoming Beijing Olympic Games presents both opportuni- ties and challenges to China.This applies especially to the aviation indus- try.Domestic airlines are gearing them- selves for a fierce battle over market sh... The upcoming Beijing Olympic Games presents both opportuni- ties and challenges to China.This applies especially to the aviation indus- try.Domestic airlines are gearing them- selves for a fierce battle over market shares.Meanwhile,a spate of interna- tional airlines have also been sharpening their competitive edge so as to carve a slice of the aviation pie.British 展开更多
关键词 soaring in China’s Skies
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Soaring Cotton Prices to Make Manufacturing Difficult
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作者 Guo Yun 《纺织服装周刊》 2009年第45期9-9,共1页
With manufacturing slowly recovering amid improving economic condi-tions, cotton demand has increased prompting more orders among mills. However, with a deficient supply of cotton in the market, prices extend
关键词 CNY OVER soaring Cotton Prices to Make Manufacturing Difficult DOWN
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浙江省水利网络安全态势感知监管平台设计与实现 被引量:4
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作者 景秀眉 骆小龙 +1 位作者 魏杰 杨军伟 《水利信息化》 2024年第2期93-98,共6页
针对浙江省水利网络安全威胁信息感知能力弱、系统风险发现滞后、自动报警和处置响应速度慢等问题,依托数据采集、融合、关联分析、态势预测等态势感知技术,结合机器学习、人工智能、NLP分析及SOAR技术能力,设计一种适应浙江省水利网络... 针对浙江省水利网络安全威胁信息感知能力弱、系统风险发现滞后、自动报警和处置响应速度慢等问题,依托数据采集、融合、关联分析、态势预测等态势感知技术,结合机器学习、人工智能、NLP分析及SOAR技术能力,设计一种适应浙江省水利网络安全态势感知的监管平台。监管平台架构设计为安全态势提取层、态势分析层、态势预测层、管理及反馈调节层4个层次,实现实时监控、预警与威胁处置、告警管理、安全态势指数展示、自动应急响应等功能。依托网络安全态势感知平台,可从全局角度发现、识别、分析、预测和处置网络安全威胁,提高自动报警和处置反应速度,增强安全监测和主动防御能力。 展开更多
关键词 网络安全 态势感知 监管平台 SOAR技术 主动防御
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基于SOAR的电力5G MEC安全解决方案 被引量:2
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作者 罗威 姜元建 +2 位作者 殷炜俊 高亮 王斌 《现代电子技术》 北大核心 2024年第10期151-158,共8页
5G技术与MEC技术的融合为电力行业的升级转型提供了有力的支撑,但电力5G MEC采用了新型架构和部署,传统的安全防护措施无法有效应对新环境下出现的各类安全威胁和挑战。为此,提出一种基于安全编排自动化与响应技术的电力5G MEC安全解决... 5G技术与MEC技术的融合为电力行业的升级转型提供了有力的支撑,但电力5G MEC采用了新型架构和部署,传统的安全防护措施无法有效应对新环境下出现的各类安全威胁和挑战。为此,提出一种基于安全编排自动化与响应技术的电力5G MEC安全解决方案。依据智能电网业务在接入的高开放性、异构终端连接的海量性、业务的低延时性和威胁处理的低干预性四个方面的安全需求特征,针对终端安全威胁、APP安全威胁、接入安全威胁和威胁处置不及时等问题,提出将SOAR组件引入5G MEC,实现威胁情报收集、安全事件响应编排和执行自动化;并设计云边、边边协同的层级MEC部署方案,提供整体联动的安全保障。仿真实验结果表明,所设计的方案可以依据剧本快速灵活部署,反应时间短,可有效抵御常见攻击。 展开更多
关键词 智能电网 5G MEC技术 SOAR 安全威胁 分级协同部署 安全解决方案
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