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Workspace-based hybrid force position posture alignment for high quality aircraft assembly of large-scale components
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作者 Yajun LI Wei LIU +4 位作者 Hu LU Runze LIU Changyong GAO Qihang CHEN Yang ZHANG 《Chinese Journal of Aeronautics》 2026年第1期553-569,共17页
The high-quality assembly of Large Aircraft Components(LACs)is essential in modern aviation manufacturing.Numerical control locators are employed for the posture adjustment of LAC,yet the system's multi-input mult... The high-quality assembly of Large Aircraft Components(LACs)is essential in modern aviation manufacturing.Numerical control locators are employed for the posture adjustment of LAC,yet the system's multi-input multi-output,nonlinearity,and strong coupling presents significant challenges.The substantial internal force generated during the adjustment process can potentially damage the LAC and degrade the assembly quality.Hence,a workspace-based hybrid force position control scheme was developed to achieve high quality assembly with high-precision and lower internal force.Firstly,an offline workspace analysis with inherent geometric characteristics to form time-varying posture error constraint.Then,the posture error is integrated into the online position axis control to ensure tracking the ideal posture,while the force control axis compensates for posture deviation by minimizing internal force,thereby achieving high precision and low internal force.Finally,the effectiveness was demonstrated through experiments.The root mean square errors of orientation and position are 104 rad and 0.1 mm,respectively.A reduction in internal force can range from 10.96%to 57.4%compared to the traditional method.Key points'max position error is decreased from 0.32 mm to 0.18 mm,satisfying the 0.5 mm tolerance.Therefore,the proposed method will help promote the development of high-performance manufacturing. 展开更多
关键词 Aircraft manufacture Posture alignment Hybrid constraints Workspace analysis Hybrid force position control Internal force
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Impedance force control for position controlled robotic manipulators under the constraint of unknown environments
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作者 乔兵 陆荣鑑 《Journal of Southeast University(English Edition)》 EI CAS 2003年第4期359-363,共5页
A force control strategy for position controlled robotic manipulators is presented. On line force feedback data are employed to estimate the local shape of the unknown constraint. The estimated vectors are used to ge... A force control strategy for position controlled robotic manipulators is presented. On line force feedback data are employed to estimate the local shape of the unknown constraint. The estimated vectors are used to generate the virtual reference trajectory for the target impedance model that is driven by the force error to produce command position. By following the command position trajectory the robotic manipulator can follow the unknown constraint surface while keeping an acceptable force error in a manner depicted by the target impedance model. Computer simulation on a 3 linked planar manipulator and experimental studies on an Adept 3, an SCARA type robotic manipulator, are conducted to verify the force tracking capability of the proposed control strategy. 展开更多
关键词 robotic manipulators force/position control unknown constraint
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Adaptive H_(∞)Filtering Algorithm for Train Positioning Based on Prior Combination Constraints
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作者 Xiuhui Diao Pengfei Wang +2 位作者 Weidong Li Xianwu Chu Yunming Wang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第2期1795-1812,共18页
To solve the problem of data fusion for prior information such as track information and train status in train positioning,an adaptive H∞filtering algorithm with combination constraint is proposed,which fuses prior in... To solve the problem of data fusion for prior information such as track information and train status in train positioning,an adaptive H∞filtering algorithm with combination constraint is proposed,which fuses prior information with other sensor information in the form of constraints.Firstly,the train precise track constraint method of the train is proposed,and the plane position constraint and train motion state constraints are analysed.A model for combining prior information with constraints is established.Then an adaptive H∞filter with combination constraints is derived based on the adaptive adjustment method of the robustness factor.Finally,the positioning effect of the proposed algorithm is simulated and analysed under the conditions of a straight track and a curved track.The results show that the positioning accuracy of the algorithm with constrained filtering is significantly better than that of the algorithm without constrained filtering and that the algorithm with constrained filtering can achieve better performance when combined with track and condition information,which can significantly reduce the train positioning error.The effectiveness of the proposed algorithm is verified. 展开更多
关键词 Train positioning combination constraint adaptive H_(∞)filter
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Positioning the Southern Margin of Asia Prior to Its Collision with India: Paleomagnetic Constraints from Late Cretaceous Dykes in Gangdise Belt
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作者 YI Zhiyu MA Xuxuan 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2017年第S1期50-,共1页
The pre-collisional southern margin of Asia can be restored using paleomagnetic data from late Cretaceous rocks from the Lhasa terrane.However,the available data are based either on the red beds or on the intercalated... The pre-collisional southern margin of Asia can be restored using paleomagnetic data from late Cretaceous rocks from the Lhasa terrane.However,the available data are based either on the red beds or on the intercalated thin layers of lava flows,both of which had been involved in strongly folding.Recent studies show clear evidence for the possibility of serious overprint hence the data could not be reliably used for tectonic interpretation.We report paleomagnetic data from diorite dykes and the grano-diorite country rock in the Gandise belt near the city of Lhasa.U–Pb isotopic dating indicates the intrusive rocks have an age of;2–86 Ma.Fifteen sites yield acceptable Ch RM directions which pass a reversal test.SEM and light microscope observations show primaryintergrowth relationship between magnetite and other minerals within the thin sections.AMS measurement defines a primary magma flow fabric for the intruded dykes and the country rocks.All the characteristics support that the Ch RMs are primary.The paleomagnetic pole calculated from the remanence of the dykes and the country rocks yields a paleolatitude of;4°N which provide a reliable constraint for the southern margin of Asia near Lhasa.Furthermore,the recorded declination shows significant counterclockwise rotation of;0°for the sampling location relative to the north.In consideration of the strike and tectonic setting of the dykes,the strike of the southern margin of Asia is restored which is compatible with the hypothesis of a quasi-linear margin of Eurasia prior to its collision with India. 展开更多
关键词 ASIA positioning the Southern Margin of Asia Prior to Its Collision with India Paleomagnetic constraints from Late Cretaceous Dykes in Gangdise Belt
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A navigation method for IMU/odometer fusion based on horizontal attitude constraints
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作者 Yinggang Wang Kemeng Li +1 位作者 Hongli Zhang Yijin Chen 《Geodesy and Geodynamics》 2026年第1期95-103,共9页
The current inertial measurement unit(IMU)and odometry fusion navigation algorithms often incorporate non-holonomic constraints(NHC)to obtain three-dimensional velocity in the navigation frame.However,due to the integ... The current inertial measurement unit(IMU)and odometry fusion navigation algorithms often incorporate non-holonomic constraints(NHC)to obtain three-dimensional velocity in the navigation frame.However,due to the integral nature of the dead reckoning algorithm,the attitude errors of the IMU accumulate over time,causing the velocity transformation results to fail to accurately reflect the threedimensional velocity in the navigation frame.Based on the fact that during a vehicle's horizontal and uniform motion,the vertical acceleration is consistent with gravitational acceleration,this paper proposes an IMU/odometry fusion navigation algorithm based on horizontal attitude constraints(HAC).Building on non-holonomic constraints,this algorithm determines the motion state of the vehicle through accelerometer output and zeroes out the pitch and roll angles during horizontal and uniform motion.Verified through two sets of real-world vehicle test data,this algorithm improves horizontal positioning accuracy by approximately 63%and 70%,and vertical positioning accuracy by 98%and 97%,compared with the traditional NHC IMU/odometer fusion algorithm. 展开更多
关键词 IMU/Odometer Fusion navigation positioning Horizontal attitude constraints Non-holonomic constraints
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FUZZY COORDINATION AND FORCE/POSITION CONTROL OF ROBOTIC MANIPULATOR
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作者 乔兵 尉忠信 朱剑英 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1999年第1期55-60,共6页
It is crucial for implementing force/position control of robotic manipulator under the constraint of unknown environment to determine the force control and the position control directions. This paper presents an on l... It is crucial for implementing force/position control of robotic manipulator under the constraint of unknown environment to determine the force control and the position control directions. This paper presents an on line algorithm to real timely estimate the tangent and the normal vectors of the constraint surface based on the measured contact force under the consideration of frictional force. A fuzzy synthesis policy is proposed to coordinate the conflict between the compliant force control and the stiff position control. An experimental study on an AdeptThree, a SCARA type robotic manipulator, is conducted. The experimental results show that the policy presented in the paper is effective. 展开更多
关键词 robotic manipulator force/position control constraintS COORDINATION fuzzy synthesis
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Model Predictive Controller Design for the Dynamic Positioning System of a Semi-submersible Platform 被引量:3
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作者 Hongli Chen Lei Wan Fang Wang Guocheng Zhang 《Journal of Marine Science and Application》 2012年第3期361-367,共7页
This paper researches how to apply the advanced control technology of model predictive control (MPC) to the design of the dynamic positioning system (DPS) of a semi-submersible platform. First, a linear low-freque... This paper researches how to apply the advanced control technology of model predictive control (MPC) to the design of the dynamic positioning system (DPS) of a semi-submersible platform. First, a linear low-frequency motion model with three degrees of freedom was established in the context of a semi-submersible platform. Second, a model predictive controller was designed based on a model which took the constraints of the system into account. Third, simulation was carried out to demonstrate the feasibility of the controller. The results show that the model predictive controller has good performance and good at dealing with the constraints or the system. 展开更多
关键词 dynamic positioning system model predictive controller constraints handling semi-submersibleplatform low-frequency motion model
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An improved particle filter indoor fusion positioning approach based on Wi-Fi/PDR/geomagnetic field 被引量:2
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作者 Tianfa Wang Litao Han +5 位作者 Qiaoli Kong Zeyu Li Changsong Li Jingwei Han Qi Bai Yanfei Chen 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期443-458,共16页
The existing indoor fusion positioning methods based on Pedestrian Dead Reckoning(PDR)and geomagnetic technology have the problems of large initial position error,low sensor accuracy,and geomagnetic mismatch.In this s... The existing indoor fusion positioning methods based on Pedestrian Dead Reckoning(PDR)and geomagnetic technology have the problems of large initial position error,low sensor accuracy,and geomagnetic mismatch.In this study,a novel indoor fusion positioning approach based on the improved particle filter algorithm by geomagnetic iterative matching is proposed,where Wi-Fi,PDR,and geomagnetic signals are integrated to improve indoor positioning performances.One important contribution is that geomagnetic iterative matching is firstly proposed based on the particle filter algorithm.During the positioning process,an iterative window and a constraint window are introduced to limit the particle generation range and the geomagnetic matching range respectively.The position is corrected several times based on geomagnetic iterative matching in the location correction stage when the pedestrian movement is detected,which made up for the shortage of only one time of geomagnetic correction in the existing particle filter algorithm.In addition,this study also proposes a real-time step detection algorithm based on multi-threshold constraints to judge whether pedestrians are moving,which satisfies the real-time requirement of our fusion positioning approach.Through experimental verification,the average positioning accuracy of the proposed approach reaches 1.59 m,which improves 33.2%compared with the existing particle filter fusion positioning algorithms. 展开更多
关键词 Fusion positioning Particle filter Geomagnetic iterative matching Iterative window constraint window
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基于双向特征融合的物体位姿估计方法
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作者 缪君 严杰 +2 位作者 杜荣华 李磊 储珺 《吉林大学学报(工学版)》 北大核心 2026年第2期523-532,共10页
为充分利用RGB图像的外观特征和深度图像的几何特征,提出了一种“外观-几何”特征并行融合的物体位姿估计方法。首先,在特征提取与融合阶段,构建了一种具有3个并行支流的双向融合体系结构,确保在每个编码层和解码层对并行的RGB图像特征... 为充分利用RGB图像的外观特征和深度图像的几何特征,提出了一种“外观-几何”特征并行融合的物体位姿估计方法。首先,在特征提取与融合阶段,构建了一种具有3个并行支流的双向融合体系结构,确保在每个编码层和解码层对并行的RGB图像特征和深度图像特征进行融合;同时,为避免重要特征丢失,且实现两种特征的充分融合,设计了两个互补的注意力机制,使两种特征获得局部和全局的互补;其次,在位姿推理计算阶段,考虑网络输出关键点与物体中心点之间的距离,提出了一种基于距离量和距离约束相结合的关键点检测网络,实现了精确的位姿估计。本文算法其在两个具有挑战性的6D物体位姿估计数据集上进行了测试,验证了其有效性。 展开更多
关键词 位姿估计 双向特征融合 特征差异 距离约束 注意力机制
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资源受限下阵列测向及其在无源定位中的应用
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作者 悦亚星 刘思宁 +3 位作者 赵栋 聂福全 史治国 廖桂生 《航空学报》 北大核心 2026年第3期20-38,共19页
随着无人平台和微系统等领域的快速发展,学术界和工业界对射频链路数量、数据采样精度与采样数量等资源受限条件下目标测向与定位的需求激增。传统测向定位应用中的高资源消耗硬件平台在资源受限场景中面临严峻挑战。系统综述了资源受... 随着无人平台和微系统等领域的快速发展,学术界和工业界对射频链路数量、数据采样精度与采样数量等资源受限条件下目标测向与定位的需求激增。传统测向定位应用中的高资源消耗硬件平台在资源受限场景中面临严峻挑战。系统综述了资源受限条件下阵列测向的关键技术方案,包括稀疏阵列、时间调制阵列、模数混合阵列、低比特量化及迭代自适应技术,并指出了阵列测向在无源定位系统中纯测向定位、外辐射源融合测向定位和分布式测向融合定位的典型应用。这些技术协同融合,显著降低了系统对资源的需求,同时保障了复杂电磁环境下的测向定位精度与实时性。最后还分析了当前面临的主要挑战,并展望了未来发展方向。 展开更多
关键词 阵列测向 无源定位 资源受限 稀疏阵列 外辐射源定位
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考虑姿态约束的四旋翼无人机预定性能飞行控制
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作者 刘旭东 陈伟 《飞行力学》 北大核心 2026年第2期16-22,共7页
针对四旋翼无人机难以建模的气动阻力系数和未知的外界干扰,以及四旋翼无人机在跟踪快速移动目标时的姿态超限问题,基于自适应反步控制框架提出一种考虑姿态约束的预定性能控制方法。首先,基于反步控制思想逐级设计自适应控制项,对四旋... 针对四旋翼无人机难以建模的气动阻力系数和未知的外界干扰,以及四旋翼无人机在跟踪快速移动目标时的姿态超限问题,基于自适应反步控制框架提出一种考虑姿态约束的预定性能控制方法。首先,基于反步控制思想逐级设计自适应控制项,对四旋翼无人机未知的气动阻力系数、建模误差和外界干扰进行自适应逼近补偿,克服模型不确定项对系统跟踪性能的影响。然后,引入动态饱和补偿系统,对饱和姿态指令进行抑制和平滑处理。最后,设计合理的控制器参数,确保系统跟踪误差有界稳定收敛。仿真结果表明,所提出的控制方法具有较高的控制精度和鲁棒性。 展开更多
关键词 四旋翼无人机 姿态约束 预定性能 位置控制 姿态控制
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管理层积极语调对企业数字化转型的影响
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作者 李娟 张淑英 《辽宁工程技术大学学报(社会科学版)》 2026年第2期103-110,共8页
针对管理层积极语调与企业数字化转型之间的关系问题,以2012—2024年沪深A股上市公司为研究样本,采用工具变量法、倾向得分匹配法,以及熵平衡法分析管理层积极语调对企业数字化转型的影响。研究表明:管理层积极语调能够促进企业数字化转... 针对管理层积极语调与企业数字化转型之间的关系问题,以2012—2024年沪深A股上市公司为研究样本,采用工具变量法、倾向得分匹配法,以及熵平衡法分析管理层积极语调对企业数字化转型的影响。研究表明:管理层积极语调能够促进企业数字化转型;管理层积极语调通过提高企业风险承担水平促进企业数字化转型;与低融资约束企业相比,高融资约束企业管理层积极语调对企业数字化转型的正向影响更显著。研究结论为充分发挥管理层积极语调对企业数字化转型的促进作用提供参考。 展开更多
关键词 管理层积极语调 企业数字化转型 非财务信息披露 企业风险承担水平 融资约束
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Effective Hybrid Teaching-learning-based Optimization Algorithm for Balancing Two-sided Assembly Lines with Multiple Constraints 被引量:8
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作者 TANG Qiuhua LI Zixiang +2 位作者 ZHANG Liping FLOUDAS C A CAO Xiaojun 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第5期1067-1079,共13页
Due to the NP-hardness of the two-sided assembly line balancing (TALB) problem, multiple constraints existing in real applications are less studied, especially when one task is involved with several constraints. In ... Due to the NP-hardness of the two-sided assembly line balancing (TALB) problem, multiple constraints existing in real applications are less studied, especially when one task is involved with several constraints. In this paper, an effective hybrid algorithm is proposed to address the TALB problem with multiple constraints (TALB-MC). Considering the discrete attribute of TALB-MC and the continuous attribute of the standard teaching-learning-based optimization (TLBO) algorithm, the random-keys method is hired in task permutation representation, for the purpose of bridging the gap between them. Subsequently, a special mechanism for handling multiple constraints is developed. In the mechanism, the directions constraint of each task is ensured by the direction check and adjustment. The zoning constraints and the synchronism constraints are satisfied by teasing out the hidden correlations among constraints. The positional constraint is allowed to be violated to some extent in decoding and punished in cost fimction. Finally, with the TLBO seeking for the global optimum, the variable neighborhood search (VNS) is further hybridized to extend the local search space. The experimental results show that the proposed hybrid algorithm outperforms the late acceptance hill-climbing algorithm (LAHC) for TALB-MC in most cases, especially for large-size problems with multiple constraints, and demonstrates well balance between the exploration and the exploitation. This research proposes an effective and efficient algorithm for solving TALB-MC problem by hybridizing the TLBO and VNS. 展开更多
关键词 two-sided assembly line balancing teaching-learning-based optimization algorithm variable neighborhood search positional constraints zoning constraints synchronism constraints
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ASYMPTOTIC SURROGATE CONSTRAINT METHOD AND ITS CONVERGENCE FOR A CLASS OF SEMI-INFINITE PROGRAMMING 被引量:2
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作者 Wan Zhongping Wu Guoming 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 1999年第4期485-491,共7页
A class of constrained semi-infinite minimax problem is transformed into a simple constrained problem,by means of discretization decomposition and maximum entropy method,making use of surrogate constraint.The paper de... A class of constrained semi-infinite minimax problem is transformed into a simple constrained problem,by means of discretization decomposition and maximum entropy method,making use of surrogate constraint.The paper deals with the convergence of this asymptotic approach method. 展开更多
关键词 Sem i-infinite m inim ax program m ing discretization decom position m ethod m axim um en-tropy m ethod surrogate constraint CONVERGENCE
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Comparison of Interval Constraint Propagation Algorithms for Vehicle Localization
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作者 I. K. Kueviakoe A. Lambert P. Tarroux 《Journal of Software Engineering and Applications》 2012年第12期157-162,共6页
Interval constraint propagation (ICP) algorithms allow to solve problems described as constraint satisfaction problems (CSP). ICP has been successfully applied to vehicle localization in the last few years. Once the l... Interval constraint propagation (ICP) algorithms allow to solve problems described as constraint satisfaction problems (CSP). ICP has been successfully applied to vehicle localization in the last few years. Once the localization problem has been stated, a large class of ICP solvers can be used. This paper compares a few ICP algorithms, using the same experimental data, in order to rank their performances in terms of accuracy and computing time. 展开更多
关键词 INTERVAL Analysis constraint Propagation Data FUSION VEHICLE positionING GPS
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基于预设性能的动力定位船输出反馈避障控制 被引量:1
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作者 张本伟 陈旭 郭恒宇 《船舶工程》 北大核心 2025年第3期99-106,135,共9页
[目的]为降低船舶数学模型不确定性和外部干扰对动力定位船控制系统设计的影响,对带有输入约束的动力定位船输出反馈轨迹跟踪控制进行研究。[方法]提出一种基于碰撞风险动力学解算方法的船舶避障切换控制策略,结合扩张状态观测器、避障... [目的]为降低船舶数学模型不确定性和外部干扰对动力定位船控制系统设计的影响,对带有输入约束的动力定位船输出反馈轨迹跟踪控制进行研究。[方法]提出一种基于碰撞风险动力学解算方法的船舶避障切换控制策略,结合扩张状态观测器、避障控制器、预设性能控制器和辅助动力系统等实现轨迹跟踪与动态避障;设计碰撞风险分析模块实时评估航行风险,根据评估结果切换避障控制器与预设性能控制器,并采用李雅普诺夫直接法严格证明闭环系统稳定性。[结果]仿真结果表明,所提控制策略可使轨迹跟踪快速收敛,且在动静态障碍物环境下均能保证船舶安全航行。[结论]策略有效解决了输入约束与障碍物环境下的动力定位船控制问题,通过理论证明与仿真验证表明其能兼顾控制精度与避障安全性。 展开更多
关键词 动力定位船 预设性能 避障控制 输入约束
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ESG评级分歧对制造业供应链韧性的影响研究 被引量:1
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作者 许民利 王雨莎 简惠云 《改革》 北大核心 2025年第10期94-112,共19页
供应链韧性对制造业企业应对“堵链”“卡链”“断链”等问题的重要性日益凸显,但鲜有研究探讨ESG评级分歧对制造业供应链韧性的影响。以2015—2023年中国A股制造业上市公司为研究样本,实证检验企业ESG评级分歧与供应链韧性之间的关系... 供应链韧性对制造业企业应对“堵链”“卡链”“断链”等问题的重要性日益凸显,但鲜有研究探讨ESG评级分歧对制造业供应链韧性的影响。以2015—2023年中国A股制造业上市公司为研究样本,实证检验企业ESG评级分歧与供应链韧性之间的关系。结果表明,企业的ESG评级分歧越大,供应链韧性越弱。ESG评级分歧通过降低信息透明度和市场正面预期、增加融资约束来降低供应链韧性。数字化转型水平对ESG评级分歧与制造业供应链韧性的调节作用存在维度差异:更高的数字化转型水平能有效弱化ESG评级分歧对供应链恢复力的负面影响,却强化了ESG评级分歧对供应链抵抗力的负面影响。进一步分析发现,上述负面影响效应在低市场势力和低慈善捐赠水平的企业中更加明显。同时,ESG评级分歧对供应链抵抗力的负面影响在非重污染企业中更加显著,而对供应链恢复力的影响在重污染企业中更加显著。 展开更多
关键词 供应链韧性 ESG评级分歧 制造业 信息透明度 市场正面预期 融资约束
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全维可观动态步长约束的单兵双足惯性定位方法
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作者 赵辉 陈文彬 +1 位作者 刘宁 苏中 《中国惯性技术学报》 北大核心 2025年第8期743-750,共8页
针对单兵双足惯性定位系统中存在的状态可观测度低及双足约束距离不可调问题,提出一种全维可观动态步长约束的单兵双足惯性定位方法。通过引入零速状态下相邻时刻状态差分作为伪量测,实现位置误差、速度误差和姿态误差的全维可观;同时... 针对单兵双足惯性定位系统中存在的状态可观测度低及双足约束距离不可调问题,提出一种全维可观动态步长约束的单兵双足惯性定位方法。通过引入零速状态下相邻时刻状态差分作为伪量测,实现位置误差、速度误差和姿态误差的全维可观;同时建立基于非零速运动加速度模值的双足最大约束距离估计模型,实现不同运动模式下的动态阈值调整。利用消费级低精度惯性传感器开展多组双足定位实验,结果表明:在双足慢走定位实验中,所提方法的定位误差为总行程的0.39%,相较于传统双足惯性定位方法,定位精度提升了3倍。 展开更多
关键词 单兵定位 惯性定位 双足约束 动态步长 全维可观
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探索非零位置约束:算法-硬件协同设计的DNN稀疏训练方法
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作者 王淼 张盛兵 张萌 《西北工业大学学报》 北大核心 2025年第1期119-127,共9页
设备上的学习使得边缘设备能连续适应人工智能应用的新数据。利用稀疏性消除训练过程中的冗余计算和存储占用是提高边缘深度神经网络(deep neural network,DNN)学习效率的关键途径。然而由于缺乏对非零位置的假设,往往需要昂贵的代价用... 设备上的学习使得边缘设备能连续适应人工智能应用的新数据。利用稀疏性消除训练过程中的冗余计算和存储占用是提高边缘深度神经网络(deep neural network,DNN)学习效率的关键途径。然而由于缺乏对非零位置的假设,往往需要昂贵的代价用于实时地识别和分配零的位置以及对不规则计算的负载均衡,这使得现有稀疏训练工作难以接近理想加速比。如果能提前预知训练过程中操作数的非零位置约束规则,就可以跳过这些处理开销,从而提升稀疏训练性能和能效比。针对稀疏训练过程,面向边缘场景中典型的3类激活函数探索操作数之间的位置约束规则,提出:①一个硬件友好的稀疏训练算法以减少3个阶段的计算量和存储压力;②一个高能效的稀疏训练加速器,能预估非零位置使得实时处理代价被并行执行掩盖。实验表明所提出的方法比密集加速器和2个其他稀疏训练工作的能效比分别提升了2.2倍,1.38倍和1.46倍。 展开更多
关键词 稀疏训练 非零位置约束 DNN 稀疏加速器
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