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Effects of Input Enhancement on Chinese EFL Learners’Discourse Competence and Writing Performance in Comparative Continuation Writing
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作者 Xinyi Zhai Yinyin Du Qi Xu 《Chinese Journal of Applied Linguistics》 2026年第1期92-111,160,共21页
This study integrates explicit input enhancement into comparative continuation writing,defined as a task in which learners produce a continuation by comparing their own expression with an input text,aligning with its ... This study integrates explicit input enhancement into comparative continuation writing,defined as a task in which learners produce a continuation by comparing their own expression with an input text,aligning with its discourse structure and linguistic features,while developing their own ideas.It aims to examine whether English as a Foreign Language(EFL)learners in China exhibit differences in discourse competence and writing performance when completing comparative continuation writing combined with different input enhancement techniques,and whether the alignment effect occurs at the discourse level.Sixty first-year Chinese senior middle school students were divided into four groups:three groups engaged in comparative continuation writing with varying input enhancement,achieved by combining different techniques,while a control group performed a designated-topic writing task.The results revealed that three comparative continuation writing groups outperformed the designated-topic writing group in discourse competence,particularly in the use of temporal connectives.However,differences and some inconsistencies were observed among the comparative continuation writing groups across individual indices.The study highlights effective ways to incorporate comparative continuation writing into English instruction and demonstrates how explicit input enhancement can complement the task,simultaneously activating the alignment effect proposed by the xu-argument and enhancing discourse competence in writing. 展开更多
关键词 comparative continuation writing input enhancement discourse competence EFL writing performance
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Event-Triggered Adaptive Control of Noncanonical Nonlinear Systems With Hysteresis Inputs
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作者 Guanyu Lai Kairong Zeng +2 位作者 Yonghua Wang Tao Zhang Hanzhen Xiao 《IEEE/CAA Journal of Automatica Sinica》 2025年第8期1739-1741,共3页
Dear Editor,It is well known that event-triggered control(ETC)is an effective approach in addressing networked control problems for Industry 5.0.Its feasibility,however,is still restricted to canonical nonlinear syste... Dear Editor,It is well known that event-triggered control(ETC)is an effective approach in addressing networked control problems for Industry 5.0.Its feasibility,however,is still restricted to canonical nonlinear systems so far.Considering this,a gradient-based adaptive ETC scheme for noncanonical nonlinear systems is newly developed in this letter,where the hysteresis input constraints are considered also.By proper decomposition,the technical issue of handling ETC-induced measurement errors and hysteresis inputs can be transformed into the robustness problem to bounded disturbance-like terms,which is then addressed by integrating a switching modification strategy in adaptive design and developing a novel augmented error-based analysis framework.Experimental results based on a practical piezoactuator confirm the effectiveness of the proposed scheme. 展开更多
关键词 hysteresis input constraints event triggered control adaptive control hysteresis inputs networked control problems noncanonical nonlinear systems gradient based adaptive scheme canonical nonlinear systems
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High-efficient single-phase,non-isolated,multi-input microinverter with common ground for photovoltaic systems
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作者 Anees Alhasi Patrick Chi-Kwong Luk +1 位作者 Khalifa Aliyu Ibrahim Zhenhua Luo 《Journal of Electronic Science and Technology》 2025年第4期46-64,共19页
Single-phase,non-isolated microinverters used in photovoltaic(PV)systems commonly encounter two persistent challenges:High-frequency leakage current and fluctuating power delivery.This paper presents a novel single-ph... Single-phase,non-isolated microinverters used in photovoltaic(PV)systems commonly encounter two persistent challenges:High-frequency leakage current and fluctuating power delivery.This paper presents a novel single-phase,non-isolated,multi-input microinverter topology with a common-ground structure that effectively eliminates ground leakage current without requiring additional active components.The proposed microinverter architecture integrates a dual-boost configuration and uses only four active switches.This is especially advantageous in terms of the component count,which is beneficial to enhance reliability,reduce cost,and simplify the overall system design.With one,two,or four PV inputs,it can operate without interruption under unbalanced voltage or partial shading and even if some inputs drop to zero.A tailored modulation scheme minimizes conduction losses while maintaining a stable direct-current(DC)-link voltage,and a decoupling capacitor efficiently absorbs the single-phase pulsating power,thus overcoming one major limitation in existing microinverter designs.By validating with a 1-kW GaN-based prototype,both the simulated and experimental results demonstrate its high efficiency,robustness,and practical suitability for cost-effective PV applications,with a peak efficiency value of 94.8%. 展开更多
关键词 Dual-boost Leakage current elimination Multiple input microinverter Non-isolated Photovoltaic Single-boost
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Investigation of SAW heat input on modified 9Cr-1Mo steel: microstructure, mechanical properties, and residual stress
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作者 Joydeep Roy Pritam Das Raja Chakrabarti 《China Welding》 2025年第3期207-216,共10页
This study investigates the impact of welding heat input on weldments of modified 9Cr-1Mo(P91)steel,a high-strength material that requires high-energy welding processes like submerged arc welding.In the as-welded cond... This study investigates the impact of welding heat input on weldments of modified 9Cr-1Mo(P91)steel,a high-strength material that requires high-energy welding processes like submerged arc welding.In the as-welded condition,P91 steel welds primarily consist of untempered martensite,which transforms into tempered martensite during post-weld heat treatment(PWHT).Electron spectro-scopy analysis reveals the presence of M_(23)C_(6) and MX carbonitride precipitates at grain boundaries.Increasing the heat input leads to greater quantities of precipitates in the prior austenite grain boundaries,which can affect material properties.Weldment hardness profiles exhibit modest improvements,while ultimate tensile strength and toughness decrease with higher welding heat input,poten-tially due to the formation of a ferritic phase.Residual stress distributions are noticeably influenced by the welding heat input level. 展开更多
关键词 P91 steel Heat input MICROSTRUCTURE Mechanical properties Residual stress
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Networked control with guaranteed performance for IoT rehabilitation robot under nonvanishing uncertainties and input quantization
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作者 Shilei Tan Xuesong Wang +1 位作者 Haoquan Zhou Wei Gong 《Digital Communications and Networks》 2025年第6期1774-1782,共9页
The Internet of Things(IoT)technology provides data acquisition,transmission,and analysis to control rehabilitation robots,encompassing sensor data from the robots as well as lidar signals for trajectory planning(desi... The Internet of Things(IoT)technology provides data acquisition,transmission,and analysis to control rehabilitation robots,encompassing sensor data from the robots as well as lidar signals for trajectory planning(desired trajectory).In IoT rehabilitation robot systems,managing nonvanishing uncertainties and input quantization is crucial for precise and reliable control performance.These challenges can cause instability and reduced effectiveness,particularly in adaptive networked control.This paper investigates networked control with guaranteed performance for IoT rehabilitation robots under nonvanishing uncertainties and input quantization.First,input quantization is managed via a quantization-aware control design,ensur stability and minimizing tracking errors,even with discrete control inputs,to avoid chattering.Second,the method handles nonvanishing uncertainties by adjusting control parameters via real-time neural network adaptation,maintaining consistent performance despite persistent disturbances.Third,the control scheme guarantees the desired tracking performance within a specified time,with all signals in the closed-loop system remaining uniformly bounded,offering a robust,reliable solution for IoT rehabilitation robot control.The simulation verifies the benefits and efficacy of the proposed control strategy. 展开更多
关键词 Networked control IoT rehabilitation robot Guaranteed performance Nonvanishing uncertainties input quantization
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Beneficial effect of heat input to improve microbial corrosion resistance of welded joint in X80 steel pipeline
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作者 Yingying Li Binbin Wang +4 位作者 Yong Wang Qin Wang Xiaobao Zhou Minghua Zhang Tangqing Wu 《Journal of Materials Science & Technology》 2025年第20期217-234,共18页
In this paper,Desulfovibrio vulgaris corrosion of X80 steel welded joint with different heat inputs was carefully investigated.The results confirmed that in the sterile medium,general corrosion rate and lo-calized cor... In this paper,Desulfovibrio vulgaris corrosion of X80 steel welded joint with different heat inputs was carefully investigated.The results confirmed that in the sterile medium,general corrosion rate and lo-calized corrosion susceptibility of heat affected zone(HAZ)were higher than those of weld zone(WZ)and base metal(BM).In the inoculated medium,the general corrosion rate of HAZ was still higher than that of WZ and BM.However,the number and depth of corrosion pits on WZ and BM surfaces,as well as the localized corrosion susceptibility,were much higher than those in HAZ,which was opposite to that in sterile environment,suggesting that the Desulfovibrio vulgaris corrosion of the welded joint was selective.With heat input increasing from 0.57 kJ/mm to 1.29 kJ/mm,general corrosion rate and localized corrosion susceptibility of HAZ and WZ simultaneously decreased in sterile or inoculated medium.In in-oculated medium,localized corrosion of HAZ decreased more sharply than weld zone.Within the range of heat inputs tested,the study discerned a positive correlation:higher heat inputs correlated with an enhanced corrosion resistance of welded joint,irrespective of environmental conditions being sterile or inoculated.The findings provide a solid basis for the welding parameter determination to steel pipelines in oil and gas transportation. 展开更多
关键词 X80 steel pipeline Welded joint Microbial corrosion Heat input Corrosion resistance
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Empirical correlation between the elastic input energy and typical intensity measures for offshore ground motions
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作者 Hu Jinjun Tian Hao +2 位作者 Tan Jingyang Liu Mingji Jin Chaoyue 《Earthquake Engineering and Engineering Vibration》 2025年第3期653-674,I0002-I0012,共33页
To analyze the correlation between the input energy parameters(V_(E))and typical intensity measures(IMs)of offshore ground motions,based on 273 earthquake events recorded by the K-NET in Japan,892 offshore ground moti... To analyze the correlation between the input energy parameters(V_(E))and typical intensity measures(IMs)of offshore ground motions,based on 273 earthquake events recorded by the K-NET in Japan,892 offshore ground motion records with moment magnitudes from 4.0 to 7.0 were used in this study.Residuals obtained through a ground motion model were calculated and analyzed for the correlation between V_(E) and amplitude,duration,frequency content and cumulative IMs.The results indicate that PGV and PGD have strong correlation with the V_(E)(T>0.2 s and T>0.4 s),the duration IMs have weakly negative correlation with the V_(E),Sd_(1) has a strong correlation with the V_(E) in the periods of T>0.4 s,T_(g) has a weak correlation with V_(E) and the cumulative IMs have strong correlation with the V_(E).The parametric predictive equations between typical IMs and V_(E) was proposed,and the differences between the prediction equations from the onshore ground motion records were compared.The differences in parametric predicted equations between offshore and onshore ground motions were confirmed in this study.Proposed correlation equations can be applied to offshore probabilistic seismic hazard analysis and the selection of ground motion records by generalized conditional intensity measures. 展开更多
关键词 input energy offshore ground motion intensity measures empirical correlation parametric prediction equations
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Analysis and design of multivalued many-to-one associative memory driven by external inputs
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作者 Qiang Fang Hao Zhang 《Chinese Physics B》 2025年第8期331-341,共11页
This paper proposes a novel multivalued recurrent neural network model driven by external inputs,along with two innovative learning algorithms.By incorporating a multivalued activation function,the proposed model can ... This paper proposes a novel multivalued recurrent neural network model driven by external inputs,along with two innovative learning algorithms.By incorporating a multivalued activation function,the proposed model can achieve multivalued many-to-one associative memory,and the newly developed algorithms enable effective storage of many-to-one patterns in the coefficient matrix while maintaining the indispensability of inputs in many-to-one associative memory.The proposed learning algorithm addresses a critical limitation of existing models which fail to ensure completely erroneous outputs when facing partial input missing in many-to-one associative memory tasks.The methodology is rigorously derived through theoretical analysis,incorporating comprehensive verification of both the existence and global exponential stability of equilibrium points.Demonstrative examples are provided in the paper to show the effectiveness of the proposed theory. 展开更多
关键词 many-to-one associative memories recurrent neural network global exponential stability external input
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Observed-based adaptive neural tracking control for nonlinear systems with unknown control directions and input delay
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作者 DENG Yuxuan WANG Qingling 《Journal of Systems Engineering and Electronics》 2025年第1期269-279,共11页
Enhancing the stability and performance of practical control systems in the presence of nonlinearity,time delay,and uncertainty remains a significant challenge.Particularly,a class of strict-feedback nonlinear uncerta... Enhancing the stability and performance of practical control systems in the presence of nonlinearity,time delay,and uncertainty remains a significant challenge.Particularly,a class of strict-feedback nonlinear uncertain systems characterized by unknown control directions and time-varying input delay lacks comprehensive solutions.In this paper,we propose an observerbased adaptive tracking controller to address this gap.Neural networks are utilized to handle uncertainty,and a unique coordinate transformation is employed to untangle the coupling between input delay and unknown control directions.Subsequently,a new auxiliary signal counters the impact of time-varying input delay,while a Nussbaum function is introduced to solve the problem of unknown control directions.The leverage of an advanced dynamic surface control technique avoids the“complexity explosion”and reduces boundary layer errors.Synthesizing these techniques ensures that all the closed-loop signals are semi-globally uniformly ultimately bounded(SGUUB),and the tracking error converges to a small region around the origin by selecting suitable parameters.Simulation examples are provided to demonstrate the feasibility of the proposed approach. 展开更多
关键词 adaptive neural network dynamic surface control unknown control direction input delay
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Global prescribed performance control for lane-keeping of automated vehicles considering input saturation
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作者 Zhibang Si Yujuan Wang +1 位作者 Qing Chen Manling Wu 《Journal of Automation and Intelligence》 2025年第1期65-71,共7页
This paper addresses the lane-keeping control problem for autonomous ground vehicles subject to input saturation and uncertain system parameters.An enhanced adaptive terminal sliding mode based prescribed performance ... This paper addresses the lane-keeping control problem for autonomous ground vehicles subject to input saturation and uncertain system parameters.An enhanced adaptive terminal sliding mode based prescribed performance control scheme is proposed,which enables the lateral position error of the vehicle to be kept within the prescribed performance boundaries all the time.This is achieved by firstly introducing an improved performance function into the controller design such that the stringent initial condition requirements can be relaxed,which further allows the global prescribed performance control result,and then,developing a multivariable adaptive terminal sliding mode based controller such that both input saturation and parameter uncertainties are handled effectively,which further ensures the robust lane-keeping control.Finally,the proposed control strategy is validated through numerical simulations,demonstrating its effectiveness. 展开更多
关键词 Lane keeping Global prescribed performance Adaptive terminal sliding mode control input saturation
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Effect of Ti/N ratio on TiN particles,prior austenite grains and toughness of HAZ of steel plates with Mg deoxidization after high heat input welding
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作者 Yu-qi Zhang Yin-hui Zhang +4 位作者 Jian Yang Yan-li Chen Ting-ting Li Liang Wang Rong-bin Li 《Journal of Iron and Steel Research International》 2025年第9期2964-2973,共10页
The effects of Ti/N ratio on the number densities of nano particles,the size of the prior austenite grain(PAG)and the toughness of the heat-affected zone(HAZ)of Mg-deoxidized steels were studied after high heat input ... The effects of Ti/N ratio on the number densities of nano particles,the size of the prior austenite grain(PAG)and the toughness of the heat-affected zone(HAZ)of Mg-deoxidized steels were studied after high heat input welding of 400 kJ/cm.With increasing the Ti/N ratio from 2.7 to 5.7,the cuboid nano-sized particles are formed,and their number density increases.The area fractions of ductile intragranular acicular ferrites(IAFs)have the highest value and the area fractions of brittle microstructures of ferrite side plates and upper bainites have the lowest value in TN30 steel.With the Ti/N ratio of about 3.0,the HAZ of steel plate has the best low-temperature toughness.With increasing the Ti/N ratio from 2.7 to 5.7,the PAG sizes after the high-temperature laser scanning confocal microscopy observation decrease linearly with increasing the number densities of nano-sized particles.The PAG size of TN30 steel is between 100 and 150μm,which is conducive to the nucleation of IAFs. 展开更多
关键词 Mg-deoxidized steel Heat-affected zone Ti/N ratio TOUGHNESS High heat input welding
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Adaptive Periodic Disturbance Compensation for Continuous-Time Linear Systems With Input Delays
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作者 Jiahao Zhu Shujin Yuan +2 位作者 Lisheng Mou Jun Luo Huayan Pu 《IEEE/CAA Journal of Automatica Sinica》 2025年第11期2286-2299,共14页
Unknown time-varying periodic disturbances and input delays can degrade control performance and even lead to system instability.This paper presents a novel direct adaptive output feedback controller based on the inter... Unknown time-varying periodic disturbances and input delays can degrade control performance and even lead to system instability.This paper presents a novel direct adaptive output feedback controller based on the internal model principle(IMP)to compensate for the unknown time-varying periodic disturbance in input delay systems.To reduce the design difficulty of the controller,the input delay system is equivalent to an input delay-free system by constructing stable auxiliary systems.Next,all the stabilizing controllers of the input delay system are derived by using the Youla parameterization method.Based on the IMP,an interpolation condition to completely compensate for periodic disturbances is formulated.Then,to compensate for the unknown time-varying periodic disturbance,a parameter adaptive algorithm is designed to update the Q-parameters online.The convergence of adaptive algorithms is analyzed by the Lyapunov function theory.Simulation and experimental results validated the effectiveness of the proposed method. 展开更多
关键词 Adaptive control input delay system internal model principle(IMP) periodic disturbance compensation Youla parameterization
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Impulsive Consensus of MASs With Input Saturation and DoS Attacks
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作者 Xuyang Wang Dengxiu Yu Xiaodi Li 《IEEE/CAA Journal of Automatica Sinica》 2025年第2期414-424,共11页
This paper investigates the secure impulsive consensus of Lipschitz-type nonlinear multi-agent systems(MASs) with input saturation. According to the coupling of input saturation and denial of service(DoS) attacks, imp... This paper investigates the secure impulsive consensus of Lipschitz-type nonlinear multi-agent systems(MASs) with input saturation. According to the coupling of input saturation and denial of service(DoS) attacks, impulsive control for MASs becomes extremely challenging. Considering general DoS attacks,this paper provides the sufficient conditions for the almost sure consensus of the MASs with input saturation, where the error system can achieve almost sure local exponential stability.Through linear matrix inequalities(LMIs), the relation between the trajectory boundary and DoS attacks is characterized, and the trajectory boundary is estimated. Furthermore, an optimization method of the domain of attraction is proposed to maximize the size. And a non-conservative and practical boundary is proposed to characterize the effect of DoS attacks on MASs. Finally, considering a multi-agent system with typical Chua's circuit dynamic model, an example is provided to illustrate the theorems' correctness. 展开更多
关键词 Almost sure consensus denial of service(DoS)attacks impulsive control input saturation
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Data-Driven Iterative Learning Consensus Tracking Based on Robust Neural Models for Unknown Heterogeneous Nonlinear Multiagent Systems With Input Constraints
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作者 Chong Zhang Yunfeng Hu +2 位作者 TingTing Wang Xun Gong Hong Chen 《IEEE/CAA Journal of Automatica Sinica》 2025年第10期2153-2155,共3页
Dear Editor,Aiming at the consensus tracking problem of a class of unknown heterogeneous nonlinear multiagent systems(MASs)with input constraints,a novel data-driven iterative learning consensus control(ILCC)protocol ... Dear Editor,Aiming at the consensus tracking problem of a class of unknown heterogeneous nonlinear multiagent systems(MASs)with input constraints,a novel data-driven iterative learning consensus control(ILCC)protocol based on zeroing neural networks(ZNNs)is proposed.First,a dynamic linearization data model(DLDM)is acquired via dynamic linearization technology(DLT). 展开更多
关键词 dynamic linearization data model dldm consensus tracking problem input constraints consensus tracking unknown heterogeneous nonlinear multiagent systems robust neural models data driven iterative learning zeroing neural networks znns
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双IRS辅助太赫兹大规模MIMO系统的宽带信道估计方案
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作者 梁彦 李宝龙 +1 位作者 魏浩章 李飞 《系统工程与电子技术》 北大核心 2026年第1期361-371,共11页
在太赫兹(terahertz,THz)大规模多输入多输出(multiple-input multiple-output,MIMO)系统中部署双智能反射面(intelligent reflecting surface,IRS)能够带来更高的波束增益,为应对THz信道的严重路径损耗提供了一种有效的解决方案。针对... 在太赫兹(terahertz,THz)大规模多输入多输出(multiple-input multiple-output,MIMO)系统中部署双智能反射面(intelligent reflecting surface,IRS)能够带来更高的波束增益,为应对THz信道的严重路径损耗提供了一种有效的解决方案。针对双IRS辅助THz大规模MIMO系统的信道估计问题,提出一种基于宽带字典的低复杂度、低导频开销的信道估计方案。首先,构建了与子载波频率相关的宽带字典。然后,基于信道的稀疏结构针对IRS的反射链路进行角度估计,获得级联信道中基站和IRS的角度信息。最后,根据角度估计结果进行宽带字典矩阵压缩,并基于正交匹配追踪算法完成多用户的宽带级联信道估计。仿真结果表明,所提出的信道估计方案能够在保证信道估计精度的前提下,有效地减少导频开销并降低了25%的计算复杂度。 展开更多
关键词 智能反射面 太赫兹 大规模多输入多输出 宽带信道估计
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数字化转型对企业全要素生产率的影响——基于中间投入视角的实证研究
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作者 张继彤 李国祥 +1 位作者 陈婷 闫志俊 《苏州大学学报(哲学社会科学版)》 北大核心 2026年第1期110-121,共12页
数字化转型是数字经济浪潮下企业高质量发展的重要路径。本文将数字化投入引入企业生产决策中,考察数字化转型对企业全要素生产率的作用机理,度量企业数字化转型水平,在此基础上构建计量模型验证理论假说。研究发现:企业数字化转型能显... 数字化转型是数字经济浪潮下企业高质量发展的重要路径。本文将数字化投入引入企业生产决策中,考察数字化转型对企业全要素生产率的作用机理,度量企业数字化转型水平,在此基础上构建计量模型验证理论假说。研究发现:企业数字化转型能显著提升企业全要素生产率,这一结论在考虑内生性问题以及排除政策影响、剔除特定样本等多次稳健性检验后仍然成立。异质性分析发现,企业数字化转型对全要素生产率的提升效应在大型企业、国有企业中以及在要素市场化程度、数字普惠金融发展水平更高的地区更加显著。机制检验显示,企业数字化转型主要通过推动中间投入高级化与多样化路径,优化中间投入结构与配置效率,进而提升企业全要素生产率。协同推进数字化转型,不仅是企业稳中求进的有效路径,也是构建中国现代产业链体系、助力经济高质量发展的重要力量。 展开更多
关键词 数字化转型 全要素生产率 中间投入 资源配置效率
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面向输入饱和的遥操作机器人改进预定性能自适应控制
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作者 李二超 沈轶镕 张浩琛 《制造业自动化》 2026年第2期64-77,共14页
针对遥操作机器人系统中的瞬态响应能力不足及执行器饱和问题,提出了一种改进的预定性能控制方法。首先,通过设计具备时变特性的误差约束函数和转换函数,实现对系统误差收敛过程的显式约束,有效提升系统的响应速度与稳态精度。其次,结... 针对遥操作机器人系统中的瞬态响应能力不足及执行器饱和问题,提出了一种改进的预定性能控制方法。首先,通过设计具备时变特性的误差约束函数和转换函数,实现对系统误差收敛过程的显式约束,有效提升系统的响应速度与稳态精度。其次,结合非线性饱和函数与自适应调节器,对遥操作系统中主从端的控制力矩进行动态限幅与调整,有效缓解因执行器力矩饱和引起的不连续控制甚至误差扩大问题,从而确保控制力矩的平滑性。此外,引入径向基函数神经网络对系统不确定性进行估计,进一步增强控制器的鲁棒性与自适应能力。在不依赖精确系统模型的前提下,通过Lyapunov稳定性分析严格证明了所提出的控制策略下闭环系统的稳定性。最终,通过对比仿真实验,验证了所提出的控制策略在误差收敛、饱和抑制以及位置跟踪精度等方面的性能优势。 展开更多
关键词 遥操作机器人 输入饱和 预定性能控制 自适应控制 神经网络
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中国绿色就业规模测算及其效应分析
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作者 徐强 苗彤 《统计与信息论坛》 北大核心 2026年第1期1-18,共18页
绿色经济是重要的国家发展战略,当前中国正步入绿色转型的关键时期。为洞悉绿色转型对中国就业市场的影响,采用投入产出法和结构分解法测算2012—2020年中国绿色就业规模,量化评估中国绿色产业的就业吸纳能力,并系统性剖析劳动生产率、... 绿色经济是重要的国家发展战略,当前中国正步入绿色转型的关键时期。为洞悉绿色转型对中国就业市场的影响,采用投入产出法和结构分解法测算2012—2020年中国绿色就业规模,量化评估中国绿色产业的就业吸纳能力,并系统性剖析劳动生产率、产业结构调整以及最终需求规模波动对绿色就业规模的影响。测算结果表明,2012—2020年绿色产业增加值持续稳定增长,绿色就业规模呈先减后增趋势,绿色就业规模占历年就业总数的比重基本维持在4%~5%之间,与国际既有研究的测算结果大致处于同一水平。从就业效应来看,绿色产业的就业创造效应超过了替代效益,当前绿色产业正处于就业吸纳阶段,推动就业规模有效扩大。从就业规模影响因素来看,劳动生产率、产业结构调整以及最终需求规模波动对不同类型产业就业的影响存在明显异质性,服务业在绿色转型过程中为稳定就业市场发挥了重要作用。从拓展性研究来看,绿色转型背景下绿色产业的劳动力需求向高技能和低技能劳动者倾斜,呈现技能偏态性、劳动力“极化”等特征。通过以上分析,提出合理选择绿色转型模式、完善劳动力市场服务体系、完善职业培训体系等政策建议,为政府相关部门制定产业转型策略提供参考,为化解绿色转型过程中劳动力市场的矛盾和冲突提供经验支持。 展开更多
关键词 绿色经济 绿色就业 投入产出法 结构分解法 就业效应
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ESG评级对人力资本投入:“负担”还是“有益”——基于商道融绿ESG评级的准自然实验
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作者 郭震 刘晶 李龙飞 《产业经济评论》 2026年第1期97-120,共24页
ESG兼顾经济、社会、治理效益的协调发展,与低碳环保、可持续发展理念一脉相承,为企业实现“绿色蝶变”、落实“双碳”目标提供行动指南和支持。本文基于第三方商道融绿首次发布ESG评级的外生冲击,以2010-2020年中国A股上市公司为样本,... ESG兼顾经济、社会、治理效益的协调发展,与低碳环保、可持续发展理念一脉相承,为企业实现“绿色蝶变”、落实“双碳”目标提供行动指南和支持。本文基于第三方商道融绿首次发布ESG评级的外生冲击,以2010-2020年中国A股上市公司为样本,通过构建多时点双重差分模型,深入探究了ESG评级对企业人力资本投入的影响。研究结果表明:第一,ESG评级能够显著地促进企业人力资本投入,这一结论经过了一系列稳健性检验的支持。第二,ESG评级可以通过推动企业绿色创新、缓解融资约束,进而促进企业人力资本投入。第三,企业数字化水平正向调节ESG评级与人力资本投入的关系。企业内薪酬差距负向调节两者关系,即企业内薪酬差距越大,越不利于ESG评级对人力资本投入的正向影响。异质性检验表明,ESG评级对人力资本投入在竞争性行业更显著,对国有企业、重污染企业和技术资本密集型企业的影响更显著。研究为完善ESG评级第三方鉴证框架、培育可持续发展复合型人才建设及高质量发展提供了理论参考和实践依据。 展开更多
关键词 ESG评级 人力资本投入 多时点双重差分模型
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数字绿色金融平台如何促进企业数字化绿色化协同?
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作者 孔莉 彭宇亭 杨渝镜 《商业研究》 北大核心 2026年第1期38-53,共16页
数字绿色金融平台作为金融科技在平台领域的典型代表,是金融“数字化”与“绿色化”有机融合的具体体现。本文基于投入产出理论,利用2010—2023年制造业A股上市公司的微观数据,采用EBM模型测度企业“数字化-绿色化”效率的协同发展水平... 数字绿色金融平台作为金融科技在平台领域的典型代表,是金融“数字化”与“绿色化”有机融合的具体体现。本文基于投入产出理论,利用2010—2023年制造业A股上市公司的微观数据,采用EBM模型测度企业“数字化-绿色化”效率的协同发展水平,并运用带有监督学习的双重机器学习模型,探究数字绿色金融平台对企业数字化绿色化协同的影响。研究发现:数字绿色金融平台能够有效驱动企业数字化绿色化协同,这一效应主要通过银行主体协同与技术创新协同两条渠道实现;地方政府行为,包括政策支持的广度、深度、强度以及公共数据开放,均对平台与企业数字化绿色化协同之间的基准关系具有正向调节作用;异质性分析进一步表明,在平台质量较高、采用省市协同型运营模式、企业内部控制水平较高的情境下,平台对企业数字化绿色化协同的驱动作用更为显著。本研究不仅实证揭示了数字绿色金融平台的协同驱动效应,也为理解“双化协同”的内在机理与实现路径提供了新的理论视角。 展开更多
关键词 数字绿色金融平台 数字化绿色化协同 双重机器学习 协同效率 投入产出
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