期刊文献+
共找到37,637篇文章
< 1 2 250 >
每页显示 20 50 100
基于LLM-DDPG协同决控实现闭环自动驾驶
1
作者 郭彤颖 樊烁 郑岩 《汽车技术》 北大核心 2026年第4期10-16,共7页
针对自动驾驶领域中规则驱动方法在长尾场景下泛化能力有限,数据驱动模型存在数据过拟合、决策过程缺乏可解释性等问题,提出一种基于大语言模型(LLM)和深度确定性策略梯度(DDPG)驱动的自动驾驶框架。通过整合常识与环境数据,生成可解释... 针对自动驾驶领域中规则驱动方法在长尾场景下泛化能力有限,数据驱动模型存在数据过拟合、决策过程缺乏可解释性等问题,提出一种基于大语言模型(LLM)和深度确定性策略梯度(DDPG)驱动的自动驾驶框架。通过整合常识与环境数据,生成可解释性决策;利用DDPG算法实现底层控制;在存储模块中,设计数值+语义特征相似性检索机制,为当前决策任务实时匹配相似历史案例辅助动态决策。试验结果表明:相较于Rule-Driving和DQN-Driving,提出的方法在异构测试场景A中的成功率分别提升约33%和14%;在异构测试场景B中的成功率分别提升约70%和42%,表现出更强的跨场景泛化能力和环境适应能力。 展开更多
关键词 自动驾驶 大语言模型 思维链 深度确定性策略梯度算法 案例推理
在线阅读 下载PDF
基于DDPG-PER的智慧楼宇云边任务调度策略
2
作者 杨萍 赵俊睿 《自动化与仪表》 2026年第2期138-143,共6页
随着智慧楼宇中物联网终端激增,大量计算任务须上传处理,但云端延迟高且边缘算力有限。该文提出一种跨层联合优化框架,基于楼宇拓扑与业务特征,建立包含计算时延、任务优先级、云边计算与通信资源的联合调度模型。提出将SumTree结构的... 随着智慧楼宇中物联网终端激增,大量计算任务须上传处理,但云端延迟高且边缘算力有限。该文提出一种跨层联合优化框架,基于楼宇拓扑与业务特征,建立包含计算时延、任务优先级、云边计算与通信资源的联合调度模型。提出将SumTree结构的优先经验回放引入DDPG的DDPG-PER算法,提高样本利用率与收敛性。仿真实验显示,DDPG-PER在全局寻优、收敛速度与稳定性上优于标准DDPG及其他基线,并在最小化总体时延的同时优先完成高优先级任务,为智慧楼宇场景下的云边任务调度提供了一种有效的新思路。 展开更多
关键词 智慧楼宇 任务调度 资源分配 ddpg-PER
在线阅读 下载PDF
改进DDPG的磁浮控制研究
3
作者 张振利 宋成林 +1 位作者 汪永壮 杨杰 《工程科学学报》 北大核心 2026年第2期422-435,共14页
针对部分传统磁浮控制算法依赖精确模型、适应性差的问题,提出一种基于强化学习的改进型深度确定性策略梯度(Improvement deep deterministic policy gradient, IDDPG)控制方法.首先,搭建电磁悬浮系统数学模型并分析其动态特性.其次,针... 针对部分传统磁浮控制算法依赖精确模型、适应性差的问题,提出一种基于强化学习的改进型深度确定性策略梯度(Improvement deep deterministic policy gradient, IDDPG)控制方法.首先,搭建电磁悬浮系统数学模型并分析其动态特性.其次,针对传统DDPG算法在电磁悬浮控制中的不足,设计一种分段式反比例奖励函数,以提升稳态精度和响应速度,并对DDPG控制流程进行分析及优化,以满足实际部署需求.最后,通过仿真与实验,对比分析电流环跟踪、奖励函数、训练步长以及模型变化对控制性能的影响.结果表明:采用分段式反比例奖励函数的IDDPG控制器在降低稳态误差和超调的同时,显著提升系统的响应速度,且优化后的控制流程适用于实际系统部署.此外,不同模型下使用相同参数稳态误差均低于5%,取得基本一致的控制效果,远优于滑模控制(Sliding mode control, SMC)的31%和比例–积分–微分控制(Proportional–Integral–Derivative control, PID)的12%,验证了IDDPG在不依赖精确模型情况下的良好适应性.同时,抗扰实验中,IDDPG相比PID超调减少51%,调节时间缩短49%,具有更强抗扰性. 展开更多
关键词 ddpg 奖励函数 控制指标 系统建模 磁浮系统 学习步长
在线阅读 下载PDF
DDPG优化算法的改进型自抗扰风电机组桨距角控制
4
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
原文传递
地震模拟振动台DDPG强化学习控制策略研究
5
作者 张廷元 纪金豹 +1 位作者 李倩 李绅 《机床与液压》 北大核心 2026年第2期57-64,共8页
为提升地震模拟振动台系统在复杂负载工况下的加速度跟踪精度,基于深度确定性策略梯度(DDPG)算法构建振动台强化学习控制策略。建立空载和单自由度试件下的振动台系统模型;采用DDPG算法对控制网络进行迭代训练,通过Actor-Critic框架实... 为提升地震模拟振动台系统在复杂负载工况下的加速度跟踪精度,基于深度确定性策略梯度(DDPG)算法构建振动台强化学习控制策略。建立空载和单自由度试件下的振动台系统模型;采用DDPG算法对控制网络进行迭代训练,通过Actor-Critic框架实现控制模型的学习与优化;将训练好的网络引入振动台模型进行验证,对比分析DDPG算法与传统三变量控制的性能差异,对比测试多种地震波激励下的控制效果。仿真结果表明:在空载条件下,相比传统三参量控制算法,DDPG控制算法的相关系数显著提高,在El-Centro波激励下,DDPG控制的相关系数达到94.3%,相比三参量算法的91.9%提高了2.4%;在考虑单自由度试件的情况下,DDPG算法也可保持良好的控制精度,在El-Centro波激励下,相关系数达到92.9%,相比传统算法的83.7%提高了9.2%。强化学习在振动台控制中的有效性得到了验证,为振动台系统的智能控制提供了新的技术路径。 展开更多
关键词 振动台 ddpg算法 强化学习 智能控制
在线阅读 下载PDF
DDPG改进人工势场法的无人机三维路径规划
6
作者 柴凯凯 徐海芹 范佳伟 《电光与控制》 北大核心 2026年第2期7-13,共7页
在紧急通信和救援任务中,无人机(UAV)在三维环境中的路径规划至关重要。针对传统的人工势场法在连续空间中的最优路径生成能力受限的问题,设计了一种将深度强化学习深度确定性策略梯度(DDPG)与人工势场(APF)相融合的算法。该算法利用DDP... 在紧急通信和救援任务中,无人机(UAV)在三维环境中的路径规划至关重要。针对传统的人工势场法在连续空间中的最优路径生成能力受限的问题,设计了一种将深度强化学习深度确定性策略梯度(DDPG)与人工势场(APF)相融合的算法。该算法利用DDPG算法的动态调整机制优化APF算法的斥力和引力参数,增强了路径规划的效率;当APF算法陷入局部最小值时,由DDPG算法辅助APF算法跳出局部最小值,确保路径的全局最优性。仿真实验结果表明,与单一使用DDPG算法和APF算法相比,融合算法能在保证成功率的前提下显著缩短路径长度、减小总转向角,提升了路径规划的效率。 展开更多
关键词 路径规划 人工势场法 ddpg 三维环境 深度强化学习
在线阅读 下载PDF
基于DDPG动态补偿的压机位置伺服控制
7
作者 朱婷婷 储昭碧 +1 位作者 武睿芃 李龙龙 《制造技术与机床》 北大核心 2026年第3期165-173,共9页
在芯片封装过程中,传统PID控制应用于伺服压机控制器时,虽能达成基础稳定控制,但存在参数整定依赖经验、动态适应性不足的问题,难以处理伺服压机封装过程中的非线性、参数变化等复杂状况。为使伺服压机适应实际应用环境,提高位置跟踪精... 在芯片封装过程中,传统PID控制应用于伺服压机控制器时,虽能达成基础稳定控制,但存在参数整定依赖经验、动态适应性不足的问题,难以处理伺服压机封装过程中的非线性、参数变化等复杂状况。为使伺服压机适应实际应用环境,提高位置跟踪精度,实现精确控制,创新性地将深度强化学习引入伺服压机控制模型,采用深度确定性策略梯度(deep deterministic policy gradient,DDPG)算法,并构建自适应动态补偿机制实现参数优化。仿真试验结果表明,与传统PID控制相比,所构建的基于DDPG的动态补偿控制策略在标称情况、大摩擦工况、宽齿隙工况与带有随机扰动的工况下的误差范围分别降低了91.70%、94.09%、85.38%以及87.57%,显著提高系统模型的跟踪性能与较强的抗干扰能力。仿真试验结果充分验证了所提方法的有效性。 展开更多
关键词 伺服压机 深度强化学习 ddpg算法 自适应控制 动态补偿 位置跟踪
在线阅读 下载PDF
DDPG-LSTM算法在动态多峰场景下光伏MPPT研究
8
作者 李义博 袁金丽 +2 位作者 贠智 郑森潇 郭志涛 《电子测量技术》 北大核心 2026年第3期128-136,共9页
针对光伏系统在局部遮挡、光照突变等复杂动态环境下,出现多极值特性导致最大功率点难以准确追踪和功率波动问题,本文将深度确定性策略梯度连续动作空间优化能力与长短期记忆网络时序特征优势相融合,提出一种基于深度强化学习的DDPG-LST... 针对光伏系统在局部遮挡、光照突变等复杂动态环境下,出现多极值特性导致最大功率点难以准确追踪和功率波动问题,本文将深度确定性策略梯度连续动作空间优化能力与长短期记忆网络时序特征优势相融合,提出一种基于深度强化学习的DDPG-LSTM算法。通过设计分层次奖励函数实现功率追踪、动作平滑性和系统稳定性的多目标协同优化。在MATLAB/Simulink平台搭建光伏系统仿真模型。实验表明:在多极值和动态环境变化条件下,DDPGLSTM算法可稳定跳出局部极值且在最大功率点附近无显著振荡,平均追踪效率达98%以上,验证了DDPG-LSTM算法在动态环境中的高效性与鲁棒性,为光伏系统智能控制及可再生能源高效利用提供了理论支持。 展开更多
关键词 光伏系统 最大功率点追踪 深度强化学习 ddpg-LSTM 局部遮挡
原文传递
基于DDPG和电价感知的中长期双边竞价策略优化模型
9
作者 吴凡 杨永标 +1 位作者 徐青山 赵祎静 《电力需求侧管理》 2026年第1期113-119,共7页
随着电力市场改革的不断深化,用户侧参与中长期电力市场交易的活跃度持续提升,其对电价变化的感知与响应行为已成为影响市场资源配置效率的重要因素。针对传统中长期竞价模型在刻画用户动态行为和处理连续策略优化方面的不足,引入多周... 随着电力市场改革的不断深化,用户侧参与中长期电力市场交易的活跃度持续提升,其对电价变化的感知与响应行为已成为影响市场资源配置效率的重要因素。针对传统中长期竞价模型在刻画用户动态行为和处理连续策略优化方面的不足,引入多周期电价感知机制与深度确定性策略梯度(deep deterministic policy gradient,DDPG)算法,构建发电商中长期双边竞价策略优化方法。首先,建立基于Sigmoid结构的多周期非线性电价感知模型,引入周期调节与不确定扰动因素,刻画用户在不同电价周期下的响应阈值与行为差异;其次,基于DDPG算法设计发电商策略学习框架,并设置差异化奖励函数,兼顾利润、社会福利与市场公平性,实现连续动作空间下的策略自适应优化;最后,通过仿真实验验证所提模型在提升市场收益、促进负荷调节和实现多目标均衡方面的有效性。研究结果表明,该方法能够更精准地模拟电力用户行为,优化发电商竞价策略,增强电力市场的运行稳定性与社会福利水平。 展开更多
关键词 中长期双边交易 多周期电价感知 深度确定性策略梯度算法 强化学习 策略优化
在线阅读 下载PDF
Effect of Gradient Layer Thickness on Anti-penetration Properties of 2024 Al/TC4 Laminated Composites
10
作者 Wang Kangan Li Muxi +1 位作者 Hou Hua Zhao Yuhong 《稀有金属材料与工程》 北大核心 2026年第5期1170-1183,共14页
A gradient structure was introduced into a metal laminated target plate,and the anti-penetration simulation of the gradient structure was compared with that of a uniform-layer-thickness target plate by finite element ... A gradient structure was introduced into a metal laminated target plate,and the anti-penetration simulation of the gradient structure was compared with that of a uniform-layer-thickness target plate by finite element simulation.The analysis was verified by an impact experiment.Results show that the high-level thickness and appropriate percentage of Ti alloy at the upper side of the gradient structure provide greater impact resistance against the bullet,which increases the warhead breakage and enhances the anti-penetration performance.In addition,during the impact process,the stress is transmitted and reflected in the form of waves in each layer of the target plate,and the interaction between the compression and tension waves causes non-synergistic deformation of the target plate and leads to delamination.The gradient target plate takes penetration resistance a step further through the higher energy absorption rate and more consumption of the bullet kinetic energy.This research provides a theoretical basis for the application of gradient structures in metallic laminated armor. 展开更多
关键词 gradient structure laminated composites finite element analysis anti-penetration mechanism
原文传递
Defect-engineered gradient reconstruction for the upcycling of spent LiFePO_(4)to generate high-value LiFe_(1−x)Mn_(x)PO_(4)/C cathodes
11
作者 Shuaijing Ji Yanqiong Tan +6 位作者 Junwei Wang Fengqian Wang Danpeng Cheng Zhenxing Wang Zhongwen Ouyang Shun Tang Yuancheng Cao 《Journal of Energy Chemistry》 2026年第1期306-316,I0008,共12页
Recycling spent lithium-ion(Li+)batteries is critical for achieving environmental conservation and the strategic recovery of essential resources.Compared with conventional methods for recovering cathode materials,whic... Recycling spent lithium-ion(Li+)batteries is critical for achieving environmental conservation and the strategic recovery of essential resources.Compared with conventional methods for recovering cathode materials,which are energy-intensive and prone to secondary pollution,the direct regeneration approach has emerged as a rapid and highly efficient method,gaining widespread attention in recent years.However,this approach faces major challenges,including degraded electrochemical performances and limited economic value.This study,therefore,proposes a high-value direct regeneration strategy to convert degraded spent LiFePO_(4)(S-LFP)into a gradient manganese(Mn)-doped regenerated LiFe_(0.7)Mn_(0.3)PO_(4)/C(R-LFMP)composite.This method leverages the inherent microcracks and Li vacancies present in S-LFP,likely acting as diffusion channels for the Mn^(2+)/Li^(+)ions.Through a two-step mechanochemical ball-milling and carbothermal reduction process,this approach achieves simultaneous Li replenishment and surface-localised Mn gradient doping with enhanced structural control.Notably,the R-LFMP exhibits an exceptional electrochemical performance.At 0.1 C,it delivers a discharge capacity of 161.4 mA h g^(−1)and an energy density of 563.5 Wh kg^(−1)(representing a 60.5%improvement over S-LFP).Additionally,it maintains 83%capacity retention after 900 cycles at 0.5C,a considerable enhancement compared to commercial LFMP(62%).Furthermore,the regenerated cathode material generates a net profit of$7.102 kg^(−1),surpassing the profitability of conventional recycling methods by 90%.Overall,this study introduces a transformative and sustainable LFP regeneration technology,achieving breakthroughs in electrochemical restoration and high-value recycling,while paving the way for the closed-loop utilisation of LFP-based energy storage systems. 展开更多
关键词 Spent LiFePO_(4)recycling Defect-guided gradient reconstruction gradient manganese doping Closed-loop recycling Economic viability
在线阅读 下载PDF
Illusion Optics via Phase-Gradient Metasurfaces
12
作者 Zhaoyao Pan Jinpeng Yang Yadong Xu 《Chinese Physics Letters》 2026年第1期31-36,共6页
Optical phase-gradient metasurfaces have garnered significant attention for enabling flexible light manipulation,with applications across diverse domains.In this work,we will demonstrate that the metasurfaces with pha... Optical phase-gradient metasurfaces have garnered significant attention for enabling flexible light manipulation,with applications across diverse domains.In this work,we will demonstrate that the metasurfaces with phase gradient modulation can be used to achieve illusion optics,featuring the advantages of simple geometric structure and feasible implementation compared with the well-known transformation optics method.The underlying mechanism is the anomalous diffraction law caused by the phase gradient,which provides a theoretical basis for freely manipulating the propagation path of light.By considering a specific example,we will demonstrate that the phase gradient can transform spatial coordinates in real space into illusion space,thereby converting a plane in real space into a curved surface structure in illusion space to achieve the illusion effect.This approach provides a viable alternative to transformation optics for designing illusion devices. 展开更多
关键词 transformation optics anomalous diffraction law illusion opticsfeaturing flexible light manipulationwith illusion optics anomalous diffraction phase gradient modulation phase gradient metasurfaces
原文传递
Transient thermal shock induced radial gradient Cu^(+) -Ov-Ce^(3+)/Ce^(4+)boosted CO_(2) electroreduction to C_(2) products
13
作者 Mingwang Wang Xiang Fei +2 位作者 Hui Ning Han Hu Mingbo Wu 《Journal of Energy Chemistry》 2026年第3期639-645,共7页
Electrocatalytic CO_(2) reduction(CO_(2) RR)toward multi-carbon compounds is a challenging but meaningful route for carbon cycling.Copper-based catalysts are the most promising candidate for C_(2+)generation due to th... Electrocatalytic CO_(2) reduction(CO_(2) RR)toward multi-carbon compounds is a challenging but meaningful route for carbon cycling.Copper-based catalysts are the most promising candidate for C_(2+)generation due to their unique C–C coupling activity,yet the in situ reduction from Cu^(+) to Cu^(0) under cathodic potentials causes the catalyst deactivation.Herein,we develop a transient thermal shock strategy to embed Cu^(+) species into CeO_(2) lattices,constructing a CuO_(x)/CuCeO_(x)catalyst with a radial gradient Cu^(+) -Ov-Ce^(3+)/Ce^(4+)structure.Depth-profiling X-ray photoelectron spectroscopy(XPS)and density functional theory(DFT)calculations reveal that mismatched metal/oxygen diffusion kinetics drive continuous electron transfer from surface Cu^(+) to bulk Ce^(3+)/Ce^(4+)via oxygen vacancies(Ov),forming a dynamic“self-sacrificial”structure to preserve surface Cu^(+) states.In CO_(2)-saturated 0.1 M KHCO_(3),the optimized CuO_(x)/CuCeO_(x)-10 achieves a high C_(2) Faradaic efficiency(FE)of 85.8%at-1.4 V vs.RHE.In situ attenuated total reflection surface-enhanced infrared adsorption spectroscopy(ATR-SEIRAS)identifies the key intermediates of C_(2) are*OCCO and*OCCOH,while DFT reveals a drastic reduction of C–C coupling barrier from 0.842 to0.274 eV.This work demonstrates kinetically tailored metal-support interactions,enabling oxidationstate control for pathway-selective catalysis. 展开更多
关键词 Carbon dioxide Metal-support interactions gradient structure
在线阅读 下载PDF
Inversion of the Paleo-Geothermal Gradient Using Low-Temperature Thermochronology:A Case Study of the Haiyuan-Liupanshan Region
14
作者 Ruxin Ding Zhenghai Wang +4 位作者 Kyoungwon Min Nina Liu Cleber Soares Jing Liu-Zeng Weitao Wang 《Journal of Earth Science》 2026年第1期114-124,共11页
The paleo-geothermal gradient is a crucial parameter for converting the thermal history to the exhumation history.However,the precise estimation of this parameter has been a challenge.This paper presents a simple two-... The paleo-geothermal gradient is a crucial parameter for converting the thermal history to the exhumation history.However,the precise estimation of this parameter has been a challenge.This paper presents a simple two-step method to model the paleo-geothermal gradient using low-temperature thermochronology.(1)It uses the Monte Carlo approach to generate thermal histories in a vertical section randomly and calculates the entire thermal history within the goodnessof-fit thresholds based on different paleo-geothermal gradients.(2)It selects the optimum paleogeothermal gradient by comparing the entire thermal history within different goodness-of-fit thresholds.We validated the method with apatite(U-Th)/He and fission track data collected from two drill cores in the Haiyuan-Liupanshan region.The result revealed that the best-fit paleo-geothermal gradient was~42℃/km during the Early Cretaceous–Miocene and has decreased rapidly to 20℃/km since~10 Ma.The crust thickening in the study area may explain the rapid reduction in the paleogeothermal gradient since~10 Ma.Our results are consistent with earlier studies in the region,suggesting that our simple and more intuitive approach provides an alternative method for paleogeothermal gradient modeling. 展开更多
关键词 paleo-geothermal gradient low-temperature thermochronology Haiyuan-Liupanshan region Tibetan Plateau
原文传递
IG-3D:Integrated-Gradients 3D Optimization for Private Transformer Inference
15
作者 Lei Sun Jingwen Wang +3 位作者 Peng Hu Xiuqing Mao Cuiyun Hu Zhihong Wang 《Computers, Materials & Continua》 2026年第5期1158-1176,共19页
Transformer models face significant computational challenges in private inference(PI).Existing optimization methods often rely on isolated techniques,neglecting joint structural and operational improvements.We propose... Transformer models face significant computational challenges in private inference(PI).Existing optimization methods often rely on isolated techniques,neglecting joint structural and operational improvements.We propose IG-3D,a unified framework that integrates structured compression and operator approximation through accurate importance assessment.Our approach first evaluates attention head importance using Integrated Gradients(IG),offering greater stability and theoretical soundness than gradient-based methods.We then apply a threedimensional optimization:(1)structurally pruning redundant attention heads;(2)replacing Softmax with adaptive polynomial approximation to avoid exponential computations;(3)implementing layer-wise GELU substitution to accommodate different layer characteristics.A joint thresholdmechanism coordinates compression across dimensions under accuracy constraints.Experimental results on the GLUE benchmark show that our method achieves an average 2.9×speedup in inference latency and a 50%reduction in communication cost,while controlling the accuracy loss within 2.3%,demonstrating significant synergistic effects and a superior accuracy-efficiency trade-off compared to single-technique optimization strategies. 展开更多
关键词 Private inference TRANSFORMER attention-head pruning integrated gradients transformer model optimization
在线阅读 下载PDF
基于STL-MTL-DDPG自适应动态组合的综合能源系统多元负荷短期预测
16
作者 张玉敏 孙猛 +3 位作者 吉兴全 杨明 叶平峰 孟祥剑 《高电压技术》 北大核心 2026年第3期1178-1187,I0033-I0036,共14页
针对不同时刻多元负荷间耦合系数的峰谷变化以及气象因素对多元负荷变化的感应差异对多任务学习(multi-task learning,MTL)预测模型精度的影响,提出一种基于单任务学习(single-task learning,STL)-MTL-深度确定性策略梯度算法(deep dete... 针对不同时刻多元负荷间耦合系数的峰谷变化以及气象因素对多元负荷变化的感应差异对多任务学习(multi-task learning,MTL)预测模型精度的影响,提出一种基于单任务学习(single-task learning,STL)-MTL-深度确定性策略梯度算法(deep deterministic policy gradient,DDPG)的自适应动态组合综合能源系统多元负荷短期预测方法。首先,明晰电、冷、热多元负荷的峰谷特征指标,基于皮尔森相关系数逐时刻提取气象数据与电、冷、热负荷间的耦合关系,为后续预测模型构建提供有效的数据支撑;其次,为解决MTL模型存在耦合特征峰谷差的问题,构建STL模型相对独立的提取负荷数据自时序特征,同时解决环境因素对多元负荷变化的灵敏度干扰;然后,对MTL与STL预测数据进行重构,采用DDPG构建动态权重自适应分配模型,拟合子模型预测结果,感知外部环境变化,实现预测模型的逐时刻最优组合。最后,以亚利桑那州立大学Tempe校区综合能源系统为例进行验证,结果表明,模型电、冷、热负荷预测结果的平均绝对百分比误差分别为0.63%、0.98%和1.08%,预测精度相比其他预测模型具有一定提升。 展开更多
关键词 综合能源系统 多任务学习 单任务学习 深度确定性策略梯度算法 负荷预测
原文传递
Biodiversity of Amphibians Along the Elevational Gradient of Mount Leigong: Checklist, Distribution, and Conservation
17
作者 Tuo SHEN Chaobo FENG +5 位作者 Xiujun TANG Caichun PENG Jing LIU Xue GOU Lang MU Haijun SU 《Asian Herpetological Research》 2026年第1期62-66,共5页
Dear Editor,Mountain systems have long been refuges for many species,often viewed as"islands"that promote speciation due to geographic isolation(Rahbek et al.,2019).Their high environmental heterogeneity fos... Dear Editor,Mountain systems have long been refuges for many species,often viewed as"islands"that promote speciation due to geographic isolation(Rahbek et al.,2019).Their high environmental heterogeneity fosters centers of endemism,and they harbor over 85%of global species diversity(Zhao et al.,2022).Consequently,mountains are key systems for exploring biodiversity patterns along elevational gradients,where species richness often follows four recognized models:monotonic decrease,unimodal pattern(forward and backward peak patterns),and low plateau followed by a decrease along the elevational gradient(McCain et al.,2010). 展开更多
关键词 species richness CONSERVATION BIODIVERSITY elevational gradient AMPHIBIANS biodiversity patterns Mount Leigong CHECKLIST
原文传递
Suffusion of sand-clay mixtures under stepwise increase in hydraulic gradient
18
作者 Jooho Lee Yerim Yang +1 位作者 Hangseok Choi Jongmuk Won 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第2期1587-1600,共14页
Suffusion refers to the loss of fineparticles within the soil matrix without any associated volume change,induced by hydrodynamic forces.This study investigated the suffusion of sand-clay mixtures through one-dimensio... Suffusion refers to the loss of fineparticles within the soil matrix without any associated volume change,induced by hydrodynamic forces.This study investigated the suffusion of sand-clay mixtures through one-dimensional soil column experiments under a stepwise increase in hydraulic gradient(i),aiming to evaluate the critical hydraulic gradient(icrit)as a function of the size ratio between sand and clay,clay type,and ionic concentration.It was found that icrit was less than 0.1 for all sand-clay mixtures examined in this study.In addition,the lower peak concentrations of filtrated clay observed in sand-illite mixtures,compared to those of sand-kaolinite mixtures at the same level of i,suggest that illite particles are more susceptible to suffusion.Overall,the observed breakthrough curves,mass fraction of filtrated clay,volume of outflow,and total injection time presented in this study highlight the importance of considering clay type,sand-to-clay size ratio,and ionic concentration when assessing the suffusion behavior of clay-containing soils under a stepwise increase in hydraulic gradient. 展开更多
关键词 Critical hydraulic gradient Suffusion Breakthrough curve Sand-clay mixture Ionic concentration Clay mineralogy
在线阅读 下载PDF
Multifunctional CNT/cellulose-BN/PVA Composites Integrating Dual-continuous Network Structure with Gradient Conductivity for Electromagnetic Interference Shielding and Joule Heating
19
作者 Xiao-Rui Wang Ting-Ting Liu +2 位作者 Cheng-Hua Cui Xin Xu Liang-Qing Zhang 《Chinese Journal of Polymer Science》 2026年第3期803-812,I0015,共11页
In this study,an architecture featuring a gradient conductive network structure and three-dimensional dual-continuous network structure is constructed in a carbon nanotubes/cellulose-boron nitride/poly(vinyl alcohol)(... In this study,an architecture featuring a gradient conductive network structure and three-dimensional dual-continuous network structure is constructed in a carbon nanotubes/cellulose-boron nitride/poly(vinyl alcohol)(CNT/cellulose-BN/PVA)composite.Using cellulose aerogel as a template,CNT were incorporated into the cellulose template by vertically impregnating the CNT suspension.Following the impregnation of BN/PVA and high-pressure compression,three-dimensional dual-continuous network structure was successfully constructed in the CNT/cellulose-BN/PVA composite.The comprehensive performance of the composite,including electromagnetic interference(EMI)shielding and Joule heating performance,was investigated.The results indicate that the total EMI shielding effectiveness(SE)for the CNT/cellulose-BN/PVA composite reveals similar values for electromagnetic waves incident from different directions,but totally different shielding mechanisms.For the CNT/cellulose-BN/PVA composite with three impregnation cycles of CNT,the EMI SE values exceeded 39 dB for electromagnetic waves incident from both the high-and low-CNT-content sides.93%of the microwaves were reflected when electromagnetic waves were incident from the high-CNT-content side,while the reflection coefficient decreased to 0.44 for the transverse direction.In addition,the construction of the dual-continuous network structure enabled the composite to exhibit both excellent electrical conductivity and good thermal conductivity simultaneously,endowing the material with good Joule heating performance.CNT/cellulose-BN/PVA composite films have significant potential for application as EMI shielding materials in extremely cold weather. 展开更多
关键词 Cellulose Dual-continuous network structure gradient conductivity Electromagnetic interference shielding Joule heating
原文传递
上一页 1 2 250 下一页 到第
使用帮助 返回顶部