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基于DDPG-PER的智慧楼宇云边任务调度策略
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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
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改进DDPG的磁浮控制研究
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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
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DDPG优化算法的改进型自抗扰风电机组桨距角控制
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作者 徐晓宁 范召强 +3 位作者 周雪松 陶珑 问虎龙 杨风霞 《太阳能学报》 北大核心 2026年第1期575-584,共10页
为解决传统风电机组桨距角控制策略面对风速变化时存在动态响应差以及控制器参数适应性不足导致输出功率波动大的问题,提出一种基于深度确定性策略梯度(DDPG)算法的改进型线性自抗扰桨距角控制策略。该策略在线性扩张状态观测器(LESO)... 为解决传统风电机组桨距角控制策略面对风速变化时存在动态响应差以及控制器参数适应性不足导致输出功率波动大的问题,提出一种基于深度确定性策略梯度(DDPG)算法的改进型线性自抗扰桨距角控制策略。该策略在线性扩张状态观测器(LESO)基础上引入自由扩张维度的状态变量,并对增阶后的参数基于比例微分形式进行改进,以提高对扰动的顺馈矫正能力。随后根据发电机转速误差设计合适的奖励函数,利用DDPG算法使改进后的线性自抗扰控制(LADRC)参数能够自适应调整,实现最优的控制效果。仿真结果表明,所提策略能有效应对风速剧烈波动,使桨距角能快速适应风速变化,从而维持风电机组的稳定运行和电能的高效输出。 展开更多
关键词 风电机组 桨距角 线性自抗扰控制 深度确定性策略梯度 奖励函数 参数整定
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地震模拟振动台DDPG强化学习控制策略研究
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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
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DDPG改进人工势场法的无人机三维路径规划
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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
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基于DDPG动态补偿的压机位置伺服控制
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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
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基于DDPG和电价感知的中长期双边竞价策略优化模型
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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
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Defect-engineered gradient reconstruction for the upcycling of spent LiFePO_(4)to generate high-value LiFe_(1−x)Mn_(x)PO_(4)/C cathodes
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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
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Illusion Optics via Phase-Gradient Metasurfaces
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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
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Full-space built-in electric field inside gradient Sn-dopedβ-Ga_(2)O_(3)photoanodes for enhanced photoelectrochemical solar-blind UV photodetection
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作者 Ke Zhai Hong Zhang +8 位作者 Shiyi Li Jieneng Chen Pukai Zhou Hang Cui Di Pang Yan Tang Lijuan Ye Honglin Li Wanjun Li 《Science China Materials》 2026年第3期1420-1431,共12页
β-Ga_(2)O_(3)is a promising candidate for solarblind ultraviolet photodetection owing to its suitable bandgap of approximately 4.9 eV,excellent photoresponse characteristics,and high stability.However,the lack of a s... β-Ga_(2)O_(3)is a promising candidate for solarblind ultraviolet photodetection owing to its suitable bandgap of approximately 4.9 eV,excellent photoresponse characteristics,and high stability.However,the lack of a sufficient driving force within the material leads to extensive bulk charge recombination,limiting its photocurrent and thus posing significant challenges in designing high-performance Ga_(2)O_(3)-based photodetection.In this study,we propose a gradient doping strategy to achieve a Sn-doping concentration gradient along theβ-Ga_(2)O_(3)film thickness.By combining sol-gel synthesis with rapid thermal annealing,a spatially graded band structure with a full-space built-in electric field is constructed,which increases the width of band bending over a large region and is crucial for significantly enhancing carrier separation and transport in the bulk.The resulting gradient Sn-dopedβ-Ga_(2)O_(3)enables exceptional photoelectric performance without an external bias under 254 nm irradiation,including a superior responsivity of 66.88 mA W^(-1),a high detectivity of 8.12×10^(11)Jones,and a fast rise/decay time of 79/65 ms,outstanding most existing similar reported photoelectrochemical(PEC)type optoelectronic devices.Additionally,the device exhibits excellent long-term stability and enables high-resolution underwater ultraviolet imaging.This study demonstrates that the gradient doping strategy provides a feasible approach for enhancing the PEC performance ofβ-Ga_(2)O_(3)photoelectrodes. 展开更多
关键词 gallium oxide gradient doping solar-blind ultraviolet photodetector self-powered photoelectrochemical device
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Suffusion of sand-clay mixtures under stepwise increase in hydraulic gradient
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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
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Mechanisms driving anammox bacteria enrichment in constructed wetlands for self-purification of high-nitrogen polluted wastewater:Environmental gradients and microbial interactions
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作者 Lin Liu Jie Li +2 位作者 Yu Xin Quan-Bao Zhao Yu-Ming Zheng 《Journal of Environmental Sciences》 2026年第1期44-53,共10页
Anammox bacteria in constructed wetlands(CWs)play pivotal role in sustainable nitrogen transformation,yet existing studies lack comprehensive analysis of environmental gradients and microbial interactions,both key fac... Anammox bacteria in constructed wetlands(CWs)play pivotal role in sustainable nitrogen transformation,yet existing studies lack comprehensive analysis of environmental gradients and microbial interactions,both key factors in anammox bacteria enrichment.This study investigated the mechanisms driving anammox bacteria enrichment in lab-scale simulated CWs treating high-nitrogen wastewater,focusing on bacterial community re-sponses across wetland layers with various strategies,including continuous up-flow influent,nitrogen loading increase,effluent recirculation,intermittent influent,and anammox bacteria inoculation.Results showed that total relative and absolute abundances of anammox bacteria ranged from 0.77%to 12.50%and from 0.13 to 6.46×10^(7) copies/g,respectively.Dissolved oxygen and pH had significant positive correlations with the absolute abundance of anammox bacteria,while organic matter and nitrate negatively impacted their relative abundance.Permutational multivariate analysis of variance indicated that spatial heterogeneity explained more variation in anammox bacteria abundance(43.44%)compared to operational strategies(8.58%).In terms of microbial interactions,60 dominant species exhibited potential correlations with anammox bacteria,comprising 170 interactions(105 positive and 65 negative),which suggested that anammox bacteria generally foster cooperative relationships with dominant bacteria.Notably,significant interspecies interactions were observed between Candidatus Kuenenia(dominant anammox bacteria in CWs)and species within the genera Chitinivibrio-nia and Anaerolineaceae,suggesting that microbial interactions primarily manifest as indirect facilitative effects rather than direct mutualistic relationships.Given that the Normalized Stochasticity Ratio in CWs were<50%,this study inferred that environmental gradients have greater influence on anammox bacteria than microbial interactions. 展开更多
关键词 Self-purifying capacity Anammox bacteria Environmental gradient Constructed wetland Co-occurrence network Nature-based solution
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Bioextrusion of hydrogels with controlled mineral gradients for regenerative engineering of osteochondral interfaces
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作者 Xiao Zhao Weiwei Wang +2 位作者 Xiaojun Yu Dilhan M.Kalyon Cevat Erisken 《Bio-Design and Manufacturing》 2026年第1期122-136,I0019,I0020,共17页
The osteochondral(OC)interface exhibits a mineral gradient,varying in thickness by several hundred micrometers across different species.Disruptions in this interface damage OC tissues,leading to osteoarthritis.The nat... The osteochondral(OC)interface exhibits a mineral gradient,varying in thickness by several hundred micrometers across different species.Disruptions in this interface damage OC tissues,leading to osteoarthritis.The natural architecture and composition of native OC interfaces can be replicated using biomaterial scaffolds via regenerative engineering approaches.A novel one-step bioextrusion process was employed to fabricate a unitary synthetic graft(USG),which mimics the native OC interface’s mineral concentration gradient.This novel USG is composed of an agarose-based cartilage layer and a bone layer,consisting of agarose enriched with 20%(200 g/L)hydroxyapatite.The USG features a gradient interface with mineral concentrations transitioning from 0%to 20%(mass fraction),mimicking the transition between the cartilage and bone.Thermogravimetric analysis revealed that the gradient transition lengths of the graft and native OC tissue harvested from bovine knees were similar((647±21)vs.(633±124)μm).The linear viscoelastic properties of the grafts,which were evaluated using strain sweep and frequency sweep tests with oscillatory shear,indicated a dominant storage modulus over loss modulus similar to that of native OC tissues.The compressive and stress relaxation behaviors of the USGs demonstrated that the graft maintained structural integrity under mechanical stress.Viability assays performed after bioextrusion showed that chondrocytes and human fetal osteoblast cells successfully integrated and survived within their designated regions of the graft.The novel USGs exhibit properties similar to native OC tissue and are promising candidates for regenerating OC defects and restoring knee joint functionality. 展开更多
关键词 Osteochondral(OC)interface Mineral gradient Bioextrusion Hydrogel scaffold Regenerative engineering
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Physics-informed machine learning for identifying gradient-distributed plastic parameters of the S38C axle by nano-indentation
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作者 Siyu Li Lvfeng Jiang +4 位作者 Yanan Hu Jian Li Xu Zhang Qianhua Kan Guozheng Kang 《Acta Mechanica Sinica》 2026年第1期105-121,共17页
The S38C railway axle undergoes induction hardening,resulting in a gradient-distributed microstructure and mechanical properties.The accurate identification of gradient-distributed plastic parameters for the S38C axle... The S38C railway axle undergoes induction hardening,resulting in a gradient-distributed microstructure and mechanical properties.The accurate identification of gradient-distributed plastic parameters for the S38C axle remains a challenging task.To tackle this challenge,the present study proposes a novel approach for identifying the gradient-distributed plastic parameters for the S38C axle by integrating nano-indentation techniques with the machine learning method.Firstly,nano-indentation tests are conducted along the radial direction of the S38C axle to obtain the gradient-distributed load-displacement curves,nano-hardness,and elastic modulus.Subsequently,the dimensionless analysis is performed to obtain the representative stress,strain,and yield stress from load-displacement curves.These parameters are then incorporated into the machine learning method as physical information to identify the gradient-distributed plastic parameters of the S38C axle.The results indicate that the proposed method based on the physics-informed neural network and multi-fidelity neural network successfully identifies the gradient-distributed plastic parameters of the S38C axles and demonstrates superior prediction accuracy and generalization compared with the purely data-driven machine learning method. 展开更多
关键词 S38C axle Nanoindentation Physics-informed machine learning gradient structure Plastic parameters
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Fluid migration in calcite nanopores under salinity gradients:Insights from molecular dynamics
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作者 Yi Chen Yan Zhang +1 位作者 Run-Sheng Han Lei Wang 《Acta Geochimica》 2026年第1期185-203,共19页
The migration mechanisms of ore-forming fluids have long been a focus in the field of ore deposit studies.Calcite is ubiquitously present in various types of rocks in the lithosphere,and the underlying mechanisms of i... The migration mechanisms of ore-forming fluids have long been a focus in the field of ore deposit studies.Calcite is ubiquitously present in various types of rocks in the lithosphere,and the underlying mechanisms of its influence on fluid migration are of crucial importance.While previous studies have revealed that salinity changes can modulate fluid migration,the underlying mechanisms remain poorly understood.We employ molecular dynamics simulations to elucidate how salinity variations in ore-forming fluids modulate the adsorption onto calcite nanopore walls,thereby revealing the microscopic mechanisms governing ore fluid transport through calcite nano-fractures.The results show that the adsorption energy Eint of the solution on the calcite surface increased from -14,948.84±182.48 kcal/mol to -12,144.08±118.2 kcal/mol as salinity increased,which is conducive to the long-range transport of the fluid in the calcite nanopore. 展开更多
关键词 Fluid transport dynamics Salinity gradient regulation Calcite nanopores Molecular dynamics simulation
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Biomimetic Gradient Lubrication Hydrogel Contrived by Self-Reinforced MOFs Nanoparticle Network
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作者 Desheng Liu Yixian Wang +8 位作者 Changcheng Bai Danli Hu Xingxing Yang Yaozhong Lu Tao Wu Fei Zhai Pan Jiang Xiaolong Wang Weimin Liu 《Nano-Micro Letters》 2026年第5期217-234,共18页
The development of gradient lubrication materials is critical for numerous biomedical applications,particularly in magnifying mechanical properties and service longevity.Herein,we present an innovative approach to fab... The development of gradient lubrication materials is critical for numerous biomedical applications,particularly in magnifying mechanical properties and service longevity.Herein,we present an innovative approach to fabricate biomimetic gradient lubrication hydrogel through the synergistic integration of three-dimensional(3D)printed metal-organic frameworks(MOFs)nanoparticle network hydrogel skeletons with bioinspired lubrication design.Specifically,robust hydrogel skeletons were engineered through single or multi-material 3D printing,followed by the in situ growth of MOFs nanoparticles within this hydrogel network to create a reinforced,load-bearing architecture.Subsequently,biomimetic lubrication capability was enabled by mechanically coupling another lubricating hydrogel within 3D-printed MOFs nanoparticle network hydrogel skeleton.The superficial layer is highly lubricious to ensure low coefficient of friction(~0.1141)and wear resistance(40,000 cycles),while the deeper layer is stiffer to afford the obligatory mechanical support(fracture strength~2.50 MPa).Furthermore,the gradient architecture stiffness of the hydrogel can be modulated by manipulating the spatial distribution of MOFs within the 3D-printed hydrogel skeleton.As a proof-of-concept,biomimetic gradient hydrogel meniscus structures with C-and O-shaped configurations were constructed by leveraging multi-material 3D printing,demonstrating exceptional lubrication performance.This innovative biomimetic design opens new avenues for creating implantable biomedical gradient lubricating materials with reinforced mechanical and lubrication performance. 展开更多
关键词 Biomimetic gradient architecture DIW 3D printing Lubricating hydrogel MOFs nanoparticle network Slippery meniscus
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Scalable and Healable Gradient Textiles for Multi‑Scenario Radiative Cooling via Bicomponent Blow Spinning
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作者 Baiyu Ji Yufeng Wang +6 位作者 Ying Liu Yongxu Zhao Fankun Xu Jian Huang Yue‑EMiao Chao Zhang Tianxi Liu 《Nano-Micro Letters》 2026年第3期338-353,共16页
Radiative cooling textiles with spectrally selective surfaces offer a promising energy-efficient approach for sub-ambient cooling of outdoor objects and individuals.However,the spectrally selective mid-infrared emissi... Radiative cooling textiles with spectrally selective surfaces offer a promising energy-efficient approach for sub-ambient cooling of outdoor objects and individuals.However,the spectrally selective mid-infrared emission of these textiles significantly hinders their efficient radiative heat exchange with self-heated objects,thereby posing a significant challenge to their versatile cooling applicability.Herein,we present a bicomponent blow spinning strategy for the production of scalable,ultra-flexible,and healable textiles featuring a tailored dual gradient in both chemical composition and fiber diameter.The gradient in the fiber diameter of this textile introduces a hierarchically porous structure across the sunlight incident area,thereby achieving a competitive solar reflectivity of 98.7%on its outer surface.Additionally,the gradient in the chemical composition of this textile contributes to the formation of Janus infrared-absorbing surfaces:The outer surface demonstrates a high mid-infrared emission,whereas the inner surface shows a broad infrared absorptivity,facilitating radiative heat exchange with underlying self-heated objects.Consequently,this textile demonstrates multi-scenario radiative cooling capabilities,enabling versatile outdoor cooling for unheated objects by 7.8℃ and self-heated objects by 13.6℃,compared to commercial sunshade fabrics. 展开更多
关键词 gradient cooling textile Bicomponent blow spinning Janus spectral selectivity Radiative heat exchange Multi-scenario radiative cooling
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Gradient Descent-Based Prediction of Heat-Transmission Rate of Engine Oil-Based Hybrid Nanofluid over Trapezoidal and Rectangular Fins for Sustainable Energy Systems
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作者 Maddina Dinesh Kumar S.U.Mamatha +2 位作者 Khalid Masood Nehad Ali Shah Se-Jin Yook 《Computer Modeling in Engineering & Sciences》 2026年第1期627-660,共34页
Fluid dynamic research on rectangular and trapezoidal fins is aimed at increasing heat transfer by means of large surfaces.The trapezoidal cavity form is compared with its thermal and flow performance,and it is reveal... Fluid dynamic research on rectangular and trapezoidal fins is aimed at increasing heat transfer by means of large surfaces.The trapezoidal cavity form is compared with its thermal and flow performance,and it is revealed that trapezoidal fins tend to be more efficient,particularly when material optimization is critical.Motivated by the increasing need for sustainable energy management,this work analyses the thermal performance of inclined trapezoidal and rectangular porous fins utilising a unique hybrid nanofluid.The effectiveness of nanoparticles in a working fluid is primarily determined by their thermophysical properties;hence,optimising these properties can significantly improve overall performance.This study considers the dispersion of Graphene Oxide(GO)and Molybdenum Disulfide in the base fluid,engine oil.Temperature profiles are analysed by altering the radiative,porosity,wet porous,and angle of inclination parameters.Surface and contour plots are constructed by using the Lobatto IIIa Collocation Method with BVP5C solver in MATLAB and Gradient Descent Optimisation to predict the combined heat transfer rate.According to the study,fluid temperature consistently decreases when the angle of inclination,wet porous parameter,porosity parameter,and radiative parameter increase,suggesting significantly improved heat dissipation.The trapezoidal fin consistently exhibits a superior heat transfer mechanism than a rectangular fin.It is found that the trapezoidal fin transmits heat at a rate that is 0.05%higher than that of the rectangular fin.Validation of the present study is done through the comparison of previous studies.This research provides useful design insights for sophisticated engineering uses,including electrical cooling devices,heat exchangers,radiators,and solar heaters. 展开更多
关键词 Rectangular fin hybrid nanofluid trapezoidal fin angle of inclination gradient descent optimization Lobatto IIIa collocation method
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Examining the Nonlinear Effects of Urban Population Polycentricity on Carbon Emissions Efficiency Using a Gradient Boosting Decision Tree Model:Evidence from 295 Chinese Cities
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作者 WANG Cheng YANG Xingzhu 《Chinese Geographical Science》 2026年第2期222-238,共17页
Transforming urban spatial structures to promote green and low-carbon development is an effective strategy.Although prior studies have examined the impact of urban polycentricity on carbon emissions and economic devel... Transforming urban spatial structures to promote green and low-carbon development is an effective strategy.Although prior studies have examined the impact of urban polycentricity on carbon emissions and economic development,research on its role in the synergistic relationship between these factors regarding carbon emission efficiency is limited.Furthermore,existing literature often overlooks nonlinear effects and interactions with other urban variables.This paper analyzed data from 295 Chinese cities in 2020,calculating urban population polycentricity,population dispersion indices,and carbon emission efficiency.Utilizing local spatial autocorrelation tools,we reveal interactions among urban population polycentricity,dispersion,carbon emissions,and carbon emission efficiency.We then employ a gradient boosting decision tree model(GBDT)to explore nonlinear and synergistic effects of polycentric urbanization.Key findings include:1)polycentric urbanization in Chinese cities exhibits significant spatial differentiation characteristics.The Polycentricity index is relatively high in economically developed eastern coastal regions with an overall low level,carbon emissions are concentrated in industrialized north-central cities and some Yangtze River Delta hubs,and carbon emission efficiency is the highest in the Yangtze River Delta while relatively low in Northeast China;there are significant spatially heterogeneous interaction characteristics among population polycentricity,population dispersion,carbon emissions,and carbon emission efficiency.2)Urban population polycentricity contributes 9.42%to total carbon emissions and 6.24%to carbon emission efficiency.3)The polycentricity index has a nonlinear impact on carbon emissions and carbon emission efficiency:no significant effect when below 0.50 or above 0.55,increased carbon emissions in 0.50-0.53,and reduced carbon emissions with improved efficiency in 0.53-0.55.4)The polycentricity index has an interaction effect with other variables;specifically,when the polycentricity index is between 0.53 and 0.55,its interaction with urban gross domestic product(GDP),urban population,urban built-up area,green coverage rate in built-up areas,urban technological expenditure,and the proportion of the output value of the secondary industry will reduce carbon emissions and improve carbon emission efficiency.These findings enhance the understanding of urban spatial structures and carbon emissions,providing valuable insights for policymakers in developing green and low-carbon strategies. 展开更多
关键词 urban polycentricity carbon emission efficiency gradient boosting decision tree(GBDT) nonlinear threshold effects Chinese cities
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