为了降低数据中心空调系统的能耗,提出改进的情景记忆深度Q网络(episodic memory deep Q-networks,EMDQN),用于数据中心空调系统优化控制。首先,以过去的温度和设备功耗为参数,利用Patch TST模型预测下一时刻数据中心机柜出风温度。然后...为了降低数据中心空调系统的能耗,提出改进的情景记忆深度Q网络(episodic memory deep Q-networks,EMDQN),用于数据中心空调系统优化控制。首先,以过去的温度和设备功耗为参数,利用Patch TST模型预测下一时刻数据中心机柜出风温度。然后,基于温度预测结果,搭建数据中心仿真平台,设计基于改进EMDQN的智能空调控制器。在EMDQN的基础上引入Mamba模块,通过Mamba模块的选择性过滤机制减少时间序列特征的冗余信息,保留重要特征,提高了模型的泛化能力和系统性能。实验结果表明:本文方法有效降低了空调系统功率,实现了对空调系统的优化控制。展开更多
Silica aerogels(SAs)impart low density and excellent thermal insulation to polymer systems,yet incorporating hydrophobic SAs into aqueous rubber latex systems remains challenging owing to their poor dispersibility and...Silica aerogels(SAs)impart low density and excellent thermal insulation to polymer systems,yet incorporating hydrophobic SAs into aqueous rubber latex systems remains challenging owing to their poor dispersibility and potential to destabilize the latex.Although previous studies have dispersed SAs in aqueous poly(vinyl alcohol)(PVA),the stability of such dispersions and their effectiveness as bridging media for latex integration have not been thoroughly evaluated,which limits their practical application in latex compounding.This study systematically examined how the surface chemistry governs hydrolytic stability,interfacial behavior,and latex compatibility in PVA-assisted aqueous processing.Two hydrophobic SAs were prepared:ethoxy-modified SA(E-SA)and methyl-modified SA(M-SA).Both initially formed a homogeneous PVA slurry,but E-SA rapidly hydrolyzed its surface—OCH_(2)CH_(3)groups,releasing ethanol,becoming hydrophilic,and undergoing irreversible nanopore collapse.In contrast,M-SA maintains its structural integrity and hydrophobicity because its—Si(CH_(3))_(3)groups are highly resistant to hydrolysis.This divergence dictates the behavior during latex blending.The ethanol released from E-SA disrupts electrostatic and steric stabilization,inducing latex coagulation,whereas M-SA/PVA dispersions preserve colloidal stability across diverse latex systems.As a practical demonstration,M-SA-reinforced chlorosulfonated polyethylene(CSM)rubber latex composites show more than a 50%reduction in thermal conductivity while maintaining chemical resistance,enabling high-performance insulating protective gloves and coatings.This work establishes a critical link between aerogel surface chemistry and aqueous processing stability,providing a mechanistic foundation for the rational design of water-based rubber/silica aerogel composites and next-generation thermal insulation materials.展开更多
Peripheral nerve injury is a complex condition presenting significant clinical treatment challenges due to the limited regenerative capacity of peripheral nerves.Nerve conduits have been seen as a promising strategy t...Peripheral nerve injury is a complex condition presenting significant clinical treatment challenges due to the limited regenerative capacity of peripheral nerves.Nerve conduits have been seen as a promising strategy to overcome the shortage of other treatment options(e.g.,nerve graft).However,nerve regeneration occurs within a complex environment,and elaborate modulation is needed to meet repair requirements.The aim of this study was to investigate and explore a multifunctional nerve conduit with reactive oxygen species clearing,immune modulation to reshape the regenerative environment,and topographic cues and electrical signals to guide nerve growth.We developed an electroactive nerve guidance conduit composed of polylactic-glycolic acid and carbon nanotubes with an oriented structure using electrospinning and modified it with mussel-inspired polydopamine combining neurotrophin-3.The resulting nerve scaffold exhibited favorable orientation,electrical conductivity,and mechanical properties.Continuous release of neurotrophin-3 from the nerve conduit supported nerve regeneration throughout the repair process.In vitro assessments confirmed the cytocompatibility,reactive oxygen species scavenging,and immune regulation capabilities of the nerve scaffolds.In a rat sciatic nerve defect model,the nerve scaffolds effectively prevented muscle atrophy and promoted nerve regeneration and functional recovery over a 12-week period.These findings suggest that polydopamine-modified,electroactive,oriented nerve guidance conduits with multiple bioactive functions hold great promise for the repair of peripheral nerve injuries.展开更多
In order to address the evolving emission characteristics of oxygenated volatile organic compounds(OVOCs),it is essential to develop adsorbent materials specifically designed for the efficient adsorption of OVOCs with...In order to address the evolving emission characteristics of oxygenated volatile organic compounds(OVOCs),it is essential to develop adsorbent materials specifically designed for the efficient adsorption of OVOCs with large kinetic diameters.In this study,we used co-pyrolysis to prepare a series of graded porous carbon materials with well-developed micropores by adjusting the doping ratios of root nodules and pretreated cellulose.The material with root nodule to cellulose mass ratio of 1:1(TCC-RN-1)exhibited the highest saturated adsorption capacity for butyl acetate(834 mg/g).This can be attributed to enhanced pore size distribution from nodule doping,which facilitates the development of a micropore-graded structure.Additionally,the nodules acted as auxiliary activating agents that enhanced the KOH micropore regulation effect during the activation stage,resulting in the highest micropore volume(0.863 cm^(3)/g).The doping of root nodules facilitated the formation of additional defects on the surface of the porous carbon material,leading to a more disordered arrangement that improved pollutant adsorption.Furthermore,TCC-RN-1 demonstrated good thermal stability in an air atmosphere,main-taining a butyl acetate adsorption capacity exceeding 95%after five adsorption-desorption cycles.This indicates its favorable potential for industrial applications.展开更多
To tackle the physical layer security challenges in wireless communication,this paper introduces a multiuser architecture that leverages single-channel blind source separation,centered around a Multi-source Signal Mix...To tackle the physical layer security challenges in wireless communication,this paper introduces a multiuser architecture that leverages single-channel blind source separation,centered around a Multi-source Signal Mixture Separator(MSMS).This architecture consists of a multi-user encoder,a channel layer,and a separation decoder,allowing it to handle multiple functions simultaneously,including encoding,modulation,signal separation,demodulation,and decoding.The MSMS receiver effectively enables the separation of numerous user signals,making it exceedingly difficult for unauthorized eavesdroppers to extract valuable information from the mixed signals,thus significantly enhancing communication security.The MSMS can address the challenges of few-shot sample training and achieve joint optimization during transmission by employing a deep learning-based network design.The design of a single receiver reduces system costs and improves spectrum efficiency.The MSMS outperforms traditional Space-time Block Coding(STBC)strategies regarding separation performance,particularly in Block Error Rate(BLER)metrics.Modulation constellation diagrams further analyze the effectiveness of multi-source signal mixture separation.Moreover,this study extends the MSMS framework from a two-user scenario to a three-user scenario,further demonstrating the flexibility and scalability of the proposed architecture.展开更多
文摘为了降低数据中心空调系统的能耗,提出改进的情景记忆深度Q网络(episodic memory deep Q-networks,EMDQN),用于数据中心空调系统优化控制。首先,以过去的温度和设备功耗为参数,利用Patch TST模型预测下一时刻数据中心机柜出风温度。然后,基于温度预测结果,搭建数据中心仿真平台,设计基于改进EMDQN的智能空调控制器。在EMDQN的基础上引入Mamba模块,通过Mamba模块的选择性过滤机制减少时间序列特征的冗余信息,保留重要特征,提高了模型的泛化能力和系统性能。实验结果表明:本文方法有效降低了空调系统功率,实现了对空调系统的优化控制。
基金financially supported by the National Key Research and Development Program of China(Nos.2022YFC2603500,2022YFC2603502)the Guangzhou Science and Technology Project(No.2024A04J4280).All authors acknowledge the financial support.
文摘Silica aerogels(SAs)impart low density and excellent thermal insulation to polymer systems,yet incorporating hydrophobic SAs into aqueous rubber latex systems remains challenging owing to their poor dispersibility and potential to destabilize the latex.Although previous studies have dispersed SAs in aqueous poly(vinyl alcohol)(PVA),the stability of such dispersions and their effectiveness as bridging media for latex integration have not been thoroughly evaluated,which limits their practical application in latex compounding.This study systematically examined how the surface chemistry governs hydrolytic stability,interfacial behavior,and latex compatibility in PVA-assisted aqueous processing.Two hydrophobic SAs were prepared:ethoxy-modified SA(E-SA)and methyl-modified SA(M-SA).Both initially formed a homogeneous PVA slurry,but E-SA rapidly hydrolyzed its surface—OCH_(2)CH_(3)groups,releasing ethanol,becoming hydrophilic,and undergoing irreversible nanopore collapse.In contrast,M-SA maintains its structural integrity and hydrophobicity because its—Si(CH_(3))_(3)groups are highly resistant to hydrolysis.This divergence dictates the behavior during latex blending.The ethanol released from E-SA disrupts electrostatic and steric stabilization,inducing latex coagulation,whereas M-SA/PVA dispersions preserve colloidal stability across diverse latex systems.As a practical demonstration,M-SA-reinforced chlorosulfonated polyethylene(CSM)rubber latex composites show more than a 50%reduction in thermal conductivity while maintaining chemical resistance,enabling high-performance insulating protective gloves and coatings.This work establishes a critical link between aerogel surface chemistry and aqueous processing stability,providing a mechanistic foundation for the rational design of water-based rubber/silica aerogel composites and next-generation thermal insulation materials.
基金supported by the National Key R&D Program of China,No.2022YFC3006200(to YW)the Natural Science Foundation of Beijing,No.7232190(to YW)+1 种基金Zhejiang Province Medical and Health Technology Plan Project,Nos.2022020506(to XW),2024KY1612(to JX),2024KY1615(to MY)Ningbo Clinical Research Center for Orthopedics and Sports Rehabilitation,No.2024L004(to XW).
文摘Peripheral nerve injury is a complex condition presenting significant clinical treatment challenges due to the limited regenerative capacity of peripheral nerves.Nerve conduits have been seen as a promising strategy to overcome the shortage of other treatment options(e.g.,nerve graft).However,nerve regeneration occurs within a complex environment,and elaborate modulation is needed to meet repair requirements.The aim of this study was to investigate and explore a multifunctional nerve conduit with reactive oxygen species clearing,immune modulation to reshape the regenerative environment,and topographic cues and electrical signals to guide nerve growth.We developed an electroactive nerve guidance conduit composed of polylactic-glycolic acid and carbon nanotubes with an oriented structure using electrospinning and modified it with mussel-inspired polydopamine combining neurotrophin-3.The resulting nerve scaffold exhibited favorable orientation,electrical conductivity,and mechanical properties.Continuous release of neurotrophin-3 from the nerve conduit supported nerve regeneration throughout the repair process.In vitro assessments confirmed the cytocompatibility,reactive oxygen species scavenging,and immune regulation capabilities of the nerve scaffolds.In a rat sciatic nerve defect model,the nerve scaffolds effectively prevented muscle atrophy and promoted nerve regeneration and functional recovery over a 12-week period.These findings suggest that polydopamine-modified,electroactive,oriented nerve guidance conduits with multiple bioactive functions hold great promise for the repair of peripheral nerve injuries.
基金supported by the National Natural Science Foundation of China(No.52370112).
文摘In order to address the evolving emission characteristics of oxygenated volatile organic compounds(OVOCs),it is essential to develop adsorbent materials specifically designed for the efficient adsorption of OVOCs with large kinetic diameters.In this study,we used co-pyrolysis to prepare a series of graded porous carbon materials with well-developed micropores by adjusting the doping ratios of root nodules and pretreated cellulose.The material with root nodule to cellulose mass ratio of 1:1(TCC-RN-1)exhibited the highest saturated adsorption capacity for butyl acetate(834 mg/g).This can be attributed to enhanced pore size distribution from nodule doping,which facilitates the development of a micropore-graded structure.Additionally,the nodules acted as auxiliary activating agents that enhanced the KOH micropore regulation effect during the activation stage,resulting in the highest micropore volume(0.863 cm^(3)/g).The doping of root nodules facilitated the formation of additional defects on the surface of the porous carbon material,leading to a more disordered arrangement that improved pollutant adsorption.Furthermore,TCC-RN-1 demonstrated good thermal stability in an air atmosphere,main-taining a butyl acetate adsorption capacity exceeding 95%after five adsorption-desorption cycles.This indicates its favorable potential for industrial applications.
基金supported by the National Social Science Foundation of China under Grant 2022-SKJJ-B-112。
文摘To tackle the physical layer security challenges in wireless communication,this paper introduces a multiuser architecture that leverages single-channel blind source separation,centered around a Multi-source Signal Mixture Separator(MSMS).This architecture consists of a multi-user encoder,a channel layer,and a separation decoder,allowing it to handle multiple functions simultaneously,including encoding,modulation,signal separation,demodulation,and decoding.The MSMS receiver effectively enables the separation of numerous user signals,making it exceedingly difficult for unauthorized eavesdroppers to extract valuable information from the mixed signals,thus significantly enhancing communication security.The MSMS can address the challenges of few-shot sample training and achieve joint optimization during transmission by employing a deep learning-based network design.The design of a single receiver reduces system costs and improves spectrum efficiency.The MSMS outperforms traditional Space-time Block Coding(STBC)strategies regarding separation performance,particularly in Block Error Rate(BLER)metrics.Modulation constellation diagrams further analyze the effectiveness of multi-source signal mixture separation.Moreover,this study extends the MSMS framework from a two-user scenario to a three-user scenario,further demonstrating the flexibility and scalability of the proposed architecture.
