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Actor-Critic框架下基于DDPG算法的绘画机器人控制系统优化设计 被引量:2
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作者 罗子彪 唐娇 《自动化与仪器仪表》 2025年第2期193-197,202,共6页
人工智能与艺术创作的碰撞成为当前研究新焦点。然而,机器人在进行图画绘制工作中的控制效果却难以满足精度需求。因此,研究在深度确定性策略梯度算法基础上进行了绘画机器人控制系统设计。在Actor网络和Critic网络框架下,对算法的奖励... 人工智能与艺术创作的碰撞成为当前研究新焦点。然而,机器人在进行图画绘制工作中的控制效果却难以满足精度需求。因此,研究在深度确定性策略梯度算法基础上进行了绘画机器人控制系统设计。在Actor网络和Critic网络框架下,对算法的奖励函数以及经验池进行改进与优化,并提出了绘画机器人控制系统。验证显示,研究提出的控制系统比其他算法基础上的控制系统训练收敛速度平均提高了38.04%。机械臂肘关节仿真误差比其他算法平均减少了93.74%。结果表明,对算法的奖励函数与经验池进行改进能够提高算法收敛速度与性能。研究提出的绘画机器人控制系统对机器人绘制图像的过程控制能够满足控制精度需求,在机器人控制中具有积极的应用价值。 展开更多
关键词 actor网络 Critic网络 DDPG算法 深度强化学习 控制系统
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Multifunctional Landscape Actor-Network Construction from the Perspective of Rural Tourism Experiences 被引量:2
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作者 ZHENG Liaoji WANG Huanyu +1 位作者 LUO Yunyan ZHOU Xiaoli 《Journal of Landscape Research》 2019年第1期79-86,共8页
During the construction of multifunctional landscape(MFL) actor-network, economic, social, and ecological functions presented significant differences, which resulted from the different roles and effects of various het... During the construction of multifunctional landscape(MFL) actor-network, economic, social, and ecological functions presented significant differences, which resulted from the different roles and effects of various heterogeneous actors according to the tourism experience. In Hekou Village at the border area between China and North Korea, the roles and effects of heterogeneous actors during the MFL actor-network construction were analyzed by means of the analytic network process(ANP), which verified the Groundings-Entrepreneurship-Markets(GEM) theoretical framework of the MFL actor-network that assumed tourism experiences were core actors, and economic, social, and ecological landscape actors acted as support. Research results showed that in the MFL actornetwork construction, social and economic functions of landscapes were strong, while ecological and tourism experience functions were weak and that folk customs and land utilization were key actors of the MFL actor-network construction. In the MFL actor-network construction, actors played different roles and had different effects on the network. Intelligence facilities and rurality were critical to drive the MFL actor network translation process and pass through "obligatory passage point". By changing the interaction mode and intensity of the actors, the MFL actor-network could be promoted. 展开更多
关键词 MULTIFUNCTIONAL landscape(MFL) actor-network theory(ANT) Rural tourism Groundings-Entrepreneurship-Markets(GEM) Analytic network process(ANP) Hekou Village
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Actor-Critic-Based UAV-Assisted Data Collection in the Wireless Sensor Network 被引量:1
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作者 Huang Xiaoge Wang Lingzhi +1 位作者 He Yong Chen Qianbin 《China Communications》 SCIE CSCD 2024年第4期163-177,共15页
Wireless Sensor Network(WSN)is widely utilized in large-scale distributed unmanned detection scenarios due to its low cost and flexible installation.However,WSN data collection encounters challenges in scenarios lacki... Wireless Sensor Network(WSN)is widely utilized in large-scale distributed unmanned detection scenarios due to its low cost and flexible installation.However,WSN data collection encounters challenges in scenarios lacking communication infrastructure.Unmanned aerial vehicle(UAV)offers a novel solution for WSN data collection,leveraging their high mobility.In this paper,we present an efficient UAV-assisted data collection algorithm aimed at minimizing the overall power consumption of the WSN.Firstly,a two-layer UAV-assisted data collection model is introduced,including the ground and aerial layers.The ground layer senses the environmental data by the cluster members(CMs),and the CMs transmit the data to the cluster heads(CHs),which forward the collected data to the UAVs.The aerial network layer consists of multiple UAVs that collect,store,and forward data from the CHs to the data center for analysis.Secondly,an improved clustering algorithm based on K-Means++is proposed to optimize the number and locations of CHs.Moreover,an Actor-Critic based algorithm is introduced to optimize the UAV deployment and the association with CHs.Finally,simulation results verify the effectiveness of the proposed algorithms. 展开更多
关键词 actor critic data collection deep reinforcement learning unmanned aerial vehicle wireless sensor network
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Tunnel-Fitted Matching between the Wireless Sensor and Actor Networks and the IPv6 Based on Packet Control
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作者 Sheng Yang Shibing Zhu +3 位作者 Hui Zhou Yueping Tang Hongjun Li Zhiping Wen 《通讯和计算机(中英文版)》 2010年第1期32-38,共7页
关键词 无线传感器网络 IPV6网络 隧道技术 匹配方法 拟合 演员 网络数据包 控制
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Enhancing real-time performance via controlled actor relocation in wireless sensor and actor networks
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作者 车楠 Li Zhijun Jiang Shouxu 《High Technology Letters》 EI CAS 2013年第1期92-97,共6页
Actors'relocation is utilized during the network initialization to enhance real-time performance of wireless sensor and actor networks(WSANs)which is an important issue of WSANs.The actor deployment problem in WSA... Actors'relocation is utilized during the network initialization to enhance real-time performance of wireless sensor and actor networks(WSANs)which is an important issue of WSANs.The actor deployment problem in WSANs is proved NP-Hard whether the amount of actors is redundant or not,but to the best of our knowledge,no effective distributed algorithms in previous research can solve the problem.Thus two actor deployment strategies which need not the boundary control compared with present deployment strategies are proposed to solve this problem approximately based on the Voronoi diagram.Through simulation experiment,the results show that our distributed strategies are more effective than the present deployment strategies in terms of real-time performance,convergence time and energy consumption. 展开更多
关键词 wireless sensor and actor networks (WSANs) REAL-TIME relocation strategy Voronoi diagram
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Mechanism prediction and experimental verification of Maxing Shigan Decoction against influenza A virus infection based on UPLC-MS/MS and network pharmacology
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作者 Jiawang HUANG Jianing SHI +6 位作者 Yang LIU Zhiying FENG Jingmin FU Siyu WANG Xuan JI Rong YU Ling LI 《Digital Chinese Medicine》 2025年第4期532-542,共11页
Objective To investigate the chemical compositions of Maxing Shigan Decoction(麻杏石甘汤,MXSGD)and elucidate its anti-influenza A virus(IAV)mechanism from prediction to validation.Methods Ultra high-performance liquid... Objective To investigate the chemical compositions of Maxing Shigan Decoction(麻杏石甘汤,MXSGD)and elucidate its anti-influenza A virus(IAV)mechanism from prediction to validation.Methods Ultra high-performance liquid chromatography-tandem mass spectrometry(UPLC-MS/MS)was employed to analyze the chemical compositions of MXSGD.Network pharmacology theories were used to screen and identify shared targets of both the potential targets of active ingredients of MXSGD and IAV.A protein-protein interaction(PPI)network was then constructed,followed by Gene Ontology(GO)and Kyoto Encyclopedia of Genes and Genomes(KEGG)enrichment analyses.The binding stability between core bioactive compounds and key targets was validated by molecular docking and dynamic simulations.A total of 24 BALB/c mice were infected with IAV to build IAV mouse models.After successful modelling,the mouse models were randomly divided into model,MXSGD high-dose(2.8 g/kg),MXSGD low-dose(1.4 g/kg),and oseltamivir(20.14 mg/kg)groups,with an additional normal mice as control group(n=6 per group).The treatments were administered by gavage daily between 8:00 a.m.and 10:00 a.m.for five consecutive days.Upon completion of the administration,the body weight ratio,lung index,protein content in the bronchoalveolar lavage fluid(BALF),and the levels of inflammatory factors including interleukin(IL)-6 and tumor necrosis factor(TNF)-αin mice were measured to preliminarily analyze the therapeutic efficacy of MXSGD against IAV infection.Furthermore,the expression levels of mechanistic target of rapamycin(mTOR),hypoxia inducible factor(HIF)-1α,and vascular endothelial growth factor(VEGF)proteins in the HIF-1 signaling pathway,which was enriched by network pharmacology,were detected by Western blot.Results A total of 212 chemical components in MXSGD were identified by the UPLC-MS/MS method.These chemical components can be classified into 9 primary categories and 31 secondary categories.After intersecting the chemical component targets with IAV-related targets,a total of 567 potential MXSGD components targeting IAV were identified.The construction of PPI network and the results of both GO and KEGG enrichment analyses revealed that the anti-IAV effects of MXSGD were associated with multiple pathways,including apoptosis,TNF,HIF-1,and IL-17 signaling pathways.The results of molecular docking demonstrated that the binding energies between the core compound 1-methoxyphaseollin and key targets including HIF-1α,mTOR,and VEGF were all lower than–5.0 kcal/mol.Furthermore,molecular dynamics simulations confirmed the structural stability of the resulting complexes.Animal experiments showed that compared with the normal controls,IAV-infected mice showed significantly reduced body weight ratio,markedly increased lung index,protein content in BALF,and the levels of inflammatory factors such as IL-6 and TNF-α(P<0.01),thereby causing damage to the lung tissue;consequently,the expression levels of mTOR,HIF-1α,and VEGF proteins in the lung tissues of these mice were significantly elevated(P<0.01).However,after MXSGD treatment,the mouse models presented a significant increase in body weight ratio,as well as marked decreases in lung index,protein content in BALF,and the levels of inflammatory factors including IL-6 and TNF-α(P<0.01).Furthermore,the therapy alleviated IAV-induced injuries and significantly downregulated the expression levels of mTOR,HIF-1α,and VEGF proteins in lung tissues(P<0.01 or P<0.05).Conclusion MXSGD exerts anti-IAV effects through multi-component,multi-target,and multi-pathway synergism.Among them,1-methoxyphaseollin is identified as a potential key component,which alleviates virus-induced lung injury and inflammatory response via the regulation of HIF-1 signaling pathway,providing experimental evidence for the clinical application of MXSGD. 展开更多
关键词 Influenza A virus Maxing Shigan Decoction UPLC-MS/MS network pharmacology Hypoxia inducible factor(HIF)-1 signaling pathway
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Felski’s Literary Sociological Thought From the Perspective of Actor-Network Theory
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作者 SHANG Qinghua DING Man 《Philosophy Study》 2024年第5期256-264,共9页
The relationship between literature and society has been a subject of continuous exploration since the inception of literature itself.On the one hand,from Plato’s theory of mimesis onward,literature has consistently ... The relationship between literature and society has been a subject of continuous exploration since the inception of literature itself.On the one hand,from Plato’s theory of mimesis onward,literature has consistently been viewed as a representation of social reality,positioning literature as subordinate to society.On the other hand,with the rise of structuralism and the New Criticism,certain schools of thought have focused exclusively on literature itself,deliberately overlooking the complex connections between literature and society.The growing tension between these two perspectives has increasingly placed contemporary literary studies in a polarized state,leading to a crisis in the legitimacy of literary scholarship.In response to this,Rita Felski’s exploration of the uses of literature embodies a new literary sociology that offers a way out of the current impasse in literary studies. 展开更多
关键词 Rita Felski actor network Theory literary sociology Bruno Latour
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一种自适应模糊Actor-Critic学习 被引量:3
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作者 王雪松 程玉虎 易建强 《控制与决策》 EI CSCD 北大核心 2006年第9期1068-1072,共5页
提出一种基于模糊RBF网络的自适应模糊A ctor-C ritic学习.采用一个模糊RBF神经网络同时逼近A ctor的动作函数和C ritic的值函数,解决状态空间泛化中易出现的“维数灾”问题.模糊RBF网络能够根据环境状态和被控对象特性的变化进行网络... 提出一种基于模糊RBF网络的自适应模糊A ctor-C ritic学习.采用一个模糊RBF神经网络同时逼近A ctor的动作函数和C ritic的值函数,解决状态空间泛化中易出现的“维数灾”问题.模糊RBF网络能够根据环境状态和被控对象特性的变化进行网络结构和参数的自适应学习,使得网络结构更加紧凑,整个模糊A ctor-C ritic学习具有泛化性能好、控制结构简单和学习效率高的特点.M oun ta in C ar的仿真结果验证了所提方法的有效性. 展开更多
关键词 actor—Critic学习 模糊推理系统 RBF网络 泛化
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技术具备能动性吗?--信息技术对机构养老转型的影响
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作者 王晶 《东北师大学报(哲学社会科学版)》 北大核心 2025年第4期79-86,共8页
本文以上海市A机构养老服务转型为例,探讨了技术革新推动机构养老向居家养老的转型过程。首先,信息技术本身具有能动性,它代理管理者搜集信息、匹配资源、提供服务方案。在整个服务过程中,技术与人力承担了同等重要的功能。其次,信息技... 本文以上海市A机构养老服务转型为例,探讨了技术革新推动机构养老向居家养老的转型过程。首先,信息技术本身具有能动性,它代理管理者搜集信息、匹配资源、提供服务方案。在整个服务过程中,技术与人力承担了同等重要的功能。其次,信息技术扩展了组织的空间边界和生产边界,实现家庭空间与外部资源的有机整合。最后,信息技术改变了多主体关系:一是改变了企业组织护理员的方式;二是调整了企业与家庭成员的优先关系;三是加强了家庭内部成员之间的联系。在当前人口老龄化背景下,家庭中失能、半失能的人口规模远超机构可以承载的规模。通过技术之手,机构以节约成本的方式扩大了服务规模,满足更多老年人居家养老的需求,同时将家庭纳入整合的服务体系中。这种模式为未来养老服务组织发展提供了可以探索的方向。 展开更多
关键词 信息技术 能动性 行动者网络 注意力分配
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中国特色铁路外交的演进逻辑、实践阻碍与战略调适--基于行动者网络理论的分析
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作者 卢光盛 田继阳 《云南师范大学学报(哲学社会科学版)》 北大核心 2025年第4期101-111,共11页
“铁路外交”作为新时代中国特色大国外交的直接体现,是高质量共建“一带一路”基础设施互联互通领域的重要纽带。基于行动者网络理论的分析,中国铁路外交通过异质行动者实现了从“国家主导”到“多元协同”的范式演进,其演进逻辑呈现... “铁路外交”作为新时代中国特色大国外交的直接体现,是高质量共建“一带一路”基础设施互联互通领域的重要纽带。基于行动者网络理论的分析,中国铁路外交通过异质行动者实现了从“国家主导”到“多元协同”的范式演进,其演进逻辑呈现外交目标复合化、行动者网络多层化及利益协调动态化等显著特征。中国近年来铁路外交取得了显著进展,但是也面临着行动者网络的现实分化、海外铁路项目风险和“第三方”行动者带来的现实阻碍,其背后体现了东道国不同国情的显著差异化需求、铁路“走出去”技术标准竞争日趋激烈、境外风险防范和安全保护的意识提升等动因。未来中国需要从行动者、实践“转译”、行动者网络三方面发力,强化政府顶层设计和政策支持,发挥企业自主性,围绕海外铁路建设、运营、推广等环节进一步推动中国铁路外交,丰富“一带一路”高质量实践内涵,开辟中国铁路国际化新路径。 展开更多
关键词 铁路外交 “一带一路” 行动者网络理论 中国海外铁路项目
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作为一种行动者网络的民俗实践--来自拉图尔及其巴黎学派的理论启示
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作者 李生柱 龙宇晓 《贵州民族大学学报(哲学社会科学版)》 2025年第2期77-97,共21页
何谓民俗,这一本体论追问一直伴随着世界民俗学发展的始终,各国民俗学者虽多有讨论,但至今仍无定论。以拉图尔等人为代表的巴黎学派提出的行动者网络理论(Actor-Network Theory),作为一种以关系研究为导向、具有实践本体论意义的范式,... 何谓民俗,这一本体论追问一直伴随着世界民俗学发展的始终,各国民俗学者虽多有讨论,但至今仍无定论。以拉图尔等人为代表的巴黎学派提出的行动者网络理论(Actor-Network Theory),作为一种以关系研究为导向、具有实践本体论意义的范式,为探讨民俗本质及其生成机制带来新的启示和可能。将行动者网络理论应用于民俗研究,可助促学界对民俗现象作出本体论意义上的新解释,进而提出一种新的民俗本体论,即民俗不应再被简单地理解为对传统或已有习俗的世代继承,而应是人类与非人类力量相互作用、经由转译重组而成的行动者网络,是由人类、自然、社会与文化等多方面异质性要素动态组合、共同生成的一种行动性的、关系型的“混合体”。 展开更多
关键词 行动者网络理论 行动者 网络 民俗实践 民俗本体论
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Dynamic Coverage with Wireless Sensor and Actor Networks in Underwater Environment 被引量:2
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作者 Xiaoyuan Luo Liu Feng +1 位作者 Jing Yan Xinping Guan 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第3期274-281,共8页
This paper studies the problem of dynamic coverage with wireless sensor and actor networks (WSANs) in underwater environment. Different from most existing works, the WSANs consist of two kinds of nodes, i.e., sensor n... This paper studies the problem of dynamic coverage with wireless sensor and actor networks (WSANs) in underwater environment. Different from most existing works, the WSANs consist of two kinds of nodes, i.e., sensor nodes (SNs) which cannot move autonomously and actor nodes (ANs) which can move autonomously according to the performance requirement. The problem of how to coordinate two kinds of nodes to facilitate dynamic coverage in underwater environment is challenging due to their heterogeneous capabilities. To reduce redundancy of communication links and improve connectivity between ANs and SNs in underwater WSANs, a min-weighted rigid graph based topology optimization scheme is first developed, such that the underwater communication energy consumption can be saved. With the optimized topology, a dynamic coverage strategy is proposed to improve the coverage among SNs and ANs for underwater WSAN where underwater fluid motions are considered. Furthermore, it is proved that the network coverage area is connected by using the min-weighted rigid graph. Finally, simulation results are presented to show the effectiveness of the main results. © 2014 Chinese Association of Automation. 展开更多
关键词 Energy utilization Graphic methods Sensor nodes TOPOLOGY
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The ZigBee Based Wireless Sensor and Actor Network in Intelligent Space Oriented to Home Service Robot 被引量:1
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作者 Fei Lu Guo-Hui Tian 《International Journal of Communications, Network and System Sciences》 2012年第5期280-285,共6页
In the study of intelligent space oriented to home service robot, an important technology is how to construct an communication network which has the characters of high reliability and easy building. In this paper, bas... In the study of intelligent space oriented to home service robot, an important technology is how to construct an communication network which has the characters of high reliability and easy building. In this paper, based on the characteristics of ZigBee protocol, ZigBee technology is used to construct a wireless sensor and actor network. Several intelligent services based on ZigBee wireless sensor and actor network are shown to certify the reliability of this communication network. ZigBee wireless sensor and actor network builds an information bridge for the components in the intelligent space, the spatially distributed devices are connected together seamlessly. With this network, robot can share the mass information in the intelligent space and improve its performance with 'light-packs', devices in intelligent space, such as lamp, curtain can be controlled autonomously. 展开更多
关键词 Intelligent Space HOME Service Robot Wireless Sensor and actor network ZIGBEE Technology
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New Rural Community Construction or Retention Development:A Comparative Analysis of Rural Settlement Transition Mechanism in Plain Agriculture Area of China Based on Actor Network Theory 被引量:3
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作者 QU Yanbo DONG Xiaozhen +1 位作者 MA Wenqiu ZHAO Weiying 《Chinese Geographical Science》 SCIE CSCD 2024年第3期436-452,共17页
It is an important way to realize rural revitalization and sustainable development to guide rural settlement transition(RST)in an appropriate way.This paper uses actor network theory(ANT)to construct a theoretical fra... It is an important way to realize rural revitalization and sustainable development to guide rural settlement transition(RST)in an appropriate way.This paper uses actor network theory(ANT)to construct a theoretical framework for the study of RST.Taking two typical villages with different transition paths in rural areas of North China Plain as examples,this paper reveals the mechanism of RST and makes a comparative analysis.The results show that:1)after identifying problems and obligatory passage point,key actors recruit heterogeneous actors into the actor network by entrusting them with common interests,and realize RST under the system operation.2)Rural settlements under different transition paths have similarities in the problems to be solved,collective actions and policy factors,but there are differences in the transition process,mechanism and effect.The actor network and mechanism of RST through the path of new rural community construction are more complex and the transition effect is more thorough.In contrast,the degree of RST of retention development path is limited if there is no resource and location advantage.3)Based on the applicable conditions of different paths,this paper designs a logical framework of‘Situation-Structure-Behavior-Result’to scientifically guide the identification of RST paths under the background of rural revitalization. 展开更多
关键词 rural settlement transition(RST) actor network theory(ANT) transition path transition mechanism plain area China
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基于替代迹的蜂窝网信道分配Actor-Critic算法 被引量:1
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作者 曲明哲 《计算机应用研究》 CSCD 北大核心 2018年第4期1213-1216,共4页
针对D2D混合蜂窝网络在进行信道分配时难以在较高信噪比条件下进行自动信道分配的问题,提出了一种基于替代迹的蜂窝网络信道分配Actor-Critic算法。首先定义了信道分配问题的MDP模型,然后定义了基于替代迹的Actor-Critic算法。Actor采... 针对D2D混合蜂窝网络在进行信道分配时难以在较高信噪比条件下进行自动信道分配的问题,提出了一种基于替代迹的蜂窝网络信道分配Actor-Critic算法。首先定义了信道分配问题的MDP模型,然后定义了基于替代迹的Actor-Critic算法。Actor采用模拟退火探索策略自适应控制状态空间的搜索,将critic部分求解的值函数的时间差分误差用于更新该策略的优先级,再依优先级对策略进行更新;critic部分采用基于替代迹的值函数更新方式,并计算值函数的时间差分误差,以指导actor改进策略。实验结果表明其具有系统吞吐量大和信噪比高的优点。 展开更多
关键词 信道分配 蜂窝网络 行动者—评论家 替代迹
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社会及社会-生态网络对牧户规模化养殖的影响研究 被引量:1
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作者 邢达瑗 邵砾群 陈海滨 《干旱区资源与环境》 北大核心 2025年第11期94-102,共9页
规模化养殖是优化草地资源配置、提升畜牧生产效率的必然要求,探究牧户规模化养殖的影响因素对于推动草原畜牧业高质量发展具有重要意义。基于社会-生态网络视角,利用青海省典型牧业村-共和县羊让村的牧户微观调研数据构建社会-生态双... 规模化养殖是优化草地资源配置、提升畜牧生产效率的必然要求,探究牧户规模化养殖的影响因素对于推动草原畜牧业高质量发展具有重要意义。基于社会-生态网络视角,利用青海省典型牧业村-共和县羊让村的牧户微观调研数据构建社会-生态双层网络,运用自动逻辑行动者属性模型实证检验了社会、社会-生态网络结构和个体属性特征对牧户规模化养殖行为的影响。结果表明:1)社会网络效应中,传染效应通过模仿和认知趋同促进了牧户采纳规模化养殖,而活跃效应则对牧户规模化养殖产生负向影响。2)社会-生态网络效应中,社会-生态倒三角形结构有利于牧户规模养殖行为的采纳,即基于草地资源共享而建立的生产协同关系有助于整合知识与经验、补充稀缺资源,提升规模化养殖的可能性。3)个体属性方面,可利用草场面积和草原生态补奖金额具有显著正向效应,表明充足的土地和资本禀赋是推动牧户生产规模扩大的必要条件。据此,应强化牧户社会网络的培育与发展、鼓励牧户探索并创新畜牧生产合作模式,同时有序引导草地流转与非牧就业,以推动草原畜牧业转型升级。 展开更多
关键词 规模化养殖 畜牧业 牧户 社会-生态网络 自动逻辑行动者属性模型
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Monitoring subsidence rates along road network by persistent scatterer SAR interferometry with high-resolution TerraSAR-X imagery 被引量:6
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作者 Bing Yu Guoxiang Liu +5 位作者 Rui Zhang Hongguo Jia Tao Li Xiaowen Wang Keren Dai Deying Ma 《Journal of Modern Transportation》 2013年第4期236-246,共11页
Ground subsidence is one of the key factors damaging transportation facilities, e.g., road networks consisting of highways and railways. In this paper, we propose to apply the persistent scatterer synthetic aperture r... Ground subsidence is one of the key factors damaging transportation facilities, e.g., road networks consisting of highways and railways. In this paper, we propose to apply the persistent scatterer synthetic aperture radar interferometry (PS-InSAR) approach that uses high- resolution TerraSAR-X (TSX) imagery to extract the regional scale subsidence rates (i.e., average annual sub- sidence in mm/year) along road networks. The primary procedures involve interferometric pair selection, interfer- ogram generation, persistent scatterer (PS) detection, PS networking, phase parameterization, and subsidence rate estimation. The Xiqing District in southwest Tianjin (China) is selected as the study area. This district contains one railway line and several highway lines. A total of 15 TSX images covering this area between April 2009 and June 2010 are utilized to obtain the subsidence rates by using the PS-InSAR (PSI) approach. The subsidence rates derived from PSI range from -68.7 to -1.3 mm/year. These findings show a significantly uneven subsidence pattern along the road network. Comparison between the PSI-derived subsidence rates and the leveling data obtained along the highways shows that the mean and standard deviation (SD) of the discrepancies between the two types of subsidence rates are 0.1 and 4-3.2 mm/year, respectively. The results indicate that the high-resolution TSX PSI is capable of providing comprehensive and detailed subsidence information regarding road networks with millimeter-level accuracy. Further inspections under geo- logical conditions and land-use categories in the study area indicate that the observed subsidence is highly related to aquifer compression due to groundwater pumping. Therefore, measures should be taken to mitigate groundwater extraction for the study area. 展开更多
关键词 SUBSIDENCE Road network - Persistent scatterer interferometry TERRASAR-X HIGHWAY RAILWAY
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Prediction of flow stress of Ti-15-3 alloy with artificial neural network 被引量:2
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作者 李萍 单德彬 +2 位作者 薛克敏 吕炎 许沂 《中国有色金属学会会刊:英文版》 CSCD 2001年第1期95-97,共3页
Hot compression experiments were conducted on Ti 15 3 alloy specimens using Gleeble 1500 Thermal Simulator.These tests were focused to obtain the flow stress data under various conditions of strain,strain rate and tem... Hot compression experiments were conducted on Ti 15 3 alloy specimens using Gleeble 1500 Thermal Simulator.These tests were focused to obtain the flow stress data under various conditions of strain,strain rate and temperature. On the basis of these data, the predicting model for the nonlinear relation between flow stress and deformation strain,strain rate and temperature for Ti 15 3 alloy was developed with a back propagation artificial neural network method. Results show that the neural network can reproduce the flow stress in the sampled data and predict the nonsampled data well. Thus the neural network method has been verified to be used to tackle hot deformation problems of Ti 15 3 alloy. [ 展开更多
关键词 artificial NEURAL network Ti-15-3 ALLOY flow STRESS
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Cognitive amplify-and-forward dual-hop relay networks over α-μ fading channels 被引量:2
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作者 HAN Yan-bo GAO Li YAN Wen-hua 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2019年第1期69-75,共7页
This paper provides an analytic performance evaluation of dual-hop cognitive amplify-and-forward (AF) relaying networks over independent nonidentically distributed (i.n.i.d.) fading channels. Two different transmit po... This paper provides an analytic performance evaluation of dual-hop cognitive amplify-and-forward (AF) relaying networks over independent nonidentically distributed (i.n.i.d.) fading channels. Two different transmit power constraint strategies at the secondary network are proposed to investigate the performance of the secondary network. In the case of combined power constraint,the maximum tolerable interference power on the primary network and the maximum transmit power at the secondary network are considered. Closed-form lower bound and its asymptotic expression for the outage probability (OP) are achieved. Utilizing the above results,average symbol error probability (ABEP) at high signal-to-noise ratios (SNRs) are also derived. In order to further study the performance of dual-hop cognitive AF relaying networks,the Closed-form lower bounds and asymptotic expressions for OP with single power constraint of the tolerable interference on the primary network is also obtained. Both analytical and simulation are employed to validate the accuracy of the theoretical analysis. The results show that the secondary network obtains a better performance when higher power constraint is employed. 展开更多
关键词 cognitive relay network amplify-and-forward relay outage probability α-μ fading channels
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A new algorithm for wireless sensor network based on NS-2 被引量:2
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作者 焦国太 孟庆丰 《Journal of Measurement Science and Instrumentation》 CAS 2013年第3期272-275,共4页
Considering wireless sensor network characteristics,this paper uses network simulator,version2(NS-2)algorithm to improve Ad hoc on-demand distance vector(AODV)routing algorithm,so that it can be applied to wireless se... Considering wireless sensor network characteristics,this paper uses network simulator,version2(NS-2)algorithm to improve Ad hoc on-demand distance vector(AODV)routing algorithm,so that it can be applied to wireless sensor networks.After studying AODV routing protocol,a new algorithm called Must is brought up.This paper introduces the background and algorithm theory of Must,and discusses the details about how to implement Must algorithm.At last,using network simulator(NS-2),the performance of Must is evaluated and compared with that of AODV.Simulation results show that the network using Must algorithm has perfect performance. 展开更多
关键词 wireless sensor networks routing protocol network simulator version 2 (NS-2) Must algorithmCLC number:TN926 Document code:AArticle ID:1674-8042(2013)03-0272-04
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