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Utilizing Dynamic Data to Quickly Evaluate Advantageous Channels and Applications
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作者 Jianguo Liu Rui Zhang +2 位作者 Zheng Lv Meinan Wang Guohao Zhang 《World Journal of Engineering and Technology》 2023年第3期417-423,共7页
In response to the high cost and difficulty of high-speed development and testing data in offshore oil fields, this paper proposes to use the most easily available production performance data as the basis and use the ... In response to the high cost and difficulty of high-speed development and testing data in offshore oil fields, this paper proposes to use the most easily available production performance data as the basis and use the grey correlation method to calculate the correlation coefficient between oil and water wells to characterize the degree of development of advantageous channels. The consistency between the calculated results of this method and the tracer test results is over 80%. Based on the fitting results, the correlation coefficient exceeds 0.74 to determine the existence of an advantageous channel. According to the research results of grey correlation method, Bohai K oilfield has completed the combined profile control and flooding measures, and the daily oil production has increased by 20 m3</sup>/d. This method is simple, fast, and can achieve quantitative evaluation, which saves time and investment compared to offshore testing. It has strong application and reference value for the development of other offshore water injection oilfields. 展开更多
关键词 Offshore Oil Fields Production Performance Correlation Coefficient advantageous Channel Quantitative Assessment
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SEDIMENTARY PATTERN OF PROTOTYPE BASIN IN THE DEPOSITION PERIOD OF LAIYANG FORMATION AND THE ADVANTAGEOUS AREAS FOR OIL AND GAS EXPLORATION OF JIAOLAI BASIN 被引量:1
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作者 WU Zhiping LI Ling LI Wei ZHOU Yaoqi 《Geotectonica et Metallogenia》 2004年第2期142-156,共15页
Laiyang formation of Jiaolai Basin is the target stratum for oil and gas exploration. By measuring several field sections, the authors find that Laiyang formation reveals the whole processes from development to death ... Laiyang formation of Jiaolai Basin is the target stratum for oil and gas exploration. By measuring several field sections, the authors find that Laiyang formation reveals the whole processes from development to death of the lake basin and its sedimentary facies differ in different structural locations. Analyses about sedimentary facies and paleocurrent orientations in association with researches about the positive tectonic units such as Dayetou horseback and Chaigou horst indicate that Laiyang sag is a relatively independent sedimentary unit that shows great water depth typical of deep lake or semideep lake and was controlled by Wulongcun fault during the deposition period of Laiyang formation. Its sediments mainly originated from Jiaobei uplift area and Dayetou horseback. Gaomi-Zhucheng sag was a fast-filled basin controlled by Wurong fault and Yishu fault zone, being high in the northeast and low in the northwest and characterized by the development of pluvial facies and fluvial facies in most areas, and with the development of lake facies being limited to local low-lying regions. Selection of advantageous hydrocarbon reservoir areas for exploration purpose mainly relies on the sedimentation pattern of prototype basin and conservation conditions. The central-west area of Laiyang sag covered by overlying Laiyang formation is the most advantageous exploration area. 展开更多
关键词 PROTOTYPE BASIN advantageous area for oil exploration DEPOSITION PERIOD of Laiyang FORMATION Jiaolai BASIN
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Specialization and Coordination: New Paradigm, Theory, and Path for Regional Development
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作者 Lu Ming Xiang Kuanhu +2 位作者 Li Pengfei Li Jiewei Zhong Yuejun 《China Economist》 2024年第1期76-85,共10页
In its new development stage,China seeks to derive new dynamism from reform and opening up at a higher level to boost consumption and services.This process coincides with a further differentiation of comparative advan... In its new development stage,China seeks to derive new dynamism from reform and opening up at a higher level to boost consumption and services.This process coincides with a further differentiation of comparative advantages across regions.Economic activity and population will continue to concentrate in clusters in coastal and central cities amid a continuous outflow of population from remote areas.Development expansion from coastal to interior regions and from central cities to the periphery will promote a new regional development paradigm of“dual centers and periphery”.Therefore,China’s regional development strategy should follow the new theory of seeking relative equilibrium amid development,identify regions of population inflow and outflow,and explore a new development path of regional specialization and coordination.By deepening market reforms and increasing central government coordination,the country is poised to improve the spatial allocation of resources and unleash institutional dividends in the process of developing a unified national market. 展开更多
关键词 Regional development “dual centers-periphery” comparative advantage population migration
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2023:A year of accomplishments for the 13 Science Citation Index Expanded-and Emerging Sources Citation Index-indexed Baishideng journals
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作者 Jin-Lei Wang Jia-Ping Yan +22 位作者 Jia-Ru Fan Xiang Li Xu Guo Jia-Wei Li Yun-Xiaojian Wu Jing-Jie Wang Yu-Lu Chen Li Li Cong Lin Xin-Liang Qu Ji-Hong Liu Yan-Liang Zhang Ying-Yi Yuan Hua-Ge Yu Yu-Xi Chen Yi-Xuan Cai Xiang-Di Zhang Si Zhao Zi-Hang Xu Li Ma Na Ma Diao-Mei Guo Lian-Sheng Ma 《World Journal of Gastroenterology》 SCIE CAS 2024年第1期9-16,共8页
In 2023,Baishideng Publishing Group(Baishideng)routinely published 47 openaccess journals,including 46 English-language journals and 1 Chinese-language journal.Our successes were accomplished through the collective de... In 2023,Baishideng Publishing Group(Baishideng)routinely published 47 openaccess journals,including 46 English-language journals and 1 Chinese-language journal.Our successes were accomplished through the collective dedicated efforts of Baishideng staffs,Editorial Board Members,and Peer Reviewers.Among these 47 Baishideng journals,7 are included in the Science Citation Index Expanded(SCIE)and 6 in the Emerging Sources Citation Index(ESCI).With the support of Baishideng authors,company staffs,Editorial Board Members,and Peer Reviewers,the publication work of 2023 is about to be successfully completed.This editorial summarizes the 2023 activities and accomplishments of the 13 SCIEand ESCI-indexed Baishideng journals,outlines the Baishideng publishing policy changes and additions made this year,and highlights the unique advantages of Baishideng journals. 展开更多
关键词 Baishideng Publishing Group Journal Impact Factor Open access Policy changes Policy additions Unique advantages Anxiety disorders Colorectal cancer Inflammatory bowel disease Hepatocellular carcinoma Gut microbes Atrial fibrillation
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An Assessment of English Instruction for Elementary-Level Students in Jeddah Governorate, as Perceived by English Supervisors and Educators
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作者 Issa AlQurashi 《Sino-US English Teaching》 2024年第2期55-72,共18页
This study investigated the perceptions of English educators and supervisors in Jeddah Governorate regarding the process of teaching English to elementary students.A survey was conducted using a sample size of 94 educ... This study investigated the perceptions of English educators and supervisors in Jeddah Governorate regarding the process of teaching English to elementary students.A survey was conducted using a sample size of 94 educators and 10 supervisors.The data indicate that respondents considered English instruction at the elementary level essential for expanding kids’perspectives,improving academic performance,and promoting international involvement.The main advantages cited are the development of English language skills and the promotion of early education.Although not as easily noticeable,the disadvantages include potential negative impacts on an individual’s proficiency in Arabic and their sense of national identification.The highlighted challenges encompass insufficient teacher training,student reluctance towards English,limited resources,and school disparities.The proposed techniques focused on prioritizing English instructors’training,ensuring the use of appropriate content,utilizing technology,and promoting awareness of students and educators.The current research found different obstacles in teaching English at elementary stages.To overcome these obstacles,it will be essential to enhance teacher competencies,develop efficient teaching methods,get the backing of stakeholders,assign adequate resources,and carry out continuous evaluations.Further research can also contribute to a better understanding of how early English learning impacts on Arabic identity and proficiency. 展开更多
关键词 English language instruction elementary education teacher perceptions Saudi Arabia DIFFICULTIES advantages Arabic language national identity
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Defining Quantum Advantage for Building a Sustainable MVP to Deliver Quantum Computing Services
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作者 Fazal Raheman 《Open Journal of Applied Sciences》 2024年第6期1530-1549,共20页
Quantum Computing (QC) is hailed as the future of computers. After Google’s claim of achieving Quantum Supremacy in 2019, several groups challenged the claim. Some QC experts attribute catastrophic risks that unrestr... Quantum Computing (QC) is hailed as the future of computers. After Google’s claim of achieving Quantum Supremacy in 2019, several groups challenged the claim. Some QC experts attribute catastrophic risks that unrestrained QC may cause in the future by collapsing the current cryptographic cybersecurity infrastructure. These predictions are relevant only if QC becomes commercially viable and sustainable in the future. No technology can be a one-way ticket to catastrophe, and neither can the definition of superiority of that technology be. If there are catastrophic risks, large-scale QC can never enter the public domain as a minimum viable product (MVP) unless there are safeguards in place. Those safeguards should obviously become an integral part of the definition of its superiority over the legacy systems. NIST (National Institute of Standards & Technology) is pursuing the standardization of Post Quantum Cryptography (PQC) as that safeguard. However, with all the 82 candidate PQCs failing and companies already offering QC as a service, there’s an urgent need for an alternate strategy to mitigate the impending Q-Day threat and render QC sustainable. Our research proposes a novel encryption-agnostic cybersecurity approach to safeguard QC. It articulates a comprehensive definition of an MVP that can potentially set a sustainable gold standard for defining commercially viable quantum advantage over classical computing. 展开更多
关键词 CYBERSECURITY NIST PQC Quantum Computers Quantum Advantage Quantum Supremacy
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Comparison of R and Excel in the Field of Data Analysis
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作者 Jue Wang 《Journal of Electronic Research and Application》 2024年第3期178-184,共7页
This research paper compares Excel and R language for data analysis and concludes that R language is more suitable for complex data analysis tasks.R language’s open-source nature makes it accessible to everyone,and i... This research paper compares Excel and R language for data analysis and concludes that R language is more suitable for complex data analysis tasks.R language’s open-source nature makes it accessible to everyone,and its powerful data management and analysis tools make it suitable for handling complex data analysis tasks.It is also highly customizable,allowing users to create custom functions and packages to meet their specific needs.Additionally,R language provides high reproducibility,making it easy to replicate and verify research results,and it has excellent collaboration capabilities,enabling multiple users to work on the same project simultaneously.These advantages make R language a more suitable choice for complex data analysis tasks,particularly in scientific research and business applications.The findings of this study will help people understand that R is not just a language that can handle more data than Excel and demonstrate that r is essential to the field of data analysis.At the same time,it will also help users and organizations make informed decisions regarding their data analysis needs and software preferences. 展开更多
关键词 EXCEL R language Data analysis Open source COMPARE Data management Advantages Disadvantages FUNCTION
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Application of Energy-Saving Materials in Architectural Design
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作者 Yajuan Liu 《Journal of World Architecture》 2024年第3期72-77,共6页
The conventional process of building construction is associated with issues such as the waste of construction materials and environmental pollution.Sustainable development highlights the importance of energy conservat... The conventional process of building construction is associated with issues such as the waste of construction materials and environmental pollution.Sustainable development highlights the importance of energy conservation and eco-friendly practices.It is essential to use energy-efficient and green materials in building designs to ensure the healthy growth of construction companies.This article discusses the advantages and principles of incorporating energy-saving materials in architectural design.It examines the strategies and critical control points for using energy-saving materials in architectural design,offering guidance for the sustainable development of the construction industry. 展开更多
关键词 Energy-saving materials Architectural design Advantages Control strategy
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Research and Application of Artificial Intelligence in Electric Guitar Performance
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作者 Tianchang Li 《Journal of Electronic Research and Application》 2024年第1期46-50,共5页
The article explores the application of artificial intelligence technology in electric guitar playing.It delves into the advantages of artificial intelligence and its seamless integration into electric guitar performa... The article explores the application of artificial intelligence technology in electric guitar playing.It delves into the advantages of artificial intelligence and its seamless integration into electric guitar performance.Additionally,it investigates the application of artificial intelligence technology through an intelligent playing robot.The research aims to offer substantial support for the advancement of artificial intelligence in electric guitar performance. 展开更多
关键词 Artificial intelligence technology Electric guitar playing Fusion advantage Guitar-playing robot design
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Evaluation of the Clinical Advantages of Laparoscopic Transverse Abdominal Wall Suspension in the Treatment of Pelvic Organ Prolapse
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作者 Chao Wang Shuo Feng 《Journal of Clinical and Nursing Research》 2024年第4期197-202,共6页
Objective:To evaluate the clinical advantages of laparoscopic transverse abdominal wall suspension in treating pelvic organ prolapse.Methods:Sixty patients diagnosed with moderate to severe pelvic organ prolapse and u... Objective:To evaluate the clinical advantages of laparoscopic transverse abdominal wall suspension in treating pelvic organ prolapse.Methods:Sixty patients diagnosed with moderate to severe pelvic organ prolapse and underwent surgical treatment in our hospital between January 2022 and December 2023 were selected.According to different surgical methods,they were divided into an observation group(given laparoscopic transverse abdominal wall suspension)and a control group(given transvaginal mesh implantation),with 30 subjects/group.The data on perioperative-related indicators,quality of life scores,postoperative recurrence,and complications of the two groups of patients were collected.Results:The postoperative hospitalization days and intraoperative bleeding volume of the observation group were significantly lower than those of the control group,but had longer operation time than that of the control group(P<0.05).The differences between the two groups were statistically significant 6 months after surgery,and the Pelvic Floor Disease Quality of Life Impact Questionnaire(PFIQ-7)score of the observation group was significantly higher than the control group(P<0.05).Both groups of patients completed 12 months of follow-up without any postoperative recurrence.The number of complications in the observation group was slightly lower than that of the control group(P>0.05).Conclusion:Laparoscopic transverse abdominal wall suspension was more effective in treating pelvic organ prolapse and is an ideal surgical procedure. 展开更多
关键词 Pelvic organ prolapse Laparoscopic transverse abdominal wall suspension Clinical advantages
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The Ministry of Land and Resources Supports the Western Region to Intensify Efforts in Prospecting and Developing Advantageous Mineral Resources
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《China Nonferrous Metals Monthly》 2013年第4期7-8,共2页
The Ministry of Land and Resources supports the western region to intensify efforts in prospecting, developing and utilizing advantageous mineral resources including petrol, natural gas, and coal resources, build adva... The Ministry of Land and Resources supports the western region to intensify efforts in prospecting, developing and utilizing advantageous mineral resources including petrol, natural gas, and coal resources, build advantageous mineral economy, speed up the development of nonferrous metals, key building materials, and non metal mineral resources with 展开更多
关键词 nonferrous PROSPECTING utilizing advantageous tung
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MLR will Continue to Control the Total Exploitation Quantity of Advantageous Mineral Resources Including Rare Earth
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《China Nonferrous Metals Monthly》 2011年第12期9-10,共2页
According to Wang Min,Vice Minister of Land and Resources and chief of China Geological Survey,for some time to come the MLR will continue to implement the policy of controlling the total exploitation quantity of adva... According to Wang Min,Vice Minister of Land and Resources and chief of China Geological Survey,for some time to come the MLR will continue to implement the policy of controlling the total exploitation quantity of advantageous mineral resources。 展开更多
关键词 MINISTER CONTINUE advantageous EXPLOITATION tungst
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National Protection Zone for Rapeseed Production and Industrial Cluster of Rape in Hubei Province 被引量:5
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作者 Li GAO Yamin PENG +3 位作者 Leying WU Jin ZENG Yuanpeng SUN Zhiguo SUN 《Asian Agricultural Research》 2023年第9期1-10,共10页
Hubei Province is the main winter rapeseed producing area in China,and has the national advantage and characteristic industrial cluster of rape.The protection zone for the production of important agricultural products... Hubei Province is the main winter rapeseed producing area in China,and has the national advantage and characteristic industrial cluster of rape.The protection zone for the production of important agricultural products of rapeseed in Hubei Province also ranks first as that in Hunan Province.This paper studied the winter rape industry,the important agricultural product production protection zone of rapeseed,the provincial double-low high-quality rape protection zone and the industrial cluster of rape in Jianghan Plain in Hubei Province,and analyzed the main problems existing in the development of rapeseed production protection zone and industrial cluster of rape.Finally,it came up with strategies including promoting national rape varieties,overcoming the problem of rape"agricultural chip",promoting the"rice+rape"rotation model,and strengthening the protection of intellectual property rights of brand marks. 展开更多
关键词 Winter rape RAPESEED Protection zone for the production of important agricultural products National advantageous characteristic industrial cluster Hubei Province
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基于多智能体强化学习的协同目标分配 被引量:1
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作者 马悦 吴琳 许霄 《系统工程与电子技术》 EI CSCD 北大核心 2023年第9期2793-2801,共9页
针对传统方法难以适用于动态不确定环境下的大规模协同目标分配问题,提出一种基于多智能体强化学习的协同目标分配模型及训练方法。通过对相关概念和数学模型的描述,将协同目标分配转化为多智能体协作问题。聚焦于顶层分配策略的学习,... 针对传统方法难以适用于动态不确定环境下的大规模协同目标分配问题,提出一种基于多智能体强化学习的协同目标分配模型及训练方法。通过对相关概念和数学模型的描述,将协同目标分配转化为多智能体协作问题。聚焦于顶层分配策略的学习,构建了策略评分模型和策略推理模型,采用Advantage Actor-Critic算法进行策略优化。仿真实验结果表明,所提方法能够准确刻画作战单元之间的协同演化内因,有效地实现了大规模协同目标分配方案的动态生成。 展开更多
关键词 协同目标分配 多智能体协作 强化学习 神经网络 Advantage Actor-Critic
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基于深度强化学习的类集成测试序列生成方法
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作者 张颖辉 张艳梅 +3 位作者 张志成 姜淑娟 丁艳茹 袁冠 《电子学报》 EI CAS CSCD 北大核心 2023年第2期455-466,共12页
类集成测试序列的生成是面向对象软件测试中的关键步骤,当类的测试序列不同时,相应的测试代价也不相同.在集成测试中生成一个合理的类集成测试序列可以有效降低软件测试的代价.本文将深度强化学习中的Advantage Actor-Critic算法应用于... 类集成测试序列的生成是面向对象软件测试中的关键步骤,当类的测试序列不同时,相应的测试代价也不相同.在集成测试中生成一个合理的类集成测试序列可以有效降低软件测试的代价.本文将深度强化学习中的Advantage Actor-Critic算法应用于解决类集成测试序列生成问题.首先,利用类间各种依赖关系构建与智能体交互的环境模型;然后,记录智能体从初始状态到终止状态的路径,即每次选择的动作对应每次选择集成到序列的类编号;最后,得出最终的类集成测试序列.实验结果表明,本文方法所得到的类集成测试序列花费的总体测试桩复杂度,在选取的7个项目中有5个表现最佳,在剩余2个项目中表现中等. 展开更多
关键词 集成测试 测试序列 深度强化学习 advantage actor-critic 测试桩复杂度
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Joint Flexible Duplexing and Power Allocation with Deep Reinforcement Learning in Cell-Free Massive MIMO System 被引量:4
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作者 Danhao Deng Chaowei Wang +2 位作者 Zhi Zhang Lihua Li Weidong Wang 《China Communications》 SCIE CSCD 2023年第4期73-85,共13页
Network-assisted full duplex(NAFD)cellfree(CF)massive MIMO has drawn increasing attention in 6G evolvement.In this paper,we build an NAFD CF system in which the users and access points(APs)can flexibly select their du... Network-assisted full duplex(NAFD)cellfree(CF)massive MIMO has drawn increasing attention in 6G evolvement.In this paper,we build an NAFD CF system in which the users and access points(APs)can flexibly select their duplex modes to increase the link spectral efficiency.Then we formulate a joint flexible duplexing and power allocation problem to balance the user fairness and system spectral efficiency.We further transform the problem into a probability optimization to accommodate the shortterm communications.In contrast with the instant performance optimization,the probability optimization belongs to a sequential decision making problem,and thus we reformulate it as a Markov Decision Process(MDP).We utilizes deep reinforcement learning(DRL)algorithm to search the solution from a large state-action space,and propose an asynchronous advantage actor-critic(A3C)-based scheme to reduce the chance of converging to the suboptimal policy.Simulation results demonstrate that the A3C-based scheme is superior to the baseline schemes in term of the complexity,accumulated log spectral efficiency,and stability. 展开更多
关键词 cell-free massive MIMO flexible duplexing sum fair spectral efficiency deep reinforcement learning asynchronous advantage actor-critic
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Advantages and Development Prospects of Building Information Modelling(BIM)Technology Application in Highway Engineering 被引量:1
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作者 Hongmei Wang Ying Lin Xiaolin Gan 《Journal of Architectural Research and Development》 2023年第6期1-5,共5页
Based on the advantages of the application of Building Information Modelling(BIM)technology in highway engineering,this paper analyzes the difficulties of its in-depth application,grasps the pain points of the applica... Based on the advantages of the application of Building Information Modelling(BIM)technology in highway engineering,this paper analyzes the difficulties of its in-depth application,grasps the pain points of the application of BIM technology in practice,and approaches from the integration of BIM design-construction.This paper also puts forward the integration of cross-stage information based on the BIM+Geographic Information System(GIS)construction information management system to realize the BIM whole life cycle management,and provides directional support for the continuous and efficient application of BIM technology in engineering practice. 展开更多
关键词 BIM technology Highway engineering Application advantages Development prospects
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基于优势行动-评论的雷达自主干扰决策方法
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作者 梁猛 王卫 +2 位作者 余波 陈飞 曹育维 《航天电子对抗》 2023年第5期17-21,共5页
随着认知电子战技术的不断发展,传统雷达干扰决策方法效率低、准确性差等缺点日益凸显。为解决该问题,提出了一种基于优势行动-评论(A2C)的雷达自主干扰决策方法。该方法以A2C强化学习算法为基础构建干扰决策智能体,智能体通过观察环境... 随着认知电子战技术的不断发展,传统雷达干扰决策方法效率低、准确性差等缺点日益凸显。为解决该问题,提出了一种基于优势行动-评论(A2C)的雷达自主干扰决策方法。该方法以A2C强化学习算法为基础构建干扰决策智能体,智能体通过观察环境状态并不断与敌方雷达进行交互以学习自身的干扰策略,最终实时给出有效的干扰决策。最后通过仿真实验对比分析了Deep Q Network(DQN)算法和A2C算法在实时性和准确率等方面的优劣。仿真结果表明,A2C算法具有在未知环境下的干扰策略快速学习和决策的能力,可有效支撑认知电子战背景下的干扰策略选择。 展开更多
关键词 认知电子战 干扰决策 深度强化学习 Advantage Actor-Critic算法
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Comparative Advantage and Latecomer Advantage
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作者 Fan Gang 《China Economist》 2023年第5期2-13,共12页
To achieve development,developing countries must capitalize on their relative advantages,including comparative advantage and latecomer advantages.A country must develop an industrial structure that is consistent with ... To achieve development,developing countries must capitalize on their relative advantages,including comparative advantage and latecomer advantages.A country must develop an industrial structure that is consistent with the comparative advantage of its factor structure in order to avoid the trap of“structural catch-up”that stifles development.The issue for developing countries is that their comparative advantage in core factors of production is unstable and tends to decrease and dissipate.Such a comparative advantage cannot provide adequate growth for convergence to occur.Developed countries,on the other hand,can sustain economic growth due to their comparative advantage in high-quality factors.Latecomer advantage refers to the ability of developing countries to increase their knowledge factor in a cost-effective manner by learning,importing,assimilating,and using knowledge and technology that already exist.Although comparative and latecomer advantages may have a combined effect,each has its distinct characteristics.Latecomer advantage is a special development factor that applies to latecomers.It is crucial at all stages of development,but especially so in the middle-income stage and beyond.Bringing latecomer advantage into full play is essential for developing nations to converge with the advanced countries. 展开更多
关键词 Economic development comparative advantage latecomer advantage CONVERGENCE knowledge spillover
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Classification and Spatial Pattern of Township Development in Liaoning Province, China
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作者 LIU Xiaohui ZHENG Xingming +1 位作者 LIU Wenxin CHEN Xinyu 《Chinese Geographical Science》 SCIE CSCD 2023年第4期708-718,共11页
The classification of township development types is an urgent problem that requires solution to enable the township to choose an appropriate development path.Using a township development classification method,we deter... The classification of township development types is an urgent problem that requires solution to enable the township to choose an appropriate development path.Using a township development classification method,we determine the township development types and their spatial patterns in Liaoning Province,China.The results showed that the patterns of township development types based on their general advantages had significant spatial differentiations.The planting,and livestock and poultry breeding township development types based on general advantages were mainly distributed across the central plain of Liaoning Province,China,and also concentrated in Dandong City−Dalian City along Yellow Sea coast,and in the northwest of Chaoyang City.The business and tourism,industry and mining,and residence township development types based on general advantages were distributed mainly along the Shenyang–Dalian Economic Belt in the central and southern Liaoning Province.The ecology township development type based on general advantages was mainly distributed in the eastern and western Liaoning Province to maintain regional ecological security.Township development types based on non-advantages were sporadically distributed in the middle and western Liaoning Province.Based on the classification and spatial patterns,the differences between the distribution of twonship development types and the plan for the major functional areas of Liaoning Province were proposed which could provide the basis for the optimization of the major functional areas. 展开更多
关键词 general advantage township development type spatial pattern Liaoning Province China
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