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AI and ML in groundwater exploration and water resources management:Concepts,methods,applications,and future directions
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作者 Adla Andalu MGopal Naik Sandeep Budde 《Journal of Groundwater Science and Engineering》 2026年第1期100-122,共23页
The integration of Artificial Intelligence(AI)and Machine Learning(ML)into groundwater exploration and water resources management has emerged as a transformative approach to addressing global water challenges.This rev... The integration of Artificial Intelligence(AI)and Machine Learning(ML)into groundwater exploration and water resources management has emerged as a transformative approach to addressing global water challenges.This review explores key AI and ML concepts,methodologies,and their applications in hydrology,focusing on groundwater potential mapping,water quality prediction,and groundwater level forecasting.It discusses various data acquisition techniques,including remote sensing,geospatial analysis,and geophysical surveys,alongside preprocessing methods that are essential for enhancing model accuracy.The study highlights AI-driven solutions in water distribution,allocation optimization,and realtime resource management.Despite their advantages,the application of AI and ML in water sciences faces several challenges,including data scarcity,model reliability,and the integration of these tools with traditional water management systems.Ethical and regulatory concerns also demand careful consideration.The paper also outlines future research directions,emphasizing the need for improved data collection,interpretable models,real-time monitoring capabilities,and interdisciplinary collaboration.By leveraging AI and ML advancements,the water sector can enhance decision-making,optimize resource distribution,and support the development of sustainable water management strategies. 展开更多
关键词 Artificial intelligence Machine learning Groundwater exploration Hydrological modeling Remote sensing applications Water resources management
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A simulation-based two-stage interval-stochastic programming model for water resources management in Kaidu-Konqi watershed,China 被引量:6
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作者 Yue HUANG Xi CHEN +2 位作者 YongPing LI AnMing BAO YongGang MA 《Journal of Arid Land》 SCIE 2012年第4期390-398,共9页
This study presented a simulation-based two-stage interval-stochastic programming (STIP) model to support water resources management in the Kaidu-Konqi watershed in Northwest China. The modeling system coupled a dis... This study presented a simulation-based two-stage interval-stochastic programming (STIP) model to support water resources management in the Kaidu-Konqi watershed in Northwest China. The modeling system coupled a distributed hydrological model with an interval two-stage stochastic programing (ITSP). The distributed hydrological model was used for establishing a rainfall-runoff forecast system, while random parameters were pro- vided by the statistical analysis of simulation outcomes water resources management planning in Kaidu-Konqi The developed STIP model was applied to a real case of watershed, where three scenarios with different water re- sources management policies were analyzed. The results indicated that water shortage mainly occurred in agri- culture, ecology and forestry sectors. In comparison, the water demand from municipality, industry and stock- breeding sectors can be satisfied due to their lower consumptions and higher economic values. Different policies for ecological water allocation can result in varied system benefits, and can help to identify desired water allocation plans with a maximum economic benefit and a minimum risk of system disruption under uncertainty. 展开更多
关键词 OPTIMIZATION two-stage stochastic programming UNCERTAINTY water resources management hydrological model Kaidu-Konqi watershed Tarim River Basin
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Development of component geographic information systems applying in forest resources management 被引量:4
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作者 QIHong YUSu-fang FANWen-yi 《Journal of Forestry Research》 SCIE CAS CSCD 2005年第1期47-51,i003,共6页
The history, current situation, and development trend of GIS (Geographic Information System) applied in the forest resources management were discussed in this paper. On the basis of geographic spatial characteristics ... The history, current situation, and development trend of GIS (Geographic Information System) applied in the forest resources management were discussed in this paper. On the basis of geographic spatial characteristics of forest resources data, a component geographic information system (ComGIS) was developed for forest resources management. The system embeds a GIS ActiveX control MapObjects (Inc. ESRI) on Visual C++ platform. System design, data organization and achieving way were studied and expatiated by taking Xigangzi Forestry Centre as study object. The system has many useful functions,, such as adding and display of various map layers, zoom of map by wheeling mouse, attribute and spatial data querying, map auto roaming, features rendering based on the spatial trait of data, label controlling through attribute data band with vector graph, as well as output of 'Column chart' for showing the result of statistics. At the same time, parts of source codes are attached. 展开更多
关键词 GIS COMGIS Forest resources management MAPOBJECTS Visual C++
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STUDY OF SETTING UP THE FOREST RESOURCES MANAGEMENT INFORMATION SYSTEM BASED ON WEBGIS 被引量:7
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作者 WU Su-li, LOU Quan-sheng, QUAN Zhi-jie, LI Xiao-jun (Northwest Sci-tech University of Agriculture and Forestry, Xi’an 712100, P. R. China) 《Chinese Geographical Science》 SCIE CSCD 2003年第1期56-61,共6页
Based on an analysis of the characteristics of the Forest Resources Management Information System of each development phase, and consideration of the technical trend in Geographic Information System (GIS) in the Inter... Based on an analysis of the characteristics of the Forest Resources Management Information System of each development phase, and consideration of the technical trend in Geographic Information System (GIS) in the Internet Age, this paper explores the importance and the feasibility of setting up Forest Resources Management Information System based on the WEBGIS. At the same time, based on the experience of our study, the paper explores the function, structure and method of developing the Forest Resources Management Information System based on WEBGIS. With the technology of WEBGIS, the Forest Resources Management Information System with data from Huoditang Farm was set up, which makes a great impact on forest resources management. So setting up the Forest Resources Management Information System based on WEBGIS is a trend of forest resources management. In the course of setting up this system, we must pay attention to following questions: 1) unify data standard and information encoding; 2) change mind. 展开更多
关键词 WEBGIS forest resources management information system
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Comparison of water resources management between China and the United States 被引量:11
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作者 Chansheng He Carol P.Harden Yanxu Liu 《Geography and Sustainability》 2020年第2期98-108,共11页
As the world’s top two economies,the United States(U.S.)and China face a number of similar water resources problems.Yet,few studies have been done to systematically compare policies and approaches on water resources ... As the world’s top two economies,the United States(U.S.)and China face a number of similar water resources problems.Yet,few studies have been done to systematically compare policies and approaches on water resources management between China and the U.S.This study compares water resources policies of China and the U.S.in the areas of national authority,water supply,water quality,and ecosystem use of the water to draw lessons learned and shed light on water resources management in China,the U.S.,and the rest of the world.The lessons learned from the comparison include six aspects.1)New paradigms of people-water harmony and a water-saving society are urgently needed to address the pressing water crisis and achieve the United Nations Sustainable Development Goals(UN SDGs).2)A comprehensive,consistent,forward-looking national policy is necessary to achieve sustainable use of water resources.3)Empowerment of river basin commissions with comprehensive authority over the integrative management of air,land,water,and biological resources in the river basin could significantly enhance the benefits and effectiveness of economic development and environmental protection.4)Expansion of water exchange through market mechanisms among water users promotes efficient and beneficial water uses.5)Use of water for ecosystem services should be an integral part of water resources management.China has set up a national blueprint for achieving ecological civilization;maintaining appropriate amounts of flow in rivers and lakes for maintenance of wildlife and fisheries and ecosystems should be institutionalized as part of this national strategy as well.6)By sharing their rich experiences and lessons in water resources management,economic development,and ecological protection with other countries,China and the U.S.can help the world to achieve global human-water harmony and the UN SDGs. 展开更多
关键词 Water resources management Comparative analysis China The United States
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Emergency Plan for Water Supply in Consecutive Droughts and Sustainable Water Resources Management in Beijing 被引量:1
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作者 LI Wenpeng ZHENG Yuejun +1 位作者 YE Chao LI Haitao 《Acta Geologica Sinica(English Edition)》 CAS CSCD 2018年第3期1231-1244,共14页
Beijing, the capital city of China, has suffered from acute water shortage, with only 300 m3/a of water resources available per capita. In addition, Beijing has experienced a prolonged period of consecutive droughts f... Beijing, the capital city of China, has suffered from acute water shortage, with only 300 m3/a of water resources available per capita. In addition, Beijing has experienced a prolonged period of consecutive droughts from 1999 to 2010. Water crisis has constrained the socio-economic development of Beijing. Meanwhile, the national "South-to-North Water Transfer"(STNWT) project, which is expected to provide some relief to the water crisis in Beijing, is still under development. In order to ensure the security of water supply in Beijing before the completion of the STNWT project, several measures have been implemented to cope with droughts, including pumping groundwater from emergency well fields,water saving, recycling of water, rain and flood water harvesting, and the diversion of water from neighboring rivers and groundwater basins. Groundwater from four emergency well fields contributes the most to the public and domestic water supplies in Beijing, supplying a total volume of 1.8×10;m;.The water crisis is supposed to be mitigated by the completion of the STNWT project. After the completion of this project, more sustainable management of water resources will be implemented,including the use of aquifers as groundwater reservoirs and conjunctive use of surface water and groundwater resources. 展开更多
关键词 Emergency water supply groundwater resources natural disasters groundwater reservoir sustainable water resources management BEIJING
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Artificial Intelligence Technique in Hydrological Forecasts Supporting for Water Resources Management of a Large River Basin in Vietnam 被引量:1
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作者 Truong Van Anh 《Open Journal of Modern Hydrology》 2023年第4期246-258,共13页
Hydrological forecasting plays an important role in water resource management, supporting socio-economic development and managing water-related risks in river basins. There are many flow forecasting techniques that ha... Hydrological forecasting plays an important role in water resource management, supporting socio-economic development and managing water-related risks in river basins. There are many flow forecasting techniques that have been developed several centuries ago, ranging from physical models, physics-based models, conceptual models, and data-driven models. Recently, Artificial Intelligence (AI) has become an advanced technique applied as an effective data-driven model in hydrological forecasting. The main advantage of these models is that they give results with compatible accuracy, and require short computation time, thus increasing forecasting time and reducing human and financial effort. This study evaluates the applicability of machine learning and deep learning in Hanoi water level forecasting where it is controlled for flood management and water supply in the Red River Delta, Vietnam. Accordingly, SANN (machine learning algorithm) and LSTM (deep learning algorithm) were tested and compared with a Physics-Based Model (PBM) for the Red River Delta. The results show that SANN and LSTM give high accuracy. The R-squared coefficient is greater than 0.8, the mean squared error (MSE) is less than 20 cm, the correlation coefficient of the forecast hydrology is greater than 0.9 and the level of assurance of the forecast plan ranges from 80% to 90% in both cases. In addition, the calculation time is much reduced compared to the requirement of PBM, which is its limitation in hydrological forecasting for large river basins such as the Red River in Vietnam. Therefore, SANN and LSTM are expected to help increase lead time, thereby supporting water resource management for sustainable development and management of water-related risks in the Red River Delta. 展开更多
关键词 Hydrological Forecast Water resources management Machine Learning Deep Learning Red River Basin
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Integrated water resources management:A new strategy for DSS development and implementation 被引量:1
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作者 Qiang Ma Philippe Gourbesville 《River》 2022年第2期189-206,共18页
Although the recent concept of Integrated Water Resources Management(IWRM)is continuously searching for modern operational approaches to be implemented in practice,the Decision Support Systems(DSSs)have been considere... Although the recent concept of Integrated Water Resources Management(IWRM)is continuously searching for modern operational approaches to be implemented in practice,the Decision Support Systems(DSSs)have been considered a major effective tool for supporting IWRM.According to the weaknesses and limitations in the current DSSs,this paper presents a new DSS development strategy based on an architecture design including higher levels of competitive advantages in system flexibility,product maintenance,and user acceptance.Instead of producing a DSS as a stand-alone product limited to realtime monitoring,the selected approach presents a design for a real-time DSS service setup with a multilayered user interface and a multimodular modeling system.The methodology has been used and implemented over the Var catchment(2800 km^(2))and has been validated with an operational application.The designed DSS is currently used by the local management authorities with a high level of user satisfaction with monitoring and forecast services.The obtained result underlines the promising applicability of the proposed approach for other DSSs addressing utilities. 展开更多
关键词 DSS groundwater simulation hydrological deterministic distributed models integrated water resources management real-time monitoring
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Sustainable Water Resources Management: River Basin Modelling and Decision Support Framework
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作者 RAO Zhengfu POTTER Bob +1 位作者 WEBB David PARKIN Ralph 《Wuhan University Journal of Natural Sciences》 CAS 2009年第6期543-551,共9页
Sustainability is a key objective of water resources management and this paper describes a modelling and decision support framework that achieves this, illustrated by applications on the UK Thames and Mekong river bas... Sustainability is a key objective of water resources management and this paper describes a modelling and decision support framework that achieves this, illustrated by applications on the UK Thames and Mekong river basins. The decision support framework contains several modules, including an interactive user's interface linked to a GIS, a geo-database, knowledge base, simulation models and optimization procedures. Based on the analysis of scenarios and proposed interventions, efficient modelling and optimization tools form a comprehensive integrated decision support framework for the analysis and operational management of water resources in the river basin, our emphasis has been on a practical implementation through careful screening of alternatives, consideration of the institutional framework and direct involvement of stakeholders in the decision making process. Operating in this environment is transparent, reproducible and auditable, securing the trust of all interested parties. This paper discusses its applications to water utilisation on the Mekong river basin and drought management of the Lower Thames stored reservoir system. 展开更多
关键词 decision support framework sustainable water resources management mathematical modelling OPTIMIZATION
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Integrated Water Resources Management in the Sandougou Catchment Area(Senegal):Going beyond Soil Defence and Restoration(SDR)
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作者 Edouard Diouf Adrien Coly 《Journal of Agricultural Science and Technology(A)》 2020年第4期181-190,共10页
The Sandougou River is the last major right bank tributary of the Gambia River.It has a catchment area of 11,668 km² and is located in Senegalese territory.The flow in this sloping basin(1‰)is favoured by the co... The Sandougou River is the last major right bank tributary of the Gambia River.It has a catchment area of 11,668 km² and is located in Senegalese territory.The flow in this sloping basin(1‰)is favoured by the conservation of soils and vegetation.Since 1970,global rainfall trends(below the average of 800 mm)have shown a drought affecting the whole basin with an average deficit of 100 mm per year.In addition,erosion phenomenon combined with high rainfall intensities explains the rapid run-off.This constitutes a considerable loss of water resources,up to 20%in the Sandougou basin.In this rural area where primary activities predominate,anthropogenic pressure is considerable.Indeed,overexploitation of firewood,resulting from the strong dependence of local populations on this resource,is at the origin of deforestation in the Sandougou basin.Such a situation contributes to environmental degradation and also has repercussions on soil erosion.Erosion affects the water retention capacity of the soil making it more susceptible to extreme conditions such as drought.The impact of soil erosion on more remote sites is not always as apparent as the impact of erosion on the site itself.Sediment reaching watercourses can accelerate slope erosion,silt up drainage ditches and streams,silt up reservoirs,cover spawning areas and reduce water quality.Fertilizers frequently transported with soil particles can contaminate or pollute water sources.To cope with this dynamic,soil defence and restoration(SDR)techniques have long been considered as the solution to the problems.However,the multifaceted nature of environmental problems and their persistence leads to the consideration of a more holistic approach.In the Sandougou catchment area,the application of article R50 of the Senegalese Forestry Code,the implementation of planning tools(AP-IWRM),institutional development in the framework of integrated water resources management(IWRM)prove the interest of such an approach for the protection of water resources. 展开更多
关键词 Water resources integrated water resources management EROSION Sandougou Senegal.
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ZTE's Strategy of WCDMA Radio Resources Management
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作者 Zhang Baosong, Wang Yong (Mobile Division of ZTE Corporation, Shanghai 201203, China) 《ZTE Communications》 2005年第3期30-33,共4页
关键词 WCDMA RATE over ZTE’s Strategy of WCDMA Radio resources management RADIO
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Oil and Gas Resources Management and Environmental Challenges in Nigeria
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作者 Chizoba Chinweze Gwen Abiola-Oloke Chike Jideani 《Journal of Environmental Science and Engineering(B)》 2012年第4期535-542,共8页
Nigeria is richly endowed with crude oil and natural gas deposits, which are the country's main source of energy and foreign exchange earnings. These deposits are concentrated at the Niger Delta region which has attr... Nigeria is richly endowed with crude oil and natural gas deposits, which are the country's main source of energy and foreign exchange earnings. These deposits are concentrated at the Niger Delta region which has attracted the presence of multinational oil/gas companies to the area. This paper analyses the impact of oil and gas development on the rich biological diversity of the region and its consequences on the development of the region and the nation at large. The paper further reviews the abject poverty of the oil/gas producing communities whose source of livelihoods, fisheries resources, agricultural soils/farmlands, forests, clean water, fresh air and housing are being destroyed due to poor energy resource management. The magnitude of destruction and frustration is reflected in unending conflict and insecurity in the region leading to many shut-in productions which pose a governance challenge as the country's economy and development is heavily dependent on oil and gas production. 展开更多
关键词 Energy resources management POVERTY governance challenges conflicts and development.
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Reviews of the research on water resources management system at home and abroad
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作者 YAN Tai-xiang DUAN Qing-wei +1 位作者 CAO Wen-wen ZHANG Cai-xia 《Chinese Business Review》 2009年第9期58-64,共7页
The reform of the system of water resource management abroad has started since the 50s of last century, it has left us a lot of experiences in many aspects with the innovation of system, such as the legal environment ... The reform of the system of water resource management abroad has started since the 50s of last century, it has left us a lot of experiences in many aspects with the innovation of system, such as the legal environment in water resources, water rights, water market theory, and the "participation" management of water resources, these experiences has been promoted in more than 40 developing countries. Based on analyzing the theory and experiences of water resources management both at home and abroad, especially the theory and experiences of agricultural water resources management, this paper puts forward the main problems waiting for further investigation in China's water resources management and provides some reference and inspiration for the innovation of the system of water resource management in China. 展开更多
关键词 water resource water resources management management system
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Ethics of Human Resources Management in the Cameroonian Health System, Medical Nomadism and the Ineffectiveness of the Fight against High Blood Pressure
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作者 Jean Ndibi Abanda Anicet Onana Akoa +2 位作者 Désiré Tchoffo Ulrich Dama Pierre Yassa Yoniene 《Health》 2024年第1期9-21,共13页
Context/objectives: The fight against Chronic Non-Communicable Diseases (NCDs) is a long-term undertaking, which requires available, motivated and well-managed human resources (HR). The administrative management of sk... Context/objectives: The fight against Chronic Non-Communicable Diseases (NCDs) is a long-term undertaking, which requires available, motivated and well-managed human resources (HR). The administrative management of skills on both qualitative and quantitative levels is one of the essential functions of a health system. To better implement policies of fight against High Blood Pressure (HBP) and other chronic diseases, it is important to establish strategies to retain health personnel. This loyalty requires favorable working conditions and consideration of the contribution-reward couple. Good working conditions are likely to reduce the phenomenon of medical nomadism;conversely, poor HR management can contribute to their exodus towards exotic “green pastures”, thus leading to an additional crisis in the Cameroonian health system. The fight against HBP is a complex, multifaceted and multifactorial reality that requires appropriate management model for all types of resources mainly HR. The main objective of this research is to show the impact of poor management of human resources in Cameroon health system on medical nomadism and the ineffectiveness of the fight against High Blood Pressure. Method: A cross-sectional descriptive survey among five hundred (500) health facilities in the center region of Cameroon has been conducted. A stratified probabilistic technique has been used, and the number of health facilities to be surveyed has been determined using the “sample size estimation table” of Depelteau. The physical questionnaires have been printed and then distributed to data collectors. After data collection, the latter were grouped during processing in Excel sheets. The Chi-square test was used for data with a qualitative value and that of Kolmogorov-Sminorf for data with a quantitative value to assess the normality and reliability of data. The Crochach’s Alpha reliability test allowed us to have a summary of the means and variances and then to search for intragroup correlations between variables. Descriptive analysis was possible with the XLSTAT 2016 software. Results: 43.60% of Health Facilities (HF) managers were unqualified. 82.20% of HF managers have staff in a situation of professional insecurity. They are mainly contractual (49.00), decision-making agents (24.40%), casual agents (08.80). The proportion of unstable personnel is average of 22.00% and very unstable, 12.00%. 展开更多
关键词 ETHICS Human resources management Cameroonian Health System Medical Nomadism Ineffectiveness High Blood Pressure
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Game Modeling and Strategic Behavior Analysis in Public Goods Provision: Evidence From Water Resources Management
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《Journal of Mathematics and System Science》 2014年第2期69-82,共14页
The utility of public goods vary with the behaviors of stakeholders (players), and it is appropriate to study effective supply and management of public goods with game modeling and analysis. The comparison effect is... The utility of public goods vary with the behaviors of stakeholders (players), and it is appropriate to study effective supply and management of public goods with game modeling and analysis. The comparison effect is the key issue of public good provision both in theoretical analysis and in practice. One major contribution of the paper is the extension of Clarke-Groves mechanism, to achieve which strategic behavior analysis is applied through the analysis and the comparison effect among various stakeholders in different stages is created and highly emphasized. In the first section of this paper, the definition of integrated water resources management (IWRM), the importance of stakeholder participation as well as some models and methods that have been applied are illustrated. Following this, the framework of analysis is elaborated, in which the scenario and aims are shown, and it is claimed that game theory is the main approach, which includes both cooperative games and non-cooperative games. To achieve the aims of the public project, five approaches from game theory are able to cover the entire process of the project, and the fourth approach on interest compensation mechanism is the highlight of the research. After this, the interest compensation mechanism is demonstrated in the model section, and is proved to be an incentive compatible mechanism that makes each stakeholder choose to behave in accordance with the interest of the entire project. The Clarke-Groves mechanism is applied and extended in establishing the model, and the utility change by the comparison among stakeholders (defined as the comparison effect) is involved. In the application section, a water project is analyzed in consideration of various stakeholders, and other possible applications are also indicated. 展开更多
关键词 Game modeling strategic behavior analysis integrated water resources management (IWRM) interest compensationmechanism the Clarke-Groves mechanism.
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Construction of Human Resources Management Practice Teaching System base on Applied Talents Training
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作者 Jianfeng Meng 《International Journal of Technology Management》 2014年第12期69-71,共3页
Along with the society' s stronger demand for practices of students of human resources management (HRM), the construction of practice teaching system shall be the key channel for the cultivation of practice talents... Along with the society' s stronger demand for practices of students of human resources management (HRM), the construction of practice teaching system shall be the key channel for the cultivation of practice talents, especially in local universities and institutions. Combining with the practice of HRM construction in Langfang Teachers University, based on the introduction about the necessity of construction of practice teaching system, the construction content, guarantee measures, and implementation effect of practice teaching system for the cultivation of applied talents of HRM are out forward in this paper, which is in favor of the cultivation of applied talents of HRM. 展开更多
关键词 Human resources management Practice Teaching System Applied Talents Training
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Diagnosis on the Problem of the Human Resources Management of State-owned Enterprises
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作者 Yupeng Zhang WensongZhang Lili Chen 《Chinese Business Review》 2004年第10期78-81,共4页
With the reform of the state-owned enterprises, the level of the human resources management of a lot of state-owned enterprises has been gradually improved. However, because of the macroscopic system, history, culture... With the reform of the state-owned enterprises, the level of the human resources management of a lot of state-owned enterprises has been gradually improved. However, because of the macroscopic system, history, culture and their own reasons, there are still a series of problems in the human resources management of state-owned enterprises. In order to promote the reform of state-owned enterprises and to improve the competitiveness of enterprises, we should critically research these urgent problems. The paper will take an example of one company which was investigated by state-owned enterprises will be listed and analysed. the author, and the common problems which exist in most state-owned enterprises will be listed and analysed. 展开更多
关键词 state-owned enterprise human resources management diagnosis
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Discussion on the Practical Significance of Competency and Job Description in Human Resources Management of State-owned Enterprises
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作者 YANHaili 《外文科技期刊数据库(文摘版)经济管理》 2022年第1期086-089,共4页
Under the new normal environment, it is crucial for the future development of state-owned enterprises, especially the restructuring and transformation of state-owned enterprises, to select high-performance employees w... Under the new normal environment, it is crucial for the future development of state-owned enterprises, especially the restructuring and transformation of state-owned enterprises, to select high-performance employees who can fulfill the organization vision, mission and values and are competent for their own work. Therefore, the human resources management of state-owned enterprises needs to introduce new management tools to meet the needs of enterprise development. In view of this, the article elaborates on the existing problems of "competency" and "job description" in the human resources management of state-owned enterprises, in order to provide a set of effective practice model for the employees of human resources management of state-owned enterprises and realize the needs of strategic human resources management of state-owned enterprises. 展开更多
关键词 COMPETENCY job description state-owned enterprises human resources management PRACTICE
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Analysis of Human Resources Management Environment in Public Institutions and Countermeasures for Improvement
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作者 LIFengxia 《外文科技期刊数据库(文摘版)经济管理》 2022年第6期021-024,共4页
Under the current all-round development of society, facing the intense competitive pressure of the market, China's public institutions need to fully implement the reform and innovation to meet the needs of social ... Under the current all-round development of society, facing the intense competitive pressure of the market, China's public institutions need to fully implement the reform and innovation to meet the needs of social development and promote their own development. However, in order to achieve this goal, public institutions must pay more attention to human resources management. The smooth implementation of human resources management can not only help public institutions recruit more high-quality talents, but also provide on-the-job training for talents, and promote the all-round development of public institutions based on talents. However, there are still some problems in human resources management in the development process of public institutions in our country at this stage, which have affected the reform and innovation of public institutions. It is necessary to make timely improvement measures to play the role of human resources management and provide help for the sustainable development of public institutions. 展开更多
关键词 public institutions human resources management environmental analysis improvement measures
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