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IncEFL:a sharing incentive mechanism for edge-assisted federated learning in industrial IoT
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作者 Jiewei Chen Shaoyong Guo +3 位作者 Tao Shen Yan Feng Jian Gao Xuesong Qiu 《Digital Communications and Networks》 2025年第1期106-115,共10页
As the information sensing and processing capabilities of IoT devices increase,a large amount of data is being generated at the edge of Industrial IoT(IIoT),which has become a strong foundation for distributed Artific... As the information sensing and processing capabilities of IoT devices increase,a large amount of data is being generated at the edge of Industrial IoT(IIoT),which has become a strong foundation for distributed Artificial Intelligence(AI)applications.However,most users are reluctant to disclose their data due to network bandwidth limitations,device energy consumption,and privacy requirements.To address this issue,this paper introduces an Edge-assisted Federated Learning(EFL)framework,along with an incentive mechanism for lightweight industrial data sharing.In order to reduce the information asymmetry between data owners and users,an EFL model-sharing incentive mechanism based on contract theory is designed.In addition,a weight dispersion evaluation scheme based on Wasserstein distance is proposed.This study models an optimization problem of node selection and sharing incentives to maximize the EFL model consumers'profit and ensure the quality of training services.An incentive-based EFL algorithm with individual rationality and incentive compatibility constraints is proposed.Finally,the experimental results verify the effectiveness of the proposed scheme in terms of positive incentives for contract design and performance analysis of EFL systems. 展开更多
关键词 Federated learning Data sharing Edge intelligence incentiveS Contract theory
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Research on the Construction and Optimization of Incentive Mechanisms in Higher Education Management
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作者 Xin Gao Honghao Liu Junhuan Hu 《Journal of Contemporary Educational Research》 2025年第4期116-122,共7页
This article explores the construction and optimization of incentive mechanisms in higher education management.It analyzes the current status of incentive mechanisms for teachers and students,pointing out existing pro... This article explores the construction and optimization of incentive mechanisms in higher education management.It analyzes the current status of incentive mechanisms for teachers and students,pointing out existing problems.The incentive mechanism is constructed from multiple dimensions such as salary and career development,and optimized through the establishment of a scientific assessment and evaluation system,strengthening information construction,and creating a good cultural atmosphere.The aim is to improve the quality of higher education and cultivate outstanding talents. 展开更多
关键词 Higher education management incentive mechanism CONSTRUCTION OPTIMIZATION Assessment and evaluation system
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Enhancing Medical Data Sharing:A Cooperative Game Incentive Approach Based on Blockchain
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作者 Xiaohui Yang Shuo Huang 《Computers, Materials & Continua》 2025年第6期5071-5089,共19页
With the rapid development of medical data sharing,issues of privacy and ownership have become prominent,which have limited the scale of data sharing.To address the above challenges,we propose a blockchainbased data-s... With the rapid development of medical data sharing,issues of privacy and ownership have become prominent,which have limited the scale of data sharing.To address the above challenges,we propose a blockchainbased data-sharing framework to ensure data security and encourage data owners to actively participate in sharing.We introduce a reliable attribute-based searchable encryption scheme that enables fine-grained access control of encrypted data and ensures secure and efficient data sharing.The revenue distribution model is constructed based on Shapley value to motivate participants.Additionally,by integrating the smart contract technology of blockchain,the search operation and incentive mechanism are automatically executed.Through revenue distribution analysis,the incentive effect and rationality of the proposed scheme are verified.Performance evaluation shows that,compared with traditional data-sharing models,our proposed framework not only meets data security requirements but also incentivizes more participants to actively participate in data sharing. 展开更多
关键词 Medical data sharing blockchain cooperative game incentive mechanism
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Hong Kong's Financial Incentives for Electric Vehicles as a Prerequisite for Promoting Low Carbon Transition
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作者 Yeqi Lu 《Economics World》 2025年第4期317-324,共8页
Overviewing the air pollution situation in Hong Kong,energy generation and transportation are part of the contribution to the carbon emissions.Electric vehicles do not have engines and no air pollutants emissions.The ... Overviewing the air pollution situation in Hong Kong,energy generation and transportation are part of the contribution to the carbon emissions.Electric vehicles do not have engines and no air pollutants emissions.The promotion of electric vehicles serves as an important strategy to Hong Kong's goal to achieve carbon neutrality by 2050.This paper illustrated the financial incentives the Hong Kong Government has launched,including First Registration Tax concessions,profits tax deduction,One-for-One Scheme,lower license fee,subsidy support for e-buses and e-taxis,free charging services at government car parks,EV-charging at home Subsidy Scheme,etc.By comparing the cost of purchasing and owning vehicles with the cost of purchasing and owning electric vehicles as well as the market performance of electric vehicles to examine whether the financial incentives in Hong Kong can promote electric vehicles and serve as a prerequisite to low carbon transition.The results show that under government support and promotion associated with preferential policy,electric vehicles will become the future trend in Hong Kong with the advantage of lower emissions,energy saving,and environmental protection. 展开更多
关键词 financial incentive electric vehicle government policy low carbon transition
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Profit Incentives and Organizational Behaviour:A Comparative Evaluation of Enterprise Forms
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作者 XU Duoxin 《Management Studies》 2025年第4期180-185,共6页
This essay evaluates the behavioural dynamics generated by profit incentives and compares them with those in government-owned and charitable enterprises.Drawing on neoclassical microeconomics,agency theory,and institu... This essay evaluates the behavioural dynamics generated by profit incentives and compares them with those in government-owned and charitable enterprises.Drawing on neoclassical microeconomics,agency theory,and institutional economics,it shows how the profit motive drives cost minimization,allocative efficiency,innovation,and consumer responsiveness.Profit expectations,formalized in endogenous growth models,act as catalysts for technological progress and dynamic efficiency,while agency-theoretic governance mechanisms align managerial incentives with shareholder interests.In contrast,government-owned enterprises operate under multi-objective welfare functions,often constrained by soft budget expectations,political interference,and X-inefficiencies that dilute efficiency.Charitable organizations,structured by the non-distribution constraint,emphasize social trust,equity,and mission fulfilment,supported by warm-glow altruism but constrained by free-rider problems and underfunding.A comparative evaluation suggests that profit-driven firms outperform in competitive markets producing private goods,whereas government and charitable forms play essential roles in addressing market failures and providing public or credence goods.The analysis affirms the institutionalist principle that ownership and governance structures must be aligned with the nature of the goods or services delivered. 展开更多
关键词 profit incentives organizational behaviour government-owned enterprises charitable organizations allocative efficiency innovation agency theory institutional economics
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Impact of problem management-guided health education with positive incentive nursing after rectal cancer surgery
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作者 Cheng-Yan Mei Fei Zou +1 位作者 Jun-Min Deng Huan Gong 《World Journal of Gastrointestinal Surgery》 2025年第6期282-289,共8页
BACKGROUND Patients undergoing rectal cancer surgery frequently encounter challenges in their self-care abilities,disease knowledge,and emotional well-being postoperatively.Effective nursing interventions are critical... BACKGROUND Patients undergoing rectal cancer surgery frequently encounter challenges in their self-care abilities,disease knowledge,and emotional well-being postoperatively.Effective nursing interventions are critical for improving the quality of life and minimizing complications.This study explored the clinical implications of integrating health education guided by problem management with positive incentive nursing to address these challenges.AIM To evaluate the effect of this combined nursing model on postoperative self-care ability,disease knowledge,mood state,and complication rates in patients undergoing rectal cancer surgery.METHODS Eighty patients who underwent rectal cancer surgery between October 2021 and August 2024 were allocated into reference(routine care)and experimental(problem management-guided health education combined with positive incentive nursing)groups.The outcomes included exercise of self-care agency scale,disease knowledge(hospital-specific questionnaire),mood state(profile of mood states),and complication rates.RESULTS The experimental group demonstrated significant improvements in self-care ability(P<0.05),with higher scores for health knowledge,self-concept,self-care skills,and self-care responsibility than the reference group.Disease knowledge scores also improved markedly in the experimental group(P<0.05).Mood state scores showed a significant decrease in the negative dimensions(e.g.,anxiety and depression)and an increase in energy vitality(P<0.05).Additionally,the experimental group exhibited a lower complication rate than the reference group(7.5%vs 27.5%,P<0.05).CONCLUSION The integration of problem management-guided health education with positive incentive nursing significantly enhanced postoperative self-care abilities,disease knowledge,and emotional well-being while reducing complication rates.This model demonstrated potential for widespread adoption in clinical practice by offering a structured approach to improve patient outcomes and quality of life. 展开更多
关键词 Problem management mode Health education Positive incentive nursing Rectal cancer Self-care ability Postoperative care Emotional well-being Complication prevention
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Observation on the Intervention Effect of Timesensitive Incentive Model Combined with Specialized Rehabilitation Nursing in Patients with Severe Pneumonia and Respiratory Failure
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作者 Jie Yang Hong Bing +1 位作者 Yewei Jiang Ruofeng Zhang 《Journal of Clinical and Nursing Research》 2025年第6期319-324,共6页
Objective:To explore the effect of implementing a time-sensitive incentive model combined with specialized rehabilitation nursing in patients with severe pneumonia and respiratory failure.Methods:Seventy-eight patient... Objective:To explore the effect of implementing a time-sensitive incentive model combined with specialized rehabilitation nursing in patients with severe pneumonia and respiratory failure.Methods:Seventy-eight patients with severe pneumonia and respiratory failure admitted from January 2024 to February 2025 were selected and randomly divided into two groups using a computer-based random drawing method.The control group(39 patients)received routine nursing,while the observation group(39 patients)received a time-sensitive incentive model combined with specialized rehabilitation nursing.Lung function and adverse emotional states were compared between the two groups.Results:After 2 weeks of nursing,the lung function of the observation group was higher than that of the control group(P<0.05),and the adverse emotional states of the observation group were lower than those of the control group(P<0.05).Conclusion:Implementing a time-sensitive incentive model combined with specialized rehabilitation nursing in patients with severe pneumonia and respiratory failure can improve lung function and emotional state. 展开更多
关键词 Severe pneumonia with respiratory failure Time-sensitive incentive model Specialized rehabilitation nursing Online publication:July 8 20251.Introduction
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Incentive mechanism analysis of information security outsourcing based on principal-agent model 被引量:1
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作者 熊强 仲伟俊 梅姝娥 《Journal of Southeast University(English Edition)》 EI CAS 2014年第1期113-117,共5页
In order to solve principal-agent problems caused by interest inconformity and information asymmetry during information security outsourcing, it is necessary to design a reasonable incentive mechanism to promote clien... In order to solve principal-agent problems caused by interest inconformity and information asymmetry during information security outsourcing, it is necessary to design a reasonable incentive mechanism to promote client enterprises to complete outsourcing service actively. The incentive mechanism model of information security outsourcing is designed based on the principal-agent theory. Through analyzing the factors such as enterprise information assets value, invasion probability, information security environment, the agent cost coefficient and agency risk preference degree how to impact on the incentive mechanism, conclusions show that an enterprise information assets value and invasion probability have a positive influence on the fixed fee and the compensation coefficient; while information security environment, the agent cost coefficient and agency risk preference degree have a negative influence on the compensation coefficient. Therefore, the principal enterprises should reasonably design the fixed fee and the compensation coefficient to encourage information security outsourcing agency enterprises to the full extent. 展开更多
关键词 principal agent information security outsourcing incentive mechanism
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Analysing the Design of Incentive Scheme for Chinese Hotels
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作者 姚旎 《致富时代(下半月)》 2010年第7期106-107,共2页
关键词 摘要 编辑部 编辑工作 读者
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RTRC:A Reputation-Based Incentive Game Model for Trustworthy Crowdsourcing Service 被引量:5
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作者 Xindi Ma Jianfeng Ma +2 位作者 Hui Li Qi Jiang Sheng Gao 《China Communications》 SCIE CSCD 2016年第12期199-215,共17页
The ubiquity of mobile devices have promoted the prosperity of mobile crowd systems, which recruit crowds to contribute their resources for performing tasks. Yet, due to the various resource consumption, the crowds ma... The ubiquity of mobile devices have promoted the prosperity of mobile crowd systems, which recruit crowds to contribute their resources for performing tasks. Yet, due to the various resource consumption, the crowds may be reluctant to join and contribute information. Thus, the low participation level of crowds will be a hurdle that prevents the adoption of crowdsourcing. A critical challenge for these systems is how to design a proper mechanism such that the crowds spontaneously act as suppliers to contribute accurate information. Most of existing mechanisms ignore either the honesty of crowds or requesters respectively. In this paper, considering the honesty of both, we propose a game-based incentive mechanism, namely RTRC, to stimulate the crowds to contribute accurate information and to motivate the requesters to return accurate feedbacks. In addition, an evolutionary game is designed to model the dynamic of user-strategy selection. Specially, the replicator dynamic is applied to model the adaptation of strategy interactions taking into account the dynamic nature in time dependence and we also derive the evolutionarily stable strategies(ESSs) for users. Finally, empirical results over the simulations show that all the requesters and suppliers will select honest strategy to maximize their profit. 展开更多
关键词 crowdsourcing system evolutionary game theory evolutionarily stable strategy incentive mechanism
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A Study on the Multi-Task Incentive Mechanism for the Service Provider 被引量:3
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作者 Li Lei Xin Zhanhong 《China Communications》 SCIE CSCD 2008年第1期79-83,共5页
Both conflict and asymmetric information exist betweenthe telecom operators and the service provider,and result in illegal behaviors of the service provider.The relationship between the telecom operators andthe servic... Both conflict and asymmetric information exist betweenthe telecom operators and the service provider,and result in illegal behaviors of the service provider.The relationship between the telecom operators andthe service provider is classical multi-task principalagentrelationship. The multi-task incentive for theservice provider is considered in the design of theprincipal-agent incentive contract, and it is necessaryto add the multi-task incentive to the serviceproviders through the analysis of the risk costs andthe agency costs of this problem. 展开更多
关键词 SERVICE PROVIDER PRINCIPAL-AGENT analysis ASYMMETRIC information incentive mechanism
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More children nutrition distribution, less labor incentive: Evidence from Chinese collective agriculture 被引量:3
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作者 HUANG Ying-wei MAO Pei LI Jun 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2019年第10期2422-2433,共12页
Distribution system will affect the labor incentive that has been heatedly discussed by recent literatures.Using a unique micro dataset, this paper dem on strates that the equalitaria n distributi on system is one of ... Distribution system will affect the labor incentive that has been heatedly discussed by recent literatures.Using a unique micro dataset, this paper dem on strates that the equalitaria n distributi on system is one of the reas ons for the in sufficie nt labor incentive during the Chinese Collective Agriculture period. Specifically speaking, in the distribution of basic rations, the proportion for children (aged 1-3 and 4-7 years) was often beyond their nutrition demand, resulting the dissatisfaction of other families with more laborers and less children, thus these households will reduce their labor supply gradually. At the same time, the existence of outstanding accounts makes it a failure to use work points to buy distributions, which is the mechanism of the distribution system and insufficient labor incentive. All the results have been accepted by the robustness tests. The study will help to understand the distribution system and labor incentive, as well as the failure of the Chinese collective agriculture. 展开更多
关键词 ratio of children's nutrition distribution LABOR incentive outstanding accounts CHINESE COLLECTIVE AGRICULTURE
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Incentive Scheme for Slice Cooperation Based on D2D Communication in 5G Networks 被引量:5
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作者 Qian Sun Lin Tian +2 位作者 Yiqing Zhou Jinglin Shi Zongshuai Zhang 《China Communications》 SCIE CSCD 2020年第1期28-41,共14页
In the 5th generation(5G)wireless communication networks,network slicing emerges where network operators(NPs)form isolated logical slices by the same cellular network infrastructure and spectrum resource.In coverage r... In the 5th generation(5G)wireless communication networks,network slicing emerges where network operators(NPs)form isolated logical slices by the same cellular network infrastructure and spectrum resource.In coverage regions of access points(APs)shared by slices,device to device(D2D)communication can occur among different slices,i.e.,one device acts as D2D relay for another device serving by a different slice,which is defined as slice cooperation in this paper.Since selfish slices will not help other slices by cooperation voluntarily and unconditionally,this paper designs a novel resource allocation scheme to stimulate slice cooperation.The main idea is to encourage slice to perform cooperation for other slices by rewarding it with higher throughput.The proposed incentive scheme for slice cooperation is formulated by an optimal problem,where cooperative activities are introduced to the objective function.Since optimal solutions of the formulated problem are long term statistics,though can be obtained,a practical online slice scheduling algorithm is designed,which can obtain optimal solutions of the formulated maximal problem.Lastly,the throughput isolation indexes are defined to evaluate isolation performance of slice.According to simulation results,the proposed incentive scheme for slice cooperation can stimulate slice cooperation effectively,and the isolation of slice is also simulated and discussed. 展开更多
关键词 slice cooperation incentive cooperation resource allocation for slice slice scheduling wireless communication networks
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Patient attitudes about financial incentives for diabetes self-management:A survey 被引量:2
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作者 Katherine S Blondon 《World Journal of Diabetes》 SCIE CAS 2015年第5期752-758,共7页
AIM:To study the acceptability of incentives for behavior changes in individuals with diabetes,comparing financial incentives to self-rewards and non-financial incentives.METHODS:A national online survey of United Sta... AIM:To study the acceptability of incentives for behavior changes in individuals with diabetes,comparing financial incentives to self-rewards and non-financial incentives.METHODS:A national online survey of United States adults with diabetes was conducted in March 2013(n = 153).This survey was designed for this study,with iterative testing and modifications in a pilot population.We measured the demographics of individuals,their interest in incentives,as well as the perceived challenge of diabetes self-management tasks,and expectations of incentives to improve diabetes self-management(financial,non-financial and self-rewards).Using an ordered logistic regression model,we assessed the association between a 32-point score of the perceived challenge of the self-management tasks and the three types of rewards.RESULTS:Ninety-six percent of individuals were interested in financial incentives,60% in non-financial incentives and 72% in self-rewards.Patients were less likely to use financial incentives when they perceived the behavior to be more challenging(odds ratio of using financial incentives of 0.82(95%CI:0.72-0.93) for each point of the behavior score).While the effectiveness of incentives may vary according to the perceived level of challenge of each behavior,participants did not expect to need large amounts to motivate them to modify their behavior.The expected average amounts needed to motivate a 5 lb weight loss in our population and to maintain this weight change for a year was $258(interquartile range of $10-100) and $713(interquartile range of $25-250) for a 15 lb weight loss.The difference in mean amount estimates for 5 lb and 15 lb weight loss was significant(P < 0.001).CONCLUSION:Individuals with diabetes are willing to consider financial incentives to improve diabetes selfmanagement.Future studies are needed to explore incentive programs and their effectiveness for diabetes. 展开更多
关键词 PATIENT incentiveS DIABETES SELF-MANAGEMENT MOTIVATION Weight loss PATIENT ENGAGEMENT
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E-Supply Chain Incentive and Coordination Based on Revenue Sharing Contract 被引量:4
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作者 常志平 蒋馥 《Journal of Shanghai Jiaotong university(Science)》 EI 2004年第1期42-48,共7页
This paper took the buyer-biased electronic market as an example, where multiple suppliers selling short-life-cycle products are bidding for an order from a powerful buyer with stochastic customer demand. It used a si... This paper took the buyer-biased electronic market as an example, where multiple suppliers selling short-life-cycle products are bidding for an order from a powerful buyer with stochastic customer demand. It used a single period newsvendor model to analyze the decision of supplied and buyers to do or not do business online. The results suggest that lack of Incentive is the key factor of B2B electronic markets failure. At the same time, it designed a revenue sharing contract to coordinate the E-supply chain in order to prevent failure of E-market. 展开更多
关键词 electronic markets E-supply chain incentive COORDINATION supply chain contracts
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A Study of Professional Managers Incentive Mode and Its Theory in China's Family Business: from the Perspective of “Family” Culture 被引量:1
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作者 XU Xiao-ming YAO Kai CHEN Yang 《当代财经》 CSSCI 北大核心 2013年第S1期103-111,共9页
The impact of Chinese"family"culture is deeply rooted in Chinese family business.This kind of culture,which has its origination from the patriarchal relations of Confucian culture,affects the Chinese family ... The impact of Chinese"family"culture is deeply rooted in Chinese family business.This kind of culture,which has its origination from the patriarchal relations of Confucian culture,affects the Chinese family business at both positive and negative sides.When a professional manager,an outsider of the family,joins into the business and tries to help its development with his or her professional skills,the"family"culture may show its negative effects,hindering the role the professional manager should play.It is based on such consideration that we try to take the expectancy theory as a starting point and put forward the following suggestions:during the process of introducing professional managers,the private business should take full account of the attitudes and influences of family members into considerations,develop reasonable performance objectives and remuneration package with the professional manager,and achieve the purpose of effectively motivate professional managers to serve the enterprise by safeguarding the psychological contract between them. 展开更多
关键词 FAMILY BUSINESS "family"culture PROFESSIONAL MANAGER incentive
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Innovation Incentive of Downstream Firms in Stackelberg Duopoly Model 被引量:2
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作者 郭红珍 闫庆友 黄文杰 《Journal of Southwest Jiaotong University(English Edition)》 2006年第3期272-279,共8页
The licensing strategies and innovation incentives of downstream firms in a Stackelberg duopoly model were analyzed under three respective assumptions that upstream industry is monopoly, duopoly, or perfect competitio... The licensing strategies and innovation incentives of downstream firms in a Stackelberg duopoly model were analyzed under three respective assumptions that upstream industry is monopoly, duopoly, or perfect competition. It is found that the Stackelberg firm may license his drastic innovation by a fixed royalty rate which is lower than innovalion size. The incentives of drastic innovation of Stackelberg firm facing input suppfiers with market power decrease considerably even onder royalty licensing, compared with facing perfectly competitive input market. 展开更多
关键词 Innovation incentive Market puwer Royalty licensing Stackelberg duopoly
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Economy supervision mode of electricity market and its incentive mechanism 被引量:8
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作者 Xuejian Guo Qi Qu +2 位作者 Xin Guo Wei Yang Pengfei Zhang 《Global Energy Interconnection》 2020年第5期504-510,共7页
The analysis of a supervision environment is the first step for a company to enter the new electricity market. Transmission and distribution assets are the main investment targets of a company. The overseas power mark... The analysis of a supervision environment is the first step for a company to enter the new electricity market. Transmission and distribution assets are the main investment targets of a company. The overseas power market belongs to the regulated industry;whether it is a stock M&A project or a green land bidding project, the regulatory environment determines the assets. The level of return and investment risk that guides the operation strategy of existing overseas assets, has a significant impact on the investment and operations of international companies. A comprehensive and rapid assessment of the regulatory environment can help the project teams of international companies understand the macroenvironment of the target electricity market within a short period, quickly identify investment risks, qualitatively analyze the return level of the underlying assets, shorten the decision time, capture investment opportunities, and enhance the team. Efficiency and quality of work are factors of great importance. 展开更多
关键词 Economy supervision mode Electricity market incentive mechanism
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Study on the efficacy of the safety incentive mechanisms 被引量:3
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作者 田水承 李红霞 冯长根 《Journal of Coal Science & Engineering(China)》 2001年第1期70-74,共5页
Safety incentive mechanism and corresponding motivation avenues are helpful and important for the scientific safety management in coal mine. With the help of modern systematic analysis method, the efficacy of safety i... Safety incentive mechanism and corresponding motivation avenues are helpful and important for the scientific safety management in coal mine. With the help of modern systematic analysis method, the efficacy of safety incentive mechanisms is discussed in detail. The research shows that more effective avenue to reduce accident is to differently use motivation measures in practice. 展开更多
关键词 safety incentive mechanism systematic analysis EFFICACY
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