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Hybrid AI-IoT Framework with Digital Twin Integration for Predictive Urban Infrastructure Management in Smart Cities
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作者 Abdullah Alourani Mehtab Alam +2 位作者 Ashraf Ali Ihtiram Raza Khan Chandra Kanta Samal 《Computers, Materials & Continua》 2026年第1期462-493,共32页
The evolution of cities into digitally managed environments requires computational systems that can operate in real time while supporting predictive and adaptive infrastructure management.Earlier approaches have often... The evolution of cities into digitally managed environments requires computational systems that can operate in real time while supporting predictive and adaptive infrastructure management.Earlier approaches have often advanced one dimension—such as Internet of Things(IoT)-based data acquisition,Artificial Intelligence(AI)-driven analytics,or digital twin visualization—without fully integrating these strands into a single operational loop.As a result,many existing solutions encounter bottlenecks in responsiveness,interoperability,and scalability,while also leaving concerns about data privacy unresolved.This research introduces a hybrid AI–IoT–Digital Twin framework that combines continuous sensing,distributed intelligence,and simulation-based decision support.The design incorporates multi-source sensor data,lightweight edge inference through Convolutional Neural Networks(CNN)and Long ShortTerm Memory(LSTM)models,and federated learning enhanced with secure aggregation and differential privacy to maintain confidentiality.A digital twin layer extends these capabilities by simulating city assets such as traffic flows and water networks,generating what-if scenarios,and issuing actionable control signals.Complementary modules,including model compression and synchronization protocols,are embedded to ensure reliability in bandwidth-constrained and heterogeneous urban environments.The framework is validated in two urban domains:traffic management,where it adapts signal cycles based on real-time congestion patterns,and pipeline monitoring,where it anticipates leaks through pressure and vibration data.Experimental results show a 28%reduction in response time,a 35%decrease in maintenance costs,and a marked reduction in false positives relative to conventional baselines.The architecture also demonstrates stability across 50+edge devices under federated training and resilience to uneven node participation.The proposed system provides a scalable and privacy-aware foundation for predictive urban infrastructure management.By closing the loop between sensing,learning,and control,it reduces operator dependence,enhances resource efficiency,and supports transparent governance models for emerging smart cities. 展开更多
关键词 Smart cities digital twin AI-IOT framework predictive infrastructure management edge computing reinforcement learning optimization methods federated learning urban systems modeling smart governance
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The Application of Busywork Flow in Supply Chain Management of Fruits 被引量:3
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作者 OUYANG Bin 《Asian Agricultural Research》 2012年第11期115-119,共5页
Firstly,I point out the problems in the fruit supply chain management.Then through field survey,we know that busywork flow plays a very important role in the fruit supply chain management.I establish the mathematical ... Firstly,I point out the problems in the fruit supply chain management.Then through field survey,we know that busywork flow plays a very important role in the fruit supply chain management.I establish the mathematical model,to derive that the supply chain management of corporate procurement and supply network is the optimal economic model.In terms of the performance of supply chain,I draw the following conclusions:(i) Busywork flow can achieve the supply chain management,and reduces logistics costs in the whole process of circulation;(ii) Busywork flow can improve logistics services for the customers and reduces coordination costs;(iii) The establishment of modern information system can reduce logistics costs;(iv) Busywork flow can improve distribution efficiency and reduce costs;(v) Busywork flow can reduce and avoid the costs of return of goods;(vi) The operation of the busywork flow can achieve integrated transport and business outsourcing to third-party logistics,thereby reducing costs,reducing transport links,reasonably choosing the means of transport,formulating the optimal transportation plan,improving the mode of transport,and increasing the cargo loading amount.(vii) Busywork flow promotes the use of e-commerce.I also express my own views on upgrade version of corporate procurement and supply network.Finally I point out some problems in the existing corporate procurement and supply network,and put forward the following recommendations:developing township-level 4S fruit shop according to the business development,with the functions of purchasing apple,supplying means of agricultural production,providing technical services and developing market;building " corporate ecological orchard" through holding. 展开更多
关键词 Busywork FLOW FRUITS Supply CHAIN management Corpo
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A software-defined networking approach for handover management with real-time video in WLANs 被引量:3
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作者 Peter Dely Andreas Kassler +6 位作者 Lawrence Chow Nicholas Bambos Nico Bayer Hans Einsiedler Christoph Peylo Daniel Mellado Miguel Sanchez 《Journal of Modern Transportation》 2013年第1期58-65,共8页
To achieve high performance and reliability in video streaming over wireless local area networks (WLANs), one must jointly consider both optimized association to access points (APs) and handover management based o... To achieve high performance and reliability in video streaming over wireless local area networks (WLANs), one must jointly consider both optimized association to access points (APs) and handover management based on dynamic scanning of alternate APs. In this article, we propose a new architecture within the software-defined networking (SDN) framework, which allows stations to be connected to several APs simultaneously and to switch fast between them. We evaluate our system in a real-time testbed and demonstrate that our SDN-based handover mechanism significantly reduces the number and duration of video freeze events and allows for smaller playout buffers. 展开更多
关键词 Openflow Handover - Video streaming
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A Comparative Study of Managing a Project Using Traditional Management Techniques and a Critical Chain Project Management Methodology in Aircraft Maintenance Field 被引量:2
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作者 Devinder Kumar Yadav Anand Kulkarni Hui Yao 《Journal of Transportation Technologies》 2022年第4期544-558,共15页
Aircraft on ground or down-time for its maintenance is a clear loss in revenue for an airline operation. With never ending competition and growing operating costs of aircraft, airlines continuously need to explore opp... Aircraft on ground or down-time for its maintenance is a clear loss in revenue for an airline operation. With never ending competition and growing operating costs of aircraft, airlines continuously need to explore opportunities to reduce the aircraft down-time in order to remain sustainable. Due to round the clock operation feature of scheduled airlines, aircraft maintenance operations are generally carried out using traditional management methodologies instead of considering it as a project. Though aircraft heavy maintenance checks consist of several major tasks that can last from few weeks to a year, the maintenance organisations do not adopt modern project management methodologies. Therefore, this paper models a heavy maintenance check of an Airbus aircraft as a typical project and adopts contemporary project management methodology to explore the possibility of reducing the downtime. To this end, a case study has been done at an aircraft maintenance company to analyse the potential of this project management method in aircraft maintenance industry. 展开更多
关键词 AVIATION AIRLINE Aircraft Engineering Management Maintenance Operations Planning PROJECT
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The Impact of Information Technology on Service Quality,Satisfaction,and Customer Relationship Management(Case Study:IT Organization Individuals) 被引量:1
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作者 Hojjat Talebi Amid Khatibi Bardsiri 《Journal of Management Science & Engineering Research》 2023年第2期24-31,共8页
Recent research and studies have shown that Information Technology(IT)has a significant impact on service quality,customer satisfaction,and customer relationship development.With the proliferation and penetration of t... Recent research and studies have shown that Information Technology(IT)has a significant impact on service quality,customer satisfaction,and customer relationship development.With the proliferation and penetration of technology in all aspects of life,organizations are responding to the implications and opportunities that IT creates in relation to customer services.The main objective of using information technology in organizations is to increase customer satisfaction,service quality,and customer relationship management,which the authors will focus on here.Enhancing service quality,improving customer satisfaction,and establishing close and sustainable customer relationships are key advantages of leveraging information technology in this field.This article examines the impact of information technology on service quality,customer satisfaction,and customer relationship development and provides strategies and models for organizations to improve customer satisfaction and establish closer connections with them through the use of information technology.Seventy individuals from the IT field were used to evaluate the proposed model.The proposed model was compared with three models:SEM,regression,and decision tree,and the results demonstrated better performance of this approach. 展开更多
关键词 Information technology Service quality Customer relationship Customer satisfaction Improvement and development
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A New Thinking of the Objects Served Relationship Management in Complex System
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作者 周启海 刘云强 +3 位作者 吴红玉 张元新 朱捷 贾可 《Journal of Donghua University(English Edition)》 EI CAS 2006年第6期71-75,共5页
Take a digital libraries' service system for example, Objects Served Relationship Management (OSRM) in complex systems is proposed firstly as a new concept, and its connotation is explained. The significances and c... Take a digital libraries' service system for example, Objects Served Relationship Management (OSRM) in complex systems is proposed firstly as a new concept, and its connotation is explained. The significances and constructions of OSRM are analyzed. Both the fundamental facts and the important natures that the things which are interested by Objects Served (OS) (e. g. publishers and readers) and the server (e. g. digital libraries are the servers of publishers and readers) will not be the same completely although there are a lot of common benefits between OS and servers, are indeed clarified. The valuable information,which should be used by OS and their server, is often hidden behind them. Thus, how to find, manage and control the relationship among OS and their servers is very necessary and important for the common benefits among all of them.(e. g. the three dimensions of OSRM in digital library system and its overall framwork are proposed. The different strategies to different cases in the digital library's multidimensional framework are analyzed.) 展开更多
关键词 Objects Served Relationship Management complex systems digital libraries data mining preferred reading user classofication.
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The effect of leadership on performance management, good governance, internal and external satisfaction in study programs
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作者 Indrianawati Usman 《Chinese Business Review》 2010年第5期8-28,共21页
Rapid changes in business environment have increased the needs of graduates who have capabilities of anticipating to the changes. The faculty, especially at the level of study program, has an important role in affecti... Rapid changes in business environment have increased the needs of graduates who have capabilities of anticipating to the changes. The faculty, especially at the level of study program, has an important role in affecting the quality of graduates, because the study program is the core element in the higher education institution which involves directly in planning, organizing, executing and controlling the teaching and learning activities. This dissertation is to examine the effect of leadership on performance management and good governance, and also to examine the effect of performance management and good governance on internal and external satisfaction. The data for this causal research is collected by questionnaire. Unit of analysis in this research is all study programs in all accredited faculty of economics in East Java. The respondents are academic staffs, students and administrative staffs in the study program. There were 83 of 125 accredited study program which has been successfully contacted and agreed to participate in the research. There were 900 students and 285 academic staffs filling up the questionnaires. The data analysis is conducted by Path Analysis with the SPSS 11.5 version software to measure construct validity and reliability and to test causal relationships between variables in the model. The findings of the research showed that: (1) Leadership affects performance management significantly; (2) Leadership affects good governance significantly; (3) Leadership affects internal satisfaction significantly; (4) Performance management affects internal satisfaction; (5) Good governance significantly affects external satisfaction; (6) Internal satisfaction does not affect external satisfaction. Based on the findings in this research, it is suggested that the study programs take into account the implementation of performance management in order to undertake improvement continuously considering that performance management supports the quality assurance activity. It is also suggested that the faculty implements good governance formally. However, the implementation should empower the study program to undertake the improvement. 展开更多
关键词 LEADERSHIP performance management good governance internal satisfaction external satisfaction
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Closed-loop prevention and control research of coal mine safety management
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作者 LI Xing-dong ZHAO Yun-xia +1 位作者 ZHAO Xing-qiang LU Ying 《Journal of Coal Science & Engineering(China)》 2009年第3期324-327,共4页
According to the current problems of safety management processes in coalmine enterprises,we introduced barrel theory to coal mine safety management,constructedthe closed-loop structure of a coal mine safety management... According to the current problems of safety management processes in coalmine enterprises,we introduced barrel theory to coal mine safety management,constructedthe closed-loop structure of a coal mine safety management system,andpointed out that efficient safety management lies in three factors:safety quality of all ofthe staff in coal mine enterprises,weak links in security management systems,and cooperationamong departments.After conducting detailed analysis of these three factors,we proposed concrete ways of preventing and controlling potential safety hazards duringthe process of coal mine production. 展开更多
关键词 closed-loop structure prevention and control security management wooden barrel theory
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Concepts perception of strategy and strategic management: University case study
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作者 Mainardes Emerson Ferreira Joao Andrade Silveli 《Chinese Business Review》 2009年第7期48-64,共17页
Aiming to reveal the university students' understanding in management as for the strategy and strategic management phenomena, this study accomplishes a phenomenographic research to assess the future managers' market... Aiming to reveal the university students' understanding in management as for the strategy and strategic management phenomena, this study accomplishes a phenomenographic research to assess the future managers' market perception. It was chosen university students in Management of a Portuguese University. We conclude that the strategy definitions obtained are an assembly of the diverse existing concepts. Concerning to strategic management it was perceived an approach with one of the main existing concepts. The findings raise interesting issues with respect to the difficulties felt by new managers in translating their theoretical definitions in real examples in the organizations. 展开更多
关键词 STRATEGY strategic management phenomenographic concepts perception
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Resolution of Relationship between Organizational Performance and Human Resource Management through Nonlinear Modeling
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作者 Murat Akkaya Zafer Agdelen +1 位作者 Ali Haydar Arif Sari 《International Journal of Communications, Network and System Sciences》 2015年第12期510-522,共13页
The relation between the HRM and the firm performance is analyzed statistically by many researchers in the literature. However, there are very few nonlinear approaches in literature for finding the relation between Hu... The relation between the HRM and the firm performance is analyzed statistically by many researchers in the literature. However, there are very few nonlinear approaches in literature for finding the relation between Human Resource Management (FIRM) and firm performance. This paper exposes the relationship between human resource management and organizational performance through the use of nonlinear modeling technique. The modeling is proposed based on Radial Basis Function (RBF) which is nonlinear modeling technique in literature. The relation between 12 input and 9 output parameters is investigated in this research that is collected between 54 companies in Turkey which indicated that the relationship between organizational management performance and relationship management can be modelled through nonlinearly. 展开更多
关键词 Human RESOURCE Management ORGANIZATIONAL Performance Nonlinear Modeling RADIAL BASIS Function Artifical INTELLIGENCE
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Ship Waste Management in the Port of Igoumenitsa, Greece
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作者 Paraskevi E. Beza Thomas D. Kitsantas Fotis A. Mitselos 《Journal of Physical Science and Application》 2014年第6期375-380,共6页
Port of Igoumenitsa in Greece is one of the most important Ports in European Union and enjoys a privileged position being located at the starting point of Egnatia Motorway The Port is one of the largest passenger port... Port of Igoumenitsa in Greece is one of the most important Ports in European Union and enjoys a privileged position being located at the starting point of Egnatia Motorway The Port is one of the largest passenger ports in the East Mediterranean Sea basin, which, handles around 1,000,000 passengers per year for international destinations. The paper investigates current waste management and disposal options for ship generated waste and the associated impact of the waste for port. Data about the ship traffic were provided by the Port Authority and about the amount and characteristics of the wastes by the contractors for the disposal of the ship generated waste. It was concluded that all vessels should be encouraged to use the reception facilities and should pursue a waste reduction strategy and the port authority to provide adequate recycling facility. An electronic recording data system has to be adopted for better evaluation of the performance of the system. This system must record the deliveries for every ship in the port, the amount and the type of wastes are generated. Also must provide information about the maximum storage capacity of waste on board and about management of waste treatment options by the ships. 展开更多
关键词 SHIP WASTE reception facilities PORT Igoumenitsa.
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Analysis of the Role of Sport in the Management Textbook: A Study of Sports Images in Organizational Behavious Textbooks from 1992 to 2011
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作者 Heidi Weigand Albert J. Mills 《Journal of Sports Science》 2015年第5期246-256,共11页
This paper examines a selection of OB (organizational behaviour) textbooks from 1992 to 2012. Using both content analysis and semiotic language analysis, the purpose of this paper is to illustrate how sports images ... This paper examines a selection of OB (organizational behaviour) textbooks from 1992 to 2012. Using both content analysis and semiotic language analysis, the purpose of this paper is to illustrate how sports images in textbooks--although used to ostensibly explain organizational behaviour concepts--can have implications for addressing issues of gender, race, ethnicity, disabilities, and intersectionality. We conclude that sports images and metaphors (along with other asides, examples, and illustrations) need to be used carefully and reflectively. 展开更多
关键词 SPORT intersectionality IMAGES organizational behaviour.
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Supporting Research for "Double Teachers" Team Construction of School-enterprise Cooperation Take Professional Tourism Management School-enterprise Cooperation "Double" Teachers Construction as An Example
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作者 Yuxia Chen 《International Journal of Technology Management》 2015年第8期57-59,共3页
This paper mainly studies cooperative education problems of tourism management professional school-enterprise cooperation. Since the 1990s, many universities have begun to explore the issue of school-enterprise cooper... This paper mainly studies cooperative education problems of tourism management professional school-enterprise cooperation. Since the 1990s, many universities have begun to explore the issue of school-enterprise cooperation in running schools, and tourism management major is one of the popular professional cooperative education, there has been various forms of cooperative education, both success and failure cases. Many scholars take in-depth research of the issues and come up with many innovative ideas. Currently, much tourism management major of higher colleges gradually embarked on the road of school-enterprise cooperation. This study is under the background of the booming Chinese tourism higher education, school-enterprises cooperation have continued deepen, from both theoretical and practical aspects have a deep thinking in tourism management professional school-enterprise cooperative education issues systems. 展开更多
关键词 school-enterprise cooperation DOUBLE type CONSTRUCTION RESEARCH
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A Comparative Study of Optimized-LSTM Models Using Tree-Structured Parzen Estimator for Traffic Flow Forecasting in Intelligent Transportation 被引量:1
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作者 Hamza Murad Khan Anwar Khan +3 位作者 Santos Gracia Villar Luis Alonso DzulLopez Abdulaziz Almaleh Abdullah M.Al-Qahtani 《Computers, Materials & Continua》 2025年第5期3369-3388,共20页
Traffic forecasting with high precision aids Intelligent Transport Systems(ITS)in formulating and optimizing traffic management strategies.The algorithms used for tuning the hyperparameters of the deep learning models... Traffic forecasting with high precision aids Intelligent Transport Systems(ITS)in formulating and optimizing traffic management strategies.The algorithms used for tuning the hyperparameters of the deep learning models often have accurate results at the expense of high computational complexity.To address this problem,this paper uses the Tree-structured Parzen Estimator(TPE)to tune the hyperparameters of the Long Short-term Memory(LSTM)deep learning framework.The Tree-structured Parzen Estimator(TPE)uses a probabilistic approach with an adaptive searching mechanism by classifying the objective function values into good and bad samples.This ensures fast convergence in tuning the hyperparameter values in the deep learning model for performing prediction while still maintaining a certain degree of accuracy.It also overcomes the problem of converging to local optima and avoids timeconsuming random search and,therefore,avoids high computational complexity in prediction accuracy.The proposed scheme first performs data smoothing and normalization on the input data,which is then fed to the input of the TPE for tuning the hyperparameters.The traffic data is then input to the LSTM model with tuned parameters to perform the traffic prediction.The three optimizers:Adaptive Moment Estimation(Adam),Root Mean Square Propagation(RMSProp),and Stochastic Gradient Descend with Momentum(SGDM)are also evaluated for accuracy prediction and the best optimizer is then chosen for final traffic prediction in TPE-LSTM model.Simulation results verify the effectiveness of the proposed model in terms of accuracy of prediction over the benchmark schemes. 展开更多
关键词 Short-term traffic prediction sequential time series prediction TPE tree-structured parzen estimator LSTM hyperparameter tuning hybrid prediction model
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Predictive Model to Evaluate Accommodation of Conflict Management Strategies and Board Performance of Oil and Gas Companies in Port Harcourt
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作者 Eluozo S.N. Ukpong Uwem Johnson Eluozo.S. 《Journal of Management Science & Engineering Research》 2021年第2期1-8,共8页
This paper evaluates accommodation of conflict management strategies and board performances in oil and gas sector.The study details the re­flection of effectiveness,efficiency and productivity as the answer to th... This paper evaluates accommodation of conflict management strategies and board performances in oil and gas sector.The study details the re­flection of effectiveness,efficiency and productivity as the answer to thorough efficiency in accommodation of conflict management in oil and gas sector,these parameters in the system express their efficacy on con­flict management in these multinationals,this implies that for thorough efficiency,these variables must work simultaneously for effective and efficient in structural organization that can be a leading multinational sector in oil and gas environment.The study observed Linearized result from graphical representation explaining predominant lower efficiency and little higher efficiency in accommodation of conflict management in oil and gas companies.These experiences from the study monitor the system from generated simulation values that describe the growth rates in exponential phase of accommodation conflict strategic management.Despite exponential phase the results experienced lower parameters,when comparing on its variations showing its poor efficiency as observed in the study.Few periods observed higher effective accommodation on conflict strategic management.The developed model stimulation values were subjected to validation and both parameters generated favourable fits correlation,the study expressed the deficiency on accommodation of conflict management strategy thus developed models that can monitor the fluctuation and progressive state of accommodation on conflict manage­ment strategy,it defines the reflection of other parameters that express the behaviour of the system in terms of conceptual approach to monitor these type of strategic management in oil and gas companies. 展开更多
关键词 Predictive model conflict management Board performance oil and gas
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An automated adaptive trading system for enhanced performance of emerging market portfolios
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作者 Cristiana Tudor Robert Sova 《Financial Innovation》 2025年第1期2064-2102,共39页
One of the most notable developments in the asset management industry in recent decades has been the growth of algorithmic trading.At the same time,significant structural changes in the industry have occurred,with pas... One of the most notable developments in the asset management industry in recent decades has been the growth of algorithmic trading.At the same time,significant structural changes in the industry have occurred,with passive investing gaining momentum.The intersection of these two major trends poses special challenges during market downturns,magnifying portfolio losses and leading to significant outflows.Emerging market(EM)investors have seen two major downturn events in the 2020s,namely the COVID-19 pandemic and the Russia-Ukraine conflict,both of which have strongly affected EM portfolios’risk-return profiles and increased their correlations with their developed market counterparts,eliminating much or all of EMs’diversification benefits.This has led to major capital outflows from EM countries,further destabilizing these fragile economies.Against this backdrop,we argue that capital need not exit these riskier markets during periods of turmoil and support this by developing a second-generation Automated Adaptive Trading System(AATS)back-tested on a relevant,diversified EM portfolio that tracks the Morgan Stanley Capital International(MSCI)Emerging Markets Index during a volatile period characterized by negative returns,high risk,and a high correlation with global markets for the buy-and-hold EM portfolio.The system incorporates an Autoregressive Moving Average-Generalized AutoRegressive Conditional Heteroskedasticity model that offers an interpretability advantage over machine-learning methods.The main strength of the AATS is its ability to allow the embedded hybrid forecasting model to adapt to the changing environments that characterize EMs.This is done by implementing a recursive window technique and running a user-specified fitness function to dynamically optimize the mean equation parameters throughout the lead time.Back-testing several configurations of the flexible AATS consistently reveals its superiority while assuring the robustness of the results.We conclude that with the right investment tools,EMs continue to offer compelling opportunities that should not be overlooked.The novel AATS proposed in this study is such a tool,providing active EM investors with substantial value-added through its ability to generate abnormal returns,and can help to enhance the resilience of EMs by mitigating the cost of crises for those countries. 展开更多
关键词 Algorithmic trading Emerging markets Forecasting Recursive window Sharpe ratio Trading performance Trading rules Trading signals Trading system
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Bayesian Inference of Hit Probability of Ammunition Based on Normal-Inverse Wishart Distribution
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作者 Meng Yang Weimin Ye +1 位作者 Huaiqiang Zhang Aming Ye 《Journal of Beijing Institute of Technology》 2025年第4期373-387,共15页
In order to solve the problems of high experimental cost of ammunition,lack of field test data,and the difficulty in applying the ammunition hit probability estimation method in classical statistics,this paper assumes... In order to solve the problems of high experimental cost of ammunition,lack of field test data,and the difficulty in applying the ammunition hit probability estimation method in classical statistics,this paper assumes that the projectile dispersion of ammunition is a two-dimensional joint normal distribution,and proposes a new Bayesian inference method of ammunition hit probability based on normal-inverse Wishart distribution.Firstly,the conjugate joint prior distribution of the projectile dispersion characteristic parameters is determined to be a normal inverse Wishart distribution,and the hyperparameters in the prior distribution are estimated by simulation experimental data and historical measured data.Secondly,the field test data is integrated with the Bayesian formula to obtain the joint posterior distribution of the projectile dispersion characteristic parameters,and then the hit probability of the ammunition is estimated.Finally,compared with the binomial distribution method,the method in this paper can consider the dispersion information of ammunition projectiles,and the hit probability information is more fully utilized.The hit probability results are closer to the field shooting test samples.This method has strong applicability and is conducive to obtaining more accurate hit probability estimation results. 展开更多
关键词 AMMUNITION Bayesian inference hit probability normal-inverse Wishart distribution projectile dispersion
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Financial integration and economic growth:impact of renewable energy investments,technology transfer,and climate change on Europe and central Asian economies
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作者 Abdelmohsen A.Nassani Muhammad Imran +3 位作者 Shiraz Khan Khalid Zaman Haroon ur Rashid Khan Mohamed Haffar 《Financial Innovation》 2025年第1期2218-2241,共24页
Financial integration plays an important role in fostering global economic growth.Energy demand,technology transfer,sustainable production,and climate change have emerged as key drivers of sustainable development.This... Financial integration plays an important role in fostering global economic growth.Energy demand,technology transfer,sustainable production,and climate change have emerged as key drivers of sustainable development.This study explores the influence of financial integration,bolstered by renewable energy-induced trade,industry-driven technology,and environmental concerns,on regional economic growth.This study analyzes a panel of 39 high-and upper-middle-income European and Central Asian countries in 2017–2021.Using a panel generalized method of moments estimator,we reveal an inverted U-shaped relationship between regional economic growth and carbon emissions.Moreover,renewable energy-induced trade contributes positively to regional growth while trade openness and technology transfer further enhance this growth.Industry-driven technology negatively impacts regional growth owing to inadequate financial integration.The absence of sustainable energy infrastructure and industrialization also negatively impacts regional growth.Our study underscores the importance of increasing financial integration to promote sustainable energydriven trade openness and technology transfer in line with the United Nations’sustainable development agenda. 展开更多
关键词 Financial innovation Sustainable energy demand Technology innovation Trade policy INDUSTRIALIZATION
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