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Application of Big Data Analysis in Flood control of Small Reservoirs -A Case study of Liaoning Province, China 3

Application of Big Data Analysis in Flood Control of Small R...

引用

2020 3rd international conference on Computer Information Science and Artificial Intelligence, CISAI 2020

作者： Chen, Xi Zhang, Tong Zheng, Zeyu Wang, Tianran Shenyang Institute of Automation Chinese Academy of Sciences Shenyang110016 China Institutes for Robotics and Intelligent Manufacturing Chinese Academy of Sciences Shenyang110016 China University of Chinese Academy of Sciences Beijing100049 China Key Laboratory of Network Control System Chinese Academy of Sciences Shenyang110016 China Liaoning Provincial Department of Water Resources Shenyang110003 China Liaoning River and Reservoir Management Service Center Shenyang110003 China

Small reservoirs play an important role in the safety of flood control and economic development. Their operation and management are characterized by a large number of objects and a large amount of information, which requires effective data analysis means support. Based on this, big data analysis technology has been gradually applied and popularized in the operation and management of small reservoirs. In this paper, we first set up a small reservoir flood reporting system based on the data collection and analysis of various aspects such as reservoir capacity, characteristic water level, real-time data of water and rain situation, meteorological data, and presented the results in the paper. Secondly, we analyzed the under-reporting situation during the flood control period of the reservoir, and explored the under-reporting factors and the time when the under-reporting occurred. Finally, we conduct a time series analysis on the situation of water level exceeding the limit of 50 reservoirs during the flood control period, so that we can find the key reservoirs and important time points of flood control more intuitively and provide reference for the smooth development of the management of small reservoirs. © Published under licence by IOP Publishing Ltd.

关键词： Flood control

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An Interpolation Comparative Analysis for Missing Internet Traffic Data 2020

An Interpolation Comparative Analysis for Missing Internet T...

引用

3rd international conference on Electronics, Communications and control Engineering, ICECC 2020

作者： Irawati, Indrarini Dyah Suksmono, Andriyan Bayu Edward, Ian Joseph Matheus Telkom Applied Science School Telkom University Indonesia School of Electrical and Informatics Indonesia

ISBN: (纸本)9781450374996

In this paper, we compared interpolation techniques for fixing the missing of internet traffic data. These techniques consist of 2-D interpolation, k-nearest neighbors (KNN), and correlation. We test various types of missing data with missing probability of 0.02 and 0.98. The interpolation technique performance is shown using Normalized Mean Square Error (NMSE) parameters. Simulation results show that all interpolation methods have the ability to recover lost information. 2-D interpolation and KNN suitable for small probability of missing while correlation is suitable for large probability of missing. © 2020 ACM.

关键词： Interpolation

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Performing Aerobatic Maneuver with Imitation Learning 23rd

Performing Aerobatic Maneuver with Imitation Learning

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23rd international conference on Computational Science, ICCS 2023

作者： Freitas, Henrique Camacho, Rui Silva, Daniel Castro Department of Informatics Engineering Faculty of Engineering University of Porto Rua Dr. Roberto Frias s/n. Porto4200-465 Portugal LIAAD/INESC TEC - Artificial Intelligence and Decision Support Laboratory/Institute for Systems and Computer Engineering Technology and Science Porto Portugal LIACC - Artificial Intelligence and Computer Science Laboratory Porto Portugal

ISBN: (纸本)9783031359941

The work reported in this article addresses the challenge of building models for non-trivial aerobatic aircraft maneuvers in an automated fashion. It is built using a Behavioural Cloning approach where human pilots provide a set of example maneuvers used by a Machine Learning algorithm to induce a control model for each maneuver. The best examples for each maneuver were selected using a set of objective evaluation metrics. Using those example sets, robust models were induced that could replicate (and in some cases outperform) the human pilots that provided the examples (the clean-up effect). Complete complex maneuvers were performed using a meta-controller capable of sequencing the basic ones learned by imitation. This endeavor was rewarded by the results that show several Machine Learning models capable of performing highly complex aircraft maneuvers. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Cloning

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Issues in Manufacturing automation & robotics within the Past 4 Decades and Vision for the Next 23

Issues in Manufacturing Automation & Robotics within the Pas...

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23rd IEEE international conference on Intelligent Engineering Systems (INES)

作者： Haidegger, Geza Paniti, Imre MTA SZTAKI Hungarian Acad Sci Budapest Budapest Hungary

ISBN: (纸本)9781728112138

The past four decades are characterized by the implementation of digital solutions in the production sector, and the advent of robots being used for rigid and fast material handling. This time domain is the implementation phase of the 3rd Industrial Revolution. By today, we can witness the evolution (rather than revolution) of new technologies, that enable far more changes in the digitized factory environment compared to the previous transitions. The authors selected events and episodes from this time-frame to highlight and give appreciation to the pioneers of robotics in Hungary. The authors demonstrate the harmonized vision for the next decade, how the manufacturing in Europe might deepen research in robotics and in Bio-transition in manufacturing.

关键词： Milestones success failures Technology Platforms Vision Strategic Research Agenda Roadmap

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Design and implementation of the interactive virtual reality touring System - A Case Study of Shulin Ji'an Temple in Taiwan 3

Design and implementation of the interactive virtual reality...

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3rd IEEE international conference on Knowledge Innovation and Invention, ICKII 2020

作者： Lo, Jung-Hua You, Min-Jie Fo-Guang University Department of Applied Informatics Yilan26247 Taiwan

ISBN: (纸本)9781728193335

Most current tour guiding methods for Taiwanese temples employ graphic webpage frameworks combined with captioned pictures for introduction. This type of tour guiding lacks interactive presence. In addition, the audience may not be able to focus on browsing webpages or learn essential information from the introduction. This study adopted the Delphi method to evaluate the current developed system. This system was aimed at designing VR-based interaction that differs from conventional tour guiding methods to aid users in viewing the display space from their viewpoints. Users can not only control camera view angles but also select the paths and guiding information as if they were walking in the temple. The analysis results revealed that in general, the users perceived Web VR tour guiding as convenient and easy to use. The display and content of the tour guiding system presented clear information to the users, aiding them in gaining further understanding of the introduced item. Finally, the study results can serve as a reference for design research on VR applications in tour guiding. © 2020 IEEE.

关键词： User interfaces

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Covid-19 Data Analysis using Machine Learning

Covid-19 Data Analysis using Machine Learning

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Advances in Computing, Communication control and Networking (ICAC3N), international conference on

作者： Anika Bhardwaj N. Natarajan Galgotias College of Engineering and Technology Greater Noida UP National Informatics Centre Delhi

ISBN: (纸本)9781665438124

The COVID-19 epidemic began in Wuhan, China and has now expanded to the majority of a world’s nations. The propagation of a pandemic is primarily determined according to each country’s policies and social responsibilities. As per the WHO, the attack rate for 23 June 2020 is estimated to be between 1.4 and 2.5. In comparison to industrialized nations, India’s position is rather manageable. It would be fascinating to learn about the facts and data surrounding corona cases throughout India. On world meters, many forms of data are provided. We aimed to assess similar information for India and created several predictions on the impacted rate, daily new cases, and daily total completed cases, among others. COVID-19 has cruelly stopped everything within civilization. An examination of COVID-19 records to determine which age groups are the most affected by the virus. Various Machine learning is used to develop predictive model. Algorithms as well as their related performance data are calculated and analysed. Regressor Random Forest and Random Forest The classification algorithm beat all other machine learning algorithm. such as Support Vector Machine, KNN+, Neighbourhood Component Analysis, decision tree classification, and Gaussian Classifier naive Bayesian, Multi linear Regression, various Logistic Classifiers based on the regression technique and the Extreme Gradient Boosting algorithm.

关键词： COVID-19 Support vector machines Machine learning algorithms Pandemics Computational modeling Predictive models Prediction algorithms

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ECN-Marking with CoDel and its Compatibility with Different TCP Congestion control Algorithms 3

ECN-Marking with CoDel and its Compatibility with Different ...

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3rd international conference on Advanced Science and Engineering, ICOASE 2020

作者： Alwahab, Dhulfiqar A Laki, Sandor Eötvös Loránd Universty Faculty of Informatics Budapest Hungary

ISBN: (纸本)9781665415798

In order to solve the bufferbloat problem, many Active Queue Management (AQM) algorithms have been proposed, such as Random Early Detection (RED), Proportional Integral controller Enhanced (PIE), controlled Delay (CoDel), etc. Among them, CoDel has widely been adapted by devices at the last mile. It maintains the sojourn times of transmitted packets and compares them to a pre-defined target time. When the packet's sojourn time exceeds this target, it is interpreted as an evidence of bufferbloat and CoDel applies its drop strategy. This paper examines how CoDel performs when instead of packet dropping the Explicit Congestion Notification (ECN) marking is applied, considering Reno, Cubic and BRR congestion control algorithms in the TCP flows. The evaluation relies on the Programming Protocol-independent Packet Processors (P4) implementation of CoDel, extending it with mechanisms needed for ECN support. Results show that ECN-CoDel can significantly reduce the number of re-transmissions and properly work with classic congestion controls like TCP Cubic and TCP Reno. For TCP BBR, almost zero packet drop ratio can be experienced, but the queue delay is higher than with the original CoDel. Based on the results of this work, the characteristics of the universe AQM had been drawn in the conclusion. © 2020 IEEE.

关键词： Transmission control protocol

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2020 The 3rd international conference on Intelligent robotics and control Engineering

2020 The 3rd International Conference on Intelligent Robotic...

引用

IEEE international conference of Intelligent Robotic and control Engineering (IRCE)

Presents the title page of the proceedings record.

ISBN: (数字)9781728189727

ISBN: (纸本)9781728189734

Presents the title page of the proceedings record.

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A Comparative Study of Machine Learning Approaches on Learning Management System Data 3

A Comparative Study of Machine Learning Approaches on Learni...

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3rd international conference on control, Artificial Intelligence, robotics and Optimization, ICCAIRO 2019

作者： Oreski, Dijana Hajdin, Goran Faculty of Organization and Informatics University of Zagreb Pavlinska 2 Varaždin42000 Croatia

ISBN: (纸本)9781728135724

This paper addresses the analysis of machine learning (ML) effectiveness in learning analytics context. Four different machine learning approaches are evaluated. The results offer information about the usefulness of these approaches and help to decide which of the approaches is the most promising one in learning analytics application. Results substantiate that the neural networks ML model trained on our learning management system (LMS) data exhibits the best performance for predicting the students' academic performance. In our future research, predictive model results will be explained within a pedagogical context in order to be used as part of student support mechanism. © 2019 IEEE.

关键词： Data mining

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A Solar-Hydro Based Frequency Regulation in Two-Area Power System Incorporating Unified Power Flow control 3rd

A Solar-Hydro Based Frequency Regulation in Two-Area Power S...

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3rd international conference on Smart Computing and informatics, SCI 2018

作者： Mishra, Saroj Kumar Pati, Subhranshu Sekhar International Institute of Information Technology Bhubaneswar BhubaneswarOdisha751003 India

ISBN: (纸本)9789811392818

This paper explains about the two interconnected areas with the inclusion of renewable energy sources processed by robust controller in MATLAB environment. For critical evaluation of the model, recently used concentrating solar plant (CSP) is included and rigorously examined through artificial bee colony (ABC) algorithm optimized by proportional integral derivative (PID) controller. The enclosure of flexible alternating current transmission (FACT) equipment like unified power flow control (UPFC) creates the challenges in design process of the optimum controller. The improvising of the system is regulated with step and probable variation in loading condition. Finally, an overall enquiry regarding the sensitivity analysis is furnished with diverse loading. It is observed that ABC-optimized PID controller provides enhanced response than remaining controller. © 2020, Springer Nature Singapore Pte Ltd.

关键词： Sensitivity analysis

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