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Research on Hybrid Mechanistic and Data-Driven modeling of Wind Turbines Based on Particle Swarm Optimization 8

Research on Hybrid Mechanistic and Data-Driven Modeling of W...

引用

8th IEEE international conference on Energy Internet, ICEI 2024

作者： Ji, Zhanyang Wang, Xiyang Wang, Shuai North China Electric Power University School of Control and Computer Engineering China

ISBN: (纸本)9798331523558

In response to the complex nonlinear operational characteristics of large wind turbines, a hybrid semi-mechanistic modeling method for multi-condition operations is proposed, based on a refined 5MW wind turbine model and co-simulation using FAST and Simulink. First, a complex nonlinear mechanistic model is constructed through mechanistic analysis, identifying the input and output variables, and completing data collection. Then, the aerodynamic system is linearized using a Taylor expansion, and an incremental model is built for key nonlinear components at steady-state operating points. Finally, guided by mechanistic insights, the particle swarm optimization (PSO) algorithm is applied to refine the aerodynamic partial derivatives, optimizing the results of the model linearization. The conclusions show that the proposed modeling method retains advantages of speed and precision under various operating conditions, while preserving the physical meaning of model parameters. This method effectively captures the complex nonlinear response characteristics of wind turbines across different operating conditions, laying the foundation for wind turbine condition monitoring and controller research. © 2024 IEEE.

关键词： Particle swarm optimization (PSO)

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Revamped Lane detection in hazy environments using Denoising Diffusion Probabilistic Model

Revamped Lane detection in hazy environments using Denoising...

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2024 IEEE international conference on modeling, simulation and Intelligent Computing, MoSICom 2024

作者： Palanirajan, Sivakumar Natarajan, B. Baalaji, Arun Joe, Ebin Vellore Institue of Technology Chennai Campus School of Computer Science and Engineering Tamilnadu India

ISBN: (纸本)9798331533311

In today's world of rapidly growing technological markets, image processing has become vital for systems to work on visual data. A noteworthy task would be lane detection in autonomous vehicles. A good lane detection system should be able to perform the processing irrespective of the environment and this mandates that adequate preprocessing should be done. One such preprocessing step is image dehazing. Dehazing is particularly tricky with a heavily hazed image where the background object's visibility is less than zero. To address this issue, methods like the Atmospheric Scattering Model (ASM) have been constructed to dehaze the image. However, these methods tend to lose the color details of the image. The Denoising Diffusion Probabilistic Model (DDPM) has recently emerged as a tool for image generation, showing promise in addressing this issue. This research work aims to build a hybrid model by combining the DDPM and ASM approaches named RevampedDehazingDDPM (RD-DDPM). The proposed model recreates the original image while maintaining the visual details to the plausible limit. The proposed model produced PNSR score of 38.59 dB, SSIM score of 0.0989 and LPIPS score of 0.0040 which showcases the outstanding performance of the proposed model. © 2024 IEEE.

关键词： Demulsification

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Bayesian modeling for a Shape Parameter ofWeibull-Lomax Distribution with an Application to Health Data 2nd

Bayesian Modeling for a Shape Parameter ofWeibull-Lomax Dist...

引用

2nd international conference on Biomedical Engineering Science and Technology (ICBEST) - Roadway from Laboratory to Market

作者： Irfan, Mohd Sharma, A. K. Natl Inst Technol Raipur Dept Math Raipur India

ISBN: (纸本)9783031545467;9783031545474

In this paper, effective Bayesian estimation procedures have been explored to estimate a shape parameter of the Weibull-Lomax distribution with the aid of classical and Bayesian approaches under informative prior distribution. This approach includes the square error loss function (SELF), precautionary loss function (PLF), quadratic loss function (QLF), general entropy loss function (GELF) and linex loss function (LLF) for optimal estimate of the shape parameter. To validate the theoretical results, an extensive Monte Carlo simulations and a real health data are considered for an illustration of comparative study of classical and Bayesian approach. The mean square error (MSE) are also derived to show the efficiency of the estimators. Further cumsum plots and iterative plots are demonstrated to justify convergence of precision of the estimates.

关键词： Weibull-Lomax (WL) distribution Informative prior Bayesian estimation Monte Carlo simulation Goodness-of-fit

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On the Application and Significance of simulation Technology in Film Creation 2nd

On the Application and Significance of Simulation Technology...

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2nd EAI international conference on Application of Big Data, Blockchain, and Internet of Things for Education Informatization, BigIoT-EDU 2022

作者： Wang, Chun Liang School of Film and Television Media Wuchang University of Technology Hubei430223 China

ISBN: (纸本)9783031239465

Digital simulation is a process of establishing the corresponding mathematical application model by integrating the overall network of the power system and its load components, and testing and studying the mathematical model on a digital computer equipped with specific software. simulation technology has gradually developed from mechanical stimulation to computer imaging film and television simulation technology. In the process of modern film creation, the creative techniques of on-site simulation or physical restoration using computer modeling and virtual imaging have been highly recognized by the market. Based on the emergence of simulation technology and its application in film in recent years, this paper deeply analyzes the influence of simulation technology in film creation and explores and prospects its development prospect. © 2023, ICST Institute for computer Sciences, Social Informatics and Telecommunications Engineering.

关键词： Application programs

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Research on the Application of Virtual simulation Teaching in Ideological and Political Theory Course of Colleges and Universities under VR Technology 24

Research on the Application of Virtual Simulation Teaching i...

引用

2024 international conference on Intelligent Education and computer Technology, IECT 2024

作者： Meng, Lingdai Zhang, Tao Li, Yang Liu, Guanghui Huang, Zengli Binzhou Polytechnic Shandong Province Binzhou City256603 China

ISBN: (纸本)9798400709920

In the process of accelerating the modernization of university education, the innovative integration of digital information technology and daily education and teaching practice is becoming more and more frequent, especially the application of a series of digital teaching means, such as VR technology, human-computer interaction, and virtual classroom, which has greatly promoted the transformation and reform of the traditional teaching mode. However, in the face of the actual needs of different professional disciplines, there are still many constraints on these digital teaching methods. In this regard, this paper will take the ideological and political theory course of colleges and universities as the research object, explore the feasibility of the application of VR technology in simulation teaching, and promote the landing of "VR+ Ideological and Political"teaching mode by building the corresponding VR platform, so as to realize the transformation and upgrading of ideological and political education in colleges and universities. Practice has proved that the VR platform composed of Unity3D, 3DsMAX and other development platforms, combined with three-dimensional modeling, real-time rendering, dynamic interaction, software development and other technical elements, can provide a virtual simulation teaching environment for ideological and political theory courses in colleges and universities. This helps to realize experiential teaching, thus improving the teaching status quo of the current ideological and political courses in colleges and universities, and providing new ideas and programs for building the ideological and political teaching ecology of colleges and universities in the new period. © 2024 ACM.

关键词： Virtual environments

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15th EAI international conference on simulation Tools and Techniques, SIMUTools 2023

15th EAI International Conference on Simulation Tools and Te...

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15th EAI international conference on simulation Tools and Techniques, SIMUTools 2023

ISBN: (纸本)9783031575228

The proceedings contain 23 papers. The special focus in this conference is on simulation Tools and Techniques. The topics include: KNXsim: Simulator Tool for KNX Home Automation Training by Means of Group Addresses;Development of a 3D Visualization Interface for Virtualized UAVs;test-Driven simulation of Robots Controlled by Enzymatic Numerical P Systems Models;PySPN: An Extendable Python Library for modeling & simulation of Stochastic Petri Nets;replacing Sugarscape: A Comprehensive, Expansive, and Transparent Reimplementation;Generative AI with modeling and simulation of Activity and Flow-Based Diagrams;wildfire Risk Mapping Based on Multi-source Data and Machine Learning;an Intelligent Ranking Evaluation Method of simulation Models Based on Graph Neural Network;simulation of Drinking Water Infrastructures Through Artificial Intelligence-Based Modelling for Sustainability Improvement;spatio-Temporal Speed Metrics for Traffic State Estimation on Complex Urban Roads;integrating Efficient Routes with Station Monitoring for Electric Vehicles in Urban Environments: simulation and Analysis;comparing the Efficiency of Traffic simulations Using Cellular Automata;multi-agent simulation for Scheduling and Path Planning of Autonomous Intelligent Vehicles;ECG Pre-processing and Feature Extraction Tool for Intelligent simulation Systems;OTOVIRT: An Image-Guided Workflow for Individualized Surgical Planning and Multiphysics simulation in Cochlear Implant Patients;Adaptive Sharing of IoT Resources Through SDN-Based Microsegmentation of Services Using Mininet;UAV-Assisted Wireless Communications: An Experimental Analysis of A2G and G2A Channels;trajectory-Aware Rate Adaptation for Flying Networks;rate Adaptation Aware Positioning for Flying Gateways Using Reinforcement Learning;RateRL: A Framework for Developing RL-Based Rate Adaptation Algorithms in ns-3;on the Analysis of Computational Delays in Reinforcement Learning-Based Rate Adaptation Algorithms.

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modeling of Disturbance Rejection in Combined Feedwater Control Systems for Steam Generators in Nuclear Power Plants 13

Modeling of Disturbance Rejection in Combined Feedwater Cont...

引用

13th international conference on Advanced computer Information Technologies, ACIT 2023

作者： Lyubchyk, Leonid Dorofieiev, Yuri Malko, Maxim National Technical University Department of Computer Mathematics and Data Analysis Kharkiv Polytechnic Institute Kharkiv Ukraine National Technical University Kharkiv Polytechnic Institute Department of Systems Analysis and Information-Analytical Technologies Kharkiv Ukraine

The problem of advanced control systems modeling for feedwater-level control in steam generators of nuclear power plants is considered. To suppress disturbances caused by changes in reactor thermal power and steam flow to the turbine, the control system is built according to the combined principle and includes a dynamic disturbance compensator. Compensator design is carried out on the basis of inverse model control theory. Specialized software for modeling a feedwater control system has been developed, which allows feedback controllers and disturbance compensators to tune and study disturbances' influence on control process performance. The results of the simulation of the effect of technological disturbances on the deviations of the water level in the steam generator and the pressure at the control feed valve and assessing the degree of their suppression are presented. © 2023 IEEE.

关键词： Nuclear power plants

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A Programmable Circuit Based on the Combination of VTM Cellular Crossbars 19

A Programmable Circuit Based on the Combination of VTM Cellu...

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19th international conference on Synthesis, modeling, Analysis and simulation Methods, and Applications to Circuit Design, SMACD 2023

作者： Mozafari, Farzad Ahmadi, Majid Ahmadi, Arash University of Windsor Department of Electrical and Computer Engineering WindsorON Canada Carleton University Department of Electronics OttawaON Canada

ISBN: (纸本)9798350332650

This paper proposes a design of a programmable circuit based on the combination of crossbar arrays using the VTM-NAND/AND logic gates. The novelty of this work is the utilization pipeline technique for the proposed arrangements. The important feature of this method is multiple instructions overlap during execution where designed cells will never be idle, that causes an increase in the number of instructions executed simultaneously and speed of calculations. All of the digital gates and proposed circuits are evaluated using an advanced memristor model with a modified Biolek window and a voltage-dependent variable exponent. © 2023 IEEE.

关键词： Pipelines

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ROS-Based Co-simulation for Formal Cyber-Physical Robotic System Design 27

ROS-Based Co-Simulation for Formal Cyber-Physical Robotic Sy...

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27th international computer conference, computer Society of Iran, CSICC 2022

作者： Vazirpanah, Mohammad Attarzadeh-Niaki, Seyed-Hosein Salimi-Badr, Armin Shahid Beheshti University Computer Science And Engineering Tehran Iran

ISBN: (纸本)9781665480277

Co-simulation is a prevalent design activity in complex robotic Cyber-Physical Systems (CPSs). The heterogeneous cyber controller models, designed based on proper formalisms, need to be validated by (co-)simulation with a model of the physical environment of the robot. Due to the semantic and syntactic mismatch of these models, establishing such a co-simulation framework is extremely challenging. In this paper, we describe a generic co-simulation wrapper for a formal system modeling framework which integrates external robot models using the Robotic Operating System (ROS). Consequently, the robot, or a simulated model of its dynamics, can be validated in conjunction with the controller logic as hardware-or model-in-the-loop simulation. The presented wrapper is implemented in the ForSyDe-SystemC modeling framework and tested using a robotic case study running in the Gazebo simulator. © 2022 IEEE.

关键词： Computational modeling Operating systems Semantics Systems modeling Syntactics Cyber-physical systems Path planning

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17th international Scientific conference on Parallel Computational Technologies, PCT 2023

17th International Scientific Conference on Parallel Computa...

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17th international Scientific conference on Parallel Computational Technologies, PCT 2023

ISBN: (纸本)9783031388637

The proceedings contain 25 papers. The special focus in this conference is on Parallel Computational Technologies. The topics include: On a Template Programming Approach for Shared Memory Parallel Architectures with Applications to the Fully Implicit Stokes Solver;parallel Computing in the Tikhonov Regularization Method for Solving the Inverse Problem of Chemical Kinetics;parallel Implementation of the Time-Reversal Mirror Method for Retrieving the Position and Type of a Seismic Source from Observational Data;parallel Implementation of Fast Algorithms in the Vortex Particle Method;Implementation of an Asymptotically Compact Algorithm for GPU simulation of an Acoustic Equation;quantum-Chemical simulation of High-Energy Azoxy Compounds;parallel Algorithms for simulation of the Suspension Transport in Coastal Systems Based on the Explicit-Implicit and Splitting Schemes;parallel Numerical Implementation of Three-Dimensional Mathematical Models of Hydrodynamics Taking into Account Vertical Turbulent Exchange;comparison of Two Methods for modeling the Dynamics of Gas Flows in a Protoplanetary Disk;parallel Data Preprocessing Library for Neural Network Training;computer modeling of Metal Nanoclusters and Substrate Interaction at Mesoscopic Level;supercomputer simulation of Plasma Flow in the Diamagnetic Mode of Open Magnetic Systems;computer simulation of the Three-Dimensional Synthesis of Phase Images of Nanometer Scale Objects;a Parallel Algorithm for a Two-Phase Gas-Solid-Particle Model with Chemical Reactions and Laser Radiation;MPI-Based Computational Algorithm for modeling a Cylindrical Catalyst Grain During Oxidative Regeneration;research of the Influence of the Thermal State of an Air-Intake Model on In-Flight Icing Conditions;An Efficient LRnLA Algorithm and Data Structure for Manycore and Multicore computers with Hierarchical Cache;Implementation of a Fuzzy Inference Method with Nonsingleton Fuzzification Based on CUDA and GPGPU Technologies;solving the Three-Dim

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