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检索条件"任意字段=International Conference on Computer Modeling and Simulation"

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Reinforcement Learning for modeling and Capturing the Effect of Partner Selection Strategies on the Emergence of Cooperation 18th

Reinforcement Learning for Modeling and Capturing the Effect...

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18th international conference on the Economics of Grids, Clouds, Systems, and Services (GECON )

作者： Koohborfardhaghighi, Somayeh Pauwels, Eric Univ Amsterdam Sch Econ & Business Amsterdam Netherlands Ctr Wiskunde & Informat CWI Amsterdam Netherlands

ISBN: (纸本)9783030929169;9783030929152

In this research we study the statistical mechanics of cooperation through a simple case of aspiration-driven dynamics in structured populations with mixed strategies. Comparing to the existing literature, we define a pool of possible behaviors for the agents based on the bandits learning algorithms and we highlight settings of the Iterated Prisoner's Dilemma Game which may have positive influence on the emergence of cooperation from the aspect of both the entire population and the individual players. We present the level of cooperation and its variation in terms of the median (M) and the interquartile range (IQ) in accordance to the observed topological characteristics of the network structures and partner selection strategies. Our experimental results show that regardless of the underlying network structures, it is difficult to maintain a fully cooperative society in the shade of Random and Epsilon Greedy partner selection strategies. The reported Median values are the lowest and the changes in the IQRs do not follow a sharp increase or decrease in both strategies. Contrary to this, it will even take a shorter time to see a fully cooperative population though UCB, Epsilon First and Epsilon Decreasing strategies. Our observation with respect to different network structures also shows that, considering a certain level of heterogeneity both in terms of distance to others as well as clustering coefficient is more conductive in the spread of cooperative behavior among a networked population.

关键词： Iterated prisoner's dilemma Cooperation Reinforcement learning Network structure Network measures Agent-based modeling and simulation Bandits learning algorithms

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Agent-Based modeling of Social Campaign Message Adoption: Problem of Parameter's Value Determination 25

Agent-Based Modeling of Social Campaign Message Adoption: Pr...

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25th KES international conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES)

作者： Borawska, Anna Latuszynska, Malgorzata Univ Szczecin Inst Management Cukrowa 8 PL-71004 Szczecin Poland

The paper addresses the issue of determining the parameter values of the agent-based model of social campaign message adoption relying on Bass's classical innovation diffusion model. The problem concerns the parameters that reflect the influence of advertising and social communication on the adoption of the idea conveyed in the social campaign. Due to the fact that the factors influencing the behavior of message recipients are conditioned by their personality, circumstances or reaction to the environment, the conventional methods for estimating these parameters may not deliver a model reproducing reality with the required accuracy. Therefore, this paper proposes a procedure for determining the values of agent-based model parameters that relies on an experimental data acquisition procedure using a combination of cognitive neuroscience techniques and a survey method. The presented research examines a social campaign promoting road safety. The obtained results prove the suitability of the suggested solution for estimating the parameters of the agent-based model of social campaign message adoption. The proposed approach contributes to the methodology of data collection and parameter estimation in building agent-based models, although it is not without some limitations. (C) 2021 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (https://***/licenses/by-nc-nd/4.0) Peer-review under responsibility of the scientific committee of KES international.

关键词： agent-based modeling and simulation model parameter estimation cognitive neuroscience techniques

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Radio Wave Propagation modeling Based on Convolutional Neural Networks

Radio Wave Propagation Modeling Based on Convolutional Neura...

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international conference on Communication Technology (ICCT)

作者： Shiqi Wang Siyi Huang Xingqi Zhang Beijing-Dublin International College University College Dublin Dublin Ireland School of Electrical and Electronic Engineering University College Dublin Dublin Ireland

The vector parabolic equation (VPE) method is a promising tool for high-fidelity radio wave propagation modeling in large-scale guiding structures such as tunnels. However, simulation with VPE for a large distance still requires computing resources that can be practically prohibitive. This paper presents a convolutional neural network (CNN) based model that uses VPE simulations with low computing costs to provide high-fidelity received signal strength (RSS) prediction. The performance of three CNN models (i.e., basic CNN, sub-pixel CNN, and residual network) with different architectures and different upscaling methods is compared. Their accuracy and efficiency are tested in various tunnel cases.

关键词： Deconvolution Costs Computational modeling Propagation computer architecture Predictive models Network architecture

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Research on EMC simulation Method of Conducted Emissions Current Probe Method for Electric Vehicle Battery Pack 7

Research on EMC Simulation Method of Conducted Emissions Cur...

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2020 7th international conference on computer-Aided Design, Manufacturing, modeling and simulation, CDMMS 2020

作者： Cai, Xuedan Xiong, Fei Li, Jianqun Zhu, Linpei Wang, Manli Liu, Zhaojiang New Energy Vehicle Technology RandD Center Gac RandD Center Guangzhou China

The electric vehicle generates more serious electromagnetic interference than the traditional cars. As one of the core components, the battery pack affect the vehicle's electronic equipment seriously and it is susceptible to interference from high-voltage components Simultaneously. This chapter mainly studies the conducted emissions of battery packs. By establishing of the equivalent circuit model of the conducted emissions current probe method for the battery pack, and analysing according to the test conditions, and finally comparing with the test results to verify the accuracy and effectiveness of the method. © Published under licence by IOP Publishing Ltd.

关键词： Equivalent circuits

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Simplified Electrophysiology modeling Framework to Assess Ventricular Arrhythmia Risk in Infarcted Patients 11th

Simplified Electrophysiology Modeling Framework to Assess Ve...

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11th international conference on Functional Imaging and modeling of the Heart, FIMH 2021

作者： Serra, Dolors Romero, Pau Lozano, Miguel García-Fernández, Ignacio Liberos, Alejandro Rodrigo, Miguel Berruezo, Antonio Bueno-Orovio, Alfonso Sebastian, Rafael Valencia46100 Spain Department of Computer Science Universitat de Valencia Valencia Spain Department of Electronics Universitat de Valencia Valencia Spain Cardiology Department Heart Institute Teknon Medical Center Barcelona Spain Department of Computer Science University of Oxford Oxford United Kingdom

ISBN: (纸本)9783030787097

Patients that have suffered a myocardial infarction are at lifetime high risk for sudden cardiac death (SCD). Personalized 3D computational modeling and simulation can help to find non-invasively arrhythmogenic features of patients’ infarcts, and to provide additional information for stratification and planning of radiofrequency ablation (RFA). Currently, multiscale biophysical models require high computational resources and long simulations times, which make them impractical for clinical environments. In this paper, we develop a phenomenological solver based on cellular automata to simulate cardiac electrophysiology, with results comparable to those of biophysical models. The solver can run simulations in the order of seconds and reproduce rotor dynamics, and ventricular tachycardia in infarcted patients, using a virtual pacing protocol. This model could be use to plan RFA intervention without the time constrains of complex models. © 2021, Springer Nature Switzerland AG.

关键词： Electrophysiology

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8th international Symposium on Model-Based Safety and Assessment, IMBSA 2022

8th International Symposium on Model-Based Safety and Assess...

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8th international Symposium on Model-Based Safety and Assessment, IMBSA 2022

ISBN: (纸本)9783031158414

The proceedings contain 18 papers. The special focus in this conference is on Model-Based Safety and Assessment. The topics include: Towards Causal Model-Based Engineering in Automotive System Safety;preface;An AEBS Use Case for Model-Based System Design Integrating Safety Analyses and simulation;performance Assessment of an Offshore Windmill Farm with AltaRica 3.0;Component Fault and Deficiency Tree (CFDT): Combining Functional Safety and SOTIF Analysis;a Capella-Based Tool for the Early Assessment of Nano/Micro Satellites Availability;Analysing the Impact of Security Attacks on Safety Using SysML and Event-B;a Deep Learning Framework for Wind Turbine Repair Action Prediction Using Alarm Sequences and Long Short Term Memory Algorithms;Tool Paper: Time Series Anomaly Detection Platform for MATLAB Simulink;keep Your Distance: Determining Sampling and Distance Thresholds in Machine Learning Monitoring;engineering Dynamic Risk and Capability Models to Improve Cooperation Efficiency Between Human Workers and Autonomous Mobile Robots in Shared Spaces;SafeDrones: Real-Time Reliability Evaluation of UAVs Using Executable Digital Dependable Identities;COMPASTA: Extending TASTE with Formal Design and Verification Functionality;MBSA in Aeronautics: A Way to Support Safety Activities;modeling the Variability of System Safety Analysis Using State-Machine Diagrams;model-Based Safety Analysis: A Practical Experience.

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RobotDrlSim: A Real Time Robot simulation Platform for Reinforcement Learning and Human Interactive Demonstration Learning 3

RobotDrlSim: A Real Time Robot Simulation Platform for Reinf...

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2020 3rd international conference on modeling, simulation and Optimization Technologies and Applications, MSOTA 2020

作者： Sun, Te Gong, Liang Li, Xvdong Xie, Shenghan Chen, Zhaorun Hu, Qizi Filliat, David School of Mechanical Engineering Shanghai Jiao Tong University Shanghai China Computer Science and System Engineering Department and Inria Flowers Team Ensta Institut Polytechnique Paris Palaiseau France

Deep reinforcement learning (DRL) techniques give robotics research an AI boost in many applications. In order to simultaneously accommodate the complex robotic behaviour simulation and DRL algorithm verification, a new simulation platform, namely the RobotDrlSim, is proposed. First, we design a standardized API interfacing mechanism for coordinating diverse environments on RobotDrlSim platform, where PyBullet simulator is equipped with an API to form a physical engine for robotics simulation. Second, benchmark DRL models are included in the baseline library for evaluation. Third, real-Time human-robot interactions can be captured and imported to drive the RobotDrlSim tasks, which provide big data-stream for reinforcement learning. Experimentations show that cutting-edge DRL algorithms developed in python can be seamlessly deployed to the robots, and human interactions can be availed in training the robots. RobotDrlSim is valid for efficiently developing DRL algorithms for artificial intelligence models of robots, and it is especially suitable for the robot educational purposes. © Published under licence by IOP Publishing Ltd.

关键词： simulation platform

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An Floyd-Warshall Evolution Relations Algorithm Based on Social Networks Key Groups 4

An Floyd-Warshall Evolution Relations Algorithm Based on Soc...

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2021 4th international conference on modeling, simulation and Optimization Technologies and Applications, MSOTA 2021

作者： Gao, Zhan He, Junjiang Li, Tao Chen, Yang Fang, Wenbo Li, Zhiyong College of Computer Sichuan University Chengdu China School of Cyber Science and Engineering Sichuan University Chengdu China Information Technology Center Honghe University Mengzi Yunnan China

With the development of the society, people increasingly frequent application in social network, the formation of social networking groups become important step in people's life. How to analyze the evolution of social network group relations become very important. In this paper, an Floyd-Warshall evolution relations algorithm based on social networks key groups is proposed. Mainly includes four parts, initial construction of social network group relations, social big data acquisition, network group relations weighting, and group relations reconstruction. Experimental results show that, by analyzing group communication frequency, group membership relationship and the number of social group members, the evolution map of social network group relationship can be obtained, which can make a more intuitive analysis and expression of the development process of social network group and the evolution of social network group relationship. © Published under licence by IOP Publishing Ltd.

关键词： Data acquisition

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Wireless Network simulation Platform Based on OPNET and Simulink 7th

Wireless Network Simulation Platform Based on OPNET and Simu...

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7th international conference on Life System modeling and simulation, LSMS 2021, and 7th international conference on Intelligent Computing for Sustainable Energy and Environment, ICSEE 2021

作者： Chen, Dong Song, Yang Yang, Taicheng Department of Automation School of Mechatronic and Automation Shanghai University Shanghai200444 China Shanghai Key Laboratory of Power Station Automation Technology Shanghai University Shanghai200444 China Department of Engineering and Design University of Sussex Brighton United Kingdom

ISBN: (纸本)9789811672095

In this paper, we presented a WNCS co-simulation platform based on OPNET/Simulink to verify the validity of the theory and method proposed in the study of wireless network control system (WNCS). The platform combines OPNET with Simulink, and produces the mathematical model of the control system by Simulink. OPNET simulates the network part, forming a co-simulation platform based on OPNET and Simulink. In order to simulate the real network environment more accurately, this paper added the Mobile Ad Hoc Network Routing Protocol (MANET) to the platform and carried on the secondary development of it, so as to realize the co-simulation of the control system and network environment under the framework of network protocol. Finally, through the simulation of the single-stage inverted pendulum control system in the wireless network environment, the effectiveness and good scalability of the platform were verified. © 2021, Springer Nature Singapore Pte Ltd.

关键词： Simulink

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simulation analysis and actual verification of stable direct route motion of an underwater vehicle streamer system 7

Simulation analysis and actual verification of stable direct...

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2020 7th international conference on computer-Aided Design, Manufacturing, modeling and simulation, CDMMS 2020

作者： Li, Huarong Zhuang, Rui Yang, Chong Kunming Shipbuilding Equipment Research and Test Center Yunan Kunming0871 China

Based on the model of Ablow and Schechter, the equation of stable direct route motion of the streamer system of underwater vehicle is established. The simulation calculation program of stable direct route motion of the streamer system is compiled according to the equation. Under the condition of setting the kinematics and dynamics boundary of the streamer, the stable array of the streamer system is simulated numerically. The influence of the key parameters such as the speed of towing point, the density of streamer and the diameter of streamer on the stable direct route motion array and tension of the streamer system is discussed. On this basis, combined with the full-scale model of the streamer system, the actual towing test on the lake is carried out. The test results show that the results obtained by the simulation method in this paper are consistent with the actual array obtained by the actual motion test, and can effectively evaluate the array attitude and node hydrodynamic characteristics of the streamer system. © Published under licence by IOP Publishing Ltd.

关键词： Equations of motion

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