{"title":"Design of an Adaptive Neural Predictive Nonlinear Controller for Nonholonomic Mobile Robot System Based on Posture Identifier in the Presence of Disturbance","authors":"A. Al-Araji, M. Abbod, H. Al-Raweshidy","doi":"10.5013/IJSSST.A.12.03.04","DOIUrl":"https://doi.org/10.5013/IJSSST.A.12.03.04","url":null,"abstract":"This paper proposes an adaptive neural predictive nonlinear controller to guide a nonholonomic wheeled mobile robot during continuous and non-continuous gradients trajectory tracking. The structure of the controller consists of two models that describe the kinematics and dynamics of the mobile robot system and a feedforward neural controller. The models are modified Elman neural network and feedforward multi-layer perceptron respectively. The modified Elman neural network model is trained off-line and on-line stages to guarantee the outputs of the model accurately represent the actual outputs of the mobile robot system. The trained neural model acts as the position and orientation identifier. The feedforward neural controller is trained off-line and adaptive weights are adapted on-line to find the reference torques, which controls the steady-state outputs of the mobile robot system. The feedback neural controller is based on the posture neural identifier and quadratic performance index optimization algorithm to find the optimal torque action in the transient state for N-step-ahead prediction. General back propagation algorithm is used to learn the feedforward neural controller and the posture neural identifier. Simulation results show the effectiveness of the proposed adaptive neural predictive control algorithm; this is demonstrated by the minimised tracking error and the smoothness of the torque control signal obtained with bounded external disturbances.","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"75 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75271450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Analysis on Psychological Pressure of College Football Players","authors":"Gu Lei","doi":"10.5013/ijssst.a.16.3a.16","DOIUrl":"https://doi.org/10.5013/ijssst.a.16.3a.16","url":null,"abstract":"","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"5 10","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72575959","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Analysis of the Effects of Vertical Earthquake on Building-cultural Relics System of Frame Structure Museum","authors":"Gue Jiang","doi":"10.5013/ijssst.a.16.3b.16","DOIUrl":"https://doi.org/10.5013/ijssst.a.16.3b.16","url":null,"abstract":"","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87806358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Research on the University Human Resources Risk Management Based on RBF Neural Networ","authors":"Gue Jiang","doi":"10.5013/ijssst.a.16.3b.13","DOIUrl":"https://doi.org/10.5013/ijssst.a.16.3b.13","url":null,"abstract":"","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"6 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79771027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Key Assessment Index Mining Model of Urban Tourism Competitiveness Based on the BP Neural Network","authors":"Gu Lei","doi":"10.5013/ijssst.a.16.3a.13","DOIUrl":"https://doi.org/10.5013/ijssst.a.16.3a.13","url":null,"abstract":"","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"195 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80681431","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Research on the Construction of the Professional Ethics Evaluation System of Civil Servants in China","authors":"Gu Lei","doi":"10.5013/ijssst.a.16.3a.14","DOIUrl":"https://doi.org/10.5013/ijssst.a.16.3a.14","url":null,"abstract":"","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"26 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81440279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Eric Ferreri, Jean-Marc Salotti, Pierre-Alexandre Favier
{"title":"Behavioural approach for the simulation of electrical consumption at the neighbourhood level","authors":"Eric Ferreri, Jean-Marc Salotti, Pierre-Alexandre Favier","doi":"10.5013/IJSSST.A.16.03.12","DOIUrl":"https://doi.org/10.5013/IJSSST.A.16.03.12","url":null,"abstract":"—We address the problem of simulating domestic activities related to electrical consumption. Continuously growing electrical energy requirements have become an issue as resources to produce it are limited. Human factors have to be taken into account in order to better predict electric consumption and optimize its production. We propose a framework based on a psychological scheme and on stochastic features. The decision process is based on the representation of habits and the use of heat maps. Inclusion of planning-related behaviour is performed by a non-parametric voting method using relational properties among domestic activities. The results show a good fitting between the predictions and ground truth.","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"34 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74088056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The IOC's Social Responsibilities in Constructing Global Low Carbon Economy","authors":"Gu Lei","doi":"10.5013/ijssst.a.16.3a.10","DOIUrl":"https://doi.org/10.5013/ijssst.a.16.3a.10","url":null,"abstract":"","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"13 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73334809","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Research on the Professional Development of English Teachers in Rural Areas of China Based on the International Situation","authors":"Gu Lei","doi":"10.5013/ijssst.a.16.3a.17","DOIUrl":"https://doi.org/10.5013/ijssst.a.16.3a.17","url":null,"abstract":"Objective: The purpose of this study is to investigate the current situation of English teachers in rural middle school, and to find out the countermeasures for the development of rural English teachers in China. This paper is based on the theory of teacher professional development, the theory of lifelong learning, action research and the theory of constructivism. Method: In this paper, we use the method of literature, questionnaire and data analysis. Result: It is found that the professional development of English teachers in rural middle school has some problems in their own educational beliefs, discipline and professional knowledge and ability. At the same time, the external environment of the school, education authorities and other external environment have a greater impact on the development of teachers. The level of English teachers in rural areas has a big gap with the reform of education requires.","PeriodicalId":14286,"journal":{"name":"International journal of simulation: systems, science & technology","volume":"23 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84335123","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}