Recent Advances in Electrical & Electronic Engineering最新文献

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Analysis on the Improvement of Energy Efficiency by Using Its Models in Wireless Sensor Networks 利用其模型提高无线传感器网络能效的分析
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-24 DOI: 10.2174/2352096516666230824162752
Impa B H, Anandaraj S P, Madhusudhan M V
{"title":"Analysis on the Improvement of Energy Efficiency by Using Its Models in Wireless Sensor Networks","authors":"Impa B H, Anandaraj S P, Madhusudhan M V","doi":"10.2174/2352096516666230824162752","DOIUrl":"https://doi.org/10.2174/2352096516666230824162752","url":null,"abstract":"\u0000\u0000A self-configured and infrastructure-less wireless network is named as a wireless sensor network (WSN), which has the role of monitoring physical or environmental conditions like sound, motion, temperature, vibration, and pollutants for passing their data throughout the network to a center of location where the data could be easily observed as well as analyzed.\u0000\u0000\u0000\u0000In WSN, the small-sized sensor node is working with a very small battery with limited energy. Replacing the battery or recharging the battery is not feasible, and so, the energy-efficient operation of WSN is the key factor. While designing routing protocols (RPs) for WSNs, one among the significant goals is energy conservation owing to this lower power. Totally, three models, namely, state, cluster, and content, were utilized for enhancing energy efficiency (EE). Each protocol has its own way of routing that varies from the other in terms of the parameters selected or the approach.\u0000\u0000\u0000\u0000This paper explicates a survey on WSNs, upgrading EE in WSN based on the state model, EE improvement in WSN based on the cluster model, and EE enhancement in WSN using a content-based model with its performance comparison.\u0000\u0000\u0000\u0000This paper evaluates the number of cluster heads (CHs) of CADS in different nodes with different schemes for WSNs and a comparison of the four schemes in WSNs.\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"13 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80045790","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}
引用次数: 0
Assessment of Power Quality Enhancement in a Grid-Tied PV Network via ANN-based UPQC 基于人工神经网络UPQC的并网光伏电网电能质量提升评估
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-22 DOI: 10.2174/2352096516666230822113234
Phani Kumar Chittala, E. Elanchezhian, S. Pragaspathy, S. Subramanian
{"title":"Assessment of Power Quality Enhancement in a Grid-Tied PV Network via ANN-based UPQC","authors":"Phani Kumar Chittala, E. Elanchezhian, S. Pragaspathy, S. Subramanian","doi":"10.2174/2352096516666230822113234","DOIUrl":"https://doi.org/10.2174/2352096516666230822113234","url":null,"abstract":"\u0000\u0000Microgrid is the recent decade terminology that surpasses the long-run issues associated with the public and utility grids. Among the renewable energy sources, solar PV units have gained greater importance owing to their huge potential availability and laidback operating characteristics on technological grounds. Conversely, it offers pollution-free electricity and perhaps the dependability is volatile in most situations. The literature study accumulates the foresaid setback and presents the fluctuation-less and controlled standard quality of power outputs.\u0000\u0000\u0000\u0000The aim of this particular research is to propose an assessment of Power Quality enhancement in a Grid-tied photovoltaic (PV) network via ANN-based UPQC. The novel idea behind this proposed approach is the UPQC component which deliberately regulates and controls the power system to achieve higher levels of power quality, ultimately meeting the recent IEEE standards.\u0000\u0000\u0000\u0000This particular research enhances the performances of UPQC employed in the microgrid unit by replacing the traditional PI controller with a multi-layered feed-forward-type ANN controller for the current regulation of the series active filter. Additionally, a training algorithm for the ANN controller is built, trained and simulated via MATLAB/Simulink platform. The ANN-based UPQC is proposed to alleviate the power quality challenges like sag and swell in voltage, harmonic distortion, the time required for voltage compensation, and power factor. Therefore, UPQC is equipped to enrich the standard of power transfer at the point of common coupling inside the power frameworks, respectively.\u0000\u0000\u0000\u0000Finally, the simulation results are presented to validate the operation of the grid-tied PV network via an ANN-based UPQC system. To show the enriched performance of the proposed topology, a comparative analysis is made with PI controller-based UPQC, and outcomes infer to be in agreement with the theoretical discussions. Also, the ANN-based proposed approach reduces the restoration time and THD as well under both sag and swell conditions, respectively.\u0000\u0000\u0000\u0000In this articulated work, a PV power system network with a DC-DC converter and three-phase inverter is employed for grid integration. The peak power extraction is ensured via a DC-DC converter with an incremental conductance algorithm. Both UPQCs are analysed and experimented via MATLAB/Simulink platform with inconstant nonlinear loads to investigate the indices mentioned above and corroborate the same within the operating regions.\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"337 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87126048","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}
引用次数: 0
Characterization of Position Synchronous Control System for Double Hydraulic Cylinder 双液压缸位置同步控制系统特性研究
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-21 DOI: 10.2174/2352096516666230821102529
Bing-Tuan Gao, Bin Xu, Wei Zhang, Lintao Zheng
{"title":"Characterization of Position Synchronous Control System for Double Hydraulic Cylinder","authors":"Bing-Tuan Gao, Bin Xu, Wei Zhang, Lintao Zheng","doi":"10.2174/2352096516666230821102529","DOIUrl":"https://doi.org/10.2174/2352096516666230821102529","url":null,"abstract":"There are some problems in the synchronous control system of electro-hydraulic servo double hydraulic cylinders, such as uncertainty of system parameters, time variation, difference between two subsystems, and unbalanced load disturbance during operation. The above problems cause the output responses of the two cylinders to be inconsistent, resulting in the situation that the output flows of the two cylinders are not synchronized. Further improve the accuracy of synchronous control while reducing the cost of using synchronous control system. The AMEsim simulation model of electro-hydraulic servo dual-cylinder synchronous control system is established, and based on this model, the dynamic characteristics, coupling characteristics, and synchronization characteristics of the double-cylinder system are analyzed theoretically and simulated. Analyze and verify the influence of various factors on the synchronization of double hydraulic cylinders, and summarize the influence law of the change of different factors on the output and synchronization accuracy of the double hydraulic cylinder system. This study analyzes the influence of various factors on the synchronization of double cylinders by adjusting the parameters, and summarizes the influence law of the change of different factors on the output and synchronization accuracy of the double cylinder system.","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"5 6 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78371449","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}
引用次数: 0
Network coding with parallel path protection for multiple link failure in WOBAN 基于并行路径保护的WOBAN多链路故障网络编码
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-21 DOI: 10.2174/2352096516666230821122835
Uma Rathore Bhatt, S. Solanki, R. Upadhyay, Vijaylaxmi S. Bhat
{"title":"Network coding with parallel path protection for multiple link failure in WOBAN","authors":"Uma Rathore Bhatt, S. Solanki, R. Upadhyay, Vijaylaxmi S. Bhat","doi":"10.2174/2352096516666230821122835","DOIUrl":"https://doi.org/10.2174/2352096516666230821122835","url":null,"abstract":"\u0000\u0000WOBAN is a high-speed network and hence any kind of failure results in huge data loss. Using the proposed network coding technique with parallel path protection can handle multiple link failures, the performance of the network can be improved.\u0000\u0000\u0000\u0000This study aims to improve network performance using network coding with parallel path protection routing algorithm (NC-PPR) for multiple link failures in WOBAN\u0000\u0000\u0000\u0000We investigated the multiple link failures in WOBAN by the proposed approach namely Coded Path Protection Algorithm, which enhances the survivability of the WOBAN against multiple link failures in the front end and eliminates the need of backup resources.\u0000\u0000\u0000\u0000Extensive simulation is carried out to implement proposed work. A simulation model and code is developed in MATLAB to get the performance enhancement of WOBAN.\u0000\u0000\u0000\u0000We compared the performance of proposed algorithm with existing algorithm. The obtained results show that the proposed algorithm has superior performance than the existing algorithm.\u0000\u0000\u0000\u0000In this paper, a new routing approach, which works in three phases namely path finding, encoding, and decoding, using random linear network coding (RLNC) is introduced to address the survivability issue of the WOBAN. The proposed approach also enhances the network performance in terms of PDR, overhead, and delay\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"21 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77452174","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}
引用次数: 0
Multiplexer Based Error Efficient Fixed-Width Adder Tree Design for Signal Processing Applications 信号处理应用中基于多路复用器的误差高效定宽加法器树设计
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-21 DOI: 10.2174/2352096516666230821115827
Rashmi Seethur, Deeksha Sudarshan, Vaibhavi Naik, Tushar Masur, Shreedhar H K
{"title":"Multiplexer Based Error Efficient Fixed-Width Adder Tree Design for Signal Processing Applications","authors":"Rashmi Seethur, Deeksha Sudarshan, Vaibhavi Naik, Tushar Masur, Shreedhar H K","doi":"10.2174/2352096516666230821115827","DOIUrl":"https://doi.org/10.2174/2352096516666230821115827","url":null,"abstract":"\u0000\u0000In copious mixed media applications, humans cannot necessarily discern error free or erroneous outputs, owing to the small range of perception abilities. Crucial information can still be obtained from marginally inexact outputs. Leveraging this, many algorithms such as Digital Signal Processing (DSP), Discrete Cosine Transform (DCT), Motion Compensation (MC) use approximate calculations while still maintaining appreciable computation accuracy.\u0000\u0000\u0000\u0000When data processing algorithms are taken into consideration, adders play an important role in the arithmetic module by managing the power and area utilization of the system. A fixed-width adder tree design for approximate calculations is proposed, that uses the trade-off between area and accuracy as the base for analysis. Our design uses 12.42%, 18.17% and 5.05% lesser area compared to the full width adder tree, FX- AT-PT and FX-AT-DT respectively. Additionally, when compared to FX-AT-DT, TFX-AT and ITFX-AT, the proposed design has an\u0000\u0000\u0000\u0000To cope with the inaccuracy caused by truncation, the proposed design employs mux-based radix-4 addition coupled with bias estimation. Further, to examine the error performance we have incorporated the proposed design and a few other existing designs into the Walsh-Hadamard Transform (WHT), to process images with different metrics and compare the Peak Signal to Noise Ratio (PSNR) of the images.\u0000\u0000\u0000\u0000It was observed that the proposed design showed significant improvement in the PSNR score when compared to ITFX-AT and maintains a score similar to that of FX-AT-PT.\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"31 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85555627","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}
引用次数: 0
Nonlinear Loads Modelling and Harmonics Analysis: A Review 非线性负荷建模与谐波分析综述
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-21 DOI: 10.2174/2352096516666230821161502
I. Htita, Omar H. Abdalla, M. I. E. Korfolly, Said S. Elmasry
{"title":"Nonlinear Loads Modelling and Harmonics Analysis: A Review","authors":"I. Htita, Omar H. Abdalla, M. I. E. Korfolly, Said S. Elmasry","doi":"10.2174/2352096516666230821161502","DOIUrl":"https://doi.org/10.2174/2352096516666230821161502","url":null,"abstract":"\u0000\u0000In modern life, the applications of nonlinear loads are increasing, especially electronic loads, such as computers, monitors, and battery chargers. Moreover, the usage of semiconductors has increased in modern lighting systems, such as LED lamps and dimmers which are used to control the lighting level. Nonlinear loads may also be in the form of variable speed drive or arc furnace loads. Due to the spread of nonlinear loads, large amounts of harmonics are generated. To study the harmonics of nonlinear loads, it is essential to represent nonlinear loads by their equivalent models in the simulation programs. This paper presents a comprehensive review of modeling methods of nonlinear loads, including time domain methods, frequency domain methods, and state space methods. Equivalent circuits are presented for different types of nonlinear loads, including static loads, dynamic loads and arc furnace loads. The paper also presents the harmonic analysis performed by the Fourier transform of different types of nonlinear loads, including harmonic percentage and its angle. This paper is considered as a comprehensive reference for researchers and engineers to model nonlinear loads and is useful in power system planning for connecting nonlinear loads where mixing nonlinear loads of similar harmonic profiles causes worse situations. Moreover, knowing the nonlinear load profile will help in the suitable mixing of linear loads to achieve lower harmonics levels.\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"14 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84291336","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}
引用次数: 0
Investigating and improving the efficiency of space-time codes in visible light communication systems based on a multi-input-multi-output channel model 基于多输入-多输出信道模型的可见光通信系统空时码效率研究与改进
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-18 DOI: 10.2174/2352096516666230818102033
Mahdieh Heidari, Mahdi Akbari, S. Olyaee
{"title":"Investigating and improving the efficiency of space-time codes in visible light communication systems based on a multi-input-multi-output channel model","authors":"Mahdieh Heidari, Mahdi Akbari, S. Olyaee","doi":"10.2174/2352096516666230818102033","DOIUrl":"https://doi.org/10.2174/2352096516666230818102033","url":null,"abstract":"\u0000\u0000Visible light communication (VLC) is a new communication method for transmitting information through semiconductor lighting devices. One of the applicable methods to improve the spectral efficiency of the system is the multi-input-multiple-output (MIMO) structure. Also, carrierless amplitude-phase (CAP) modulation is a high-dimensional modulation technique that can be used to improve the data transmission rate in modern communication systems.\u0000\u0000\u0000\u0000In this paper, carrierless amplitude-phase method is introduced in indoor optical communication systems to improve the performance of multi-input multi-output (MIMO) structures. The CAP modulation is considered a suitable method due to its low complexity and is introduced and studied in two structures with one carrier or CAP and multiple carriers or m-CAP.\u0000\u0000\u0000\u0000In this study, the target system is simulated in m-CAP structures and the improvement is measured in the MIMO structure using this modulation. The results show that by using this method, the PAPR of the system was reduced compared to other research with the MIMO-OFDM structure. In addition, by not using FFT blocks, the computational and processing complexity was also reduced.\u0000\u0000\u0000\u0000It has been shown that the use of m-CAP increases the data transfer rate and improves the spectral efficiency of the system. In addition to CAP, spatial modulation schemes can also help improve the spectral efficiency and power efficiency of the system. Moreover, the space-time code is combined with m-CAP modulation and it is shown that this idea improves the efficiency of the MIMO system.\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"10 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76379395","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}
引用次数: 0
Fusion of Signal Processing Techniques to Design an Algorithm for Determination of Single Stage and Multiple Power Quality Events 融合信号处理技术设计一种确定单级和多级电能质量事件的算法
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-18 DOI: 10.2174/2352096516666230818092617
Surendra Singh, Avdhesh Sharma, O. Mahela, Akhil Ranjan Garg, B. Khan, Carmen Lili Rodríguez Velasco
{"title":"Fusion of Signal Processing Techniques to Design an Algorithm for Determination of Single Stage and Multiple Power Quality Events","authors":"Surendra Singh, Avdhesh Sharma, O. Mahela, Akhil Ranjan Garg, B. Khan, Carmen Lili Rodríguez Velasco","doi":"10.2174/2352096516666230818092617","DOIUrl":"https://doi.org/10.2174/2352096516666230818092617","url":null,"abstract":"\u0000\u0000Determination of the power quality events in the power system is a critical issue, which needs immediate attention for the improvement of service quality.\u0000\u0000\u0000\u0000This paper used the fusion of signal processing techniques to design an algorithm for the determination, classification, and localization of the power quality disturbance (PQD) in the time domain. Investigated PQDs included both the single-stage PQDs (SPQD) and multiple PQDs (MPQD). A combined power quality detection index (CPDI) has been designed considering the fusion of Stockwell transform (ST) and Hilbert transform (HT) to detect PQDs by extracting two signal characters using ST and one signal character using HT. Fusion of ST, HT, alienation coefficient (ACF), and Wigner distribution function (WDF) was used to design a power quality disturbance location index (PDLI) to localize PQDs in the time domain. Classification of SPQDs and MPQDs was performed using five signal features extracted using ST, ACF, and WDF.\u0000\u0000\u0000\u0000Five features have been computed from the voltage signal with a PQD to design decision rules for classifying the PQDs using a decision tree. The accuracy of PQD recognition has been tested on 125 datasets of every PQD, and it has been found to be greater than 99% in noise-free conditions and greater than 98% in noisy conditions, which is better compared to an algorithm reported in the literature that uses ST and HT.\u0000\u0000\u0000\u0000In this work, PQDs have been generated with the help of mathematical formulations in compliance with the IEEE-1159 standard. A detailed study has been carried out with the help of MATLAB software.\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"46 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85123100","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}
引用次数: 0
An Improved Voltage Sag Monitor Placement Method by Using Simple Probability Reach Area Matrix 一种改进的基于简单概率到达面积矩阵的电压暂降监测仪放置方法
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-18 DOI: 10.2174/2352096516666230818092551
Zhenfang Zhong, Q. Meng, Han Gao, Dong Chen, Zhiheng Jia, Yue Hou
{"title":"An Improved Voltage Sag Monitor Placement Method by Using Simple Probability Reach Area Matrix","authors":"Zhenfang Zhong, Q. Meng, Han Gao, Dong Chen, Zhiheng Jia, Yue Hou","doi":"10.2174/2352096516666230818092551","DOIUrl":"https://doi.org/10.2174/2352096516666230818092551","url":null,"abstract":"\u0000\u0000A novel optimization model is introduced in this paper to achieve monitor placements of voltage sag.\u0000\u0000\u0000\u0000Considering the uncertainty of system parameters, calculation errors and measurement errors, the method of MRA is not suitable.\u0000\u0000\u0000\u0000The contradiction between the number of monitors and observation areas can be coordinated to achieve voltage sag observation with fewer monitor quantities.\u0000\u0000\u0000\u0000A new generalized approach defined as a simple probability reach area matrix (SPMRA) is proposed.\u0000\u0000\u0000\u0000SPMRA method is simulated by the IEEE-39 bus system, which reveals that monitor placement quantities can be reduced effectively under probabilistic observability.\u0000\u0000\u0000\u0000SPMRA method is a general method for monitor placements of voltage sag. This method not only performs the functions of conventional MRA methods, but also addresses the challenges of errors and conflicts between observation requirements and installation costs.\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"32 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80721123","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}
引用次数: 0
Mid-to-long Term Wind Power Forecasting Based on ARIMA-BP Combined Model 基于ARIMA-BP联合模型的风电中长期预测
IF 0.6
Recent Advances in Electrical & Electronic Engineering Pub Date : 2023-08-18 DOI: 10.2174/2352096516666230818145947
Shan Ruiqing, Niu Jitao, Xuzheng Chai, Qingfa Gu
{"title":"Mid-to-long Term Wind Power Forecasting Based on ARIMA-BP Combined Model","authors":"Shan Ruiqing, Niu Jitao, Xuzheng Chai, Qingfa Gu","doi":"10.2174/2352096516666230818145947","DOIUrl":"https://doi.org/10.2174/2352096516666230818145947","url":null,"abstract":"\u0000\u0000Increasing the accuracy of the output power forecasting for wind power is helpful to the improvement of the reliability of power dispatching.\u0000\u0000\u0000\u0000This study aimed to improve the forecasting accuracy of mid-to-long term wind power.\u0000\u0000\u0000\u0000A mid-to-long term wind power forecasting based on ARIMA-BP combined model was proposed. The Empirical Mode Decomposition (EMD) was used to decompose the historical wind power series and obtain the Intrinsic Mode Function (IMF) and residual components, thereby obtaining more regular components. Then, the optimum feature set was obtained based on the minimum Redundancy Maximum Relevance (mRAR) to improve the prediction accuracy for feature extraction. After that, the high-frequency components were predicted using the Back Propagation (BP) neural network model, while the low-frequency components were predicted using the Autoregressive Integrated Moving Average model (ARIMA). Finally, the predicted components obtained were superimposed to deduce the final mid- and long-term wind power prediction results.\u0000\u0000\u0000\u0000An analysis was conducted according to the actual data from a typical wind farm. After comparison, it was found that, after empirical mode decomposition and feature extraction analysis, the error of the intelligent combination algorithm based on the ARIMA-BP combined model was smaller than that using only the BP neural network or only the ARIMA.\u0000\u0000\u0000\u0000By means of actual data analysis, the effectiveness of the method proposed by the study for mid- and long-term wind power prediction was verified.\u0000","PeriodicalId":43275,"journal":{"name":"Recent Advances in Electrical & Electronic Engineering","volume":"37 1","pages":""},"PeriodicalIF":0.6,"publicationDate":"2023-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88310264","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}
引用次数: 0
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