2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)最新文献_第2页

Network Intrusion Detection Using UNSW-NB15 Dataset: Stacking Machine Learning Based Approach 基于UNSW-NB15数据集的网络入侵检测:基于堆叠机器学习的方法

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836404

M. H. Kabir, Md. Shahriar Rajib, Abu Saleh Md. Mahfujur Rahman, M. Rahman, Samrat Kumar Dey

{"title":"Network Intrusion Detection Using UNSW-NB15 Dataset: Stacking Machine Learning Based Approach","authors":"M. H. Kabir, Md. Shahriar Rajib, Abu Saleh Md. Mahfujur Rahman, M. Rahman, Samrat Kumar Dey","doi":"10.1109/icaeee54957.2022.9836404","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836404","url":null,"abstract":"Network intrusion has become a prime concern issue for the industry and government organizations in the domain of the cyber-threat landscape. To counter this threat, a network intrusion detection system has been considered to be vital in identifying network traffic as normal or anomaly. Correct identification of the potential threat as an anomaly depends on the accuracy of the Network Intrusion Detection System (NIDS). Several approaches like single classical, hybrid, and ensemble methods are in practice to develop a network intrusion detection model. In this paper, two different stacking Machine Learning (ML) models with Extra Tree (ET) Classifier and Mutual Information Gain feature selection methods are proposed for better accuracy of the NIDS. We applied the models on the UNSW-NB15 packet-based dataset which contains the most recent attack types and experimentally proved that the testing accuracy of the stacking models is better than all individual models. Comparative results also depict that one of our proposed models shows better accuracy (96.24%) than any other existing competing models.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116066595","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: 4

Long short-term memory (LSTM) networks based software fault prediction using data transformation methods 基于数据转换方法的LSTM网络软件故障预测

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836388

Md. Rashedul Islam, M. Akhtar, M. Begum

{"title":"Long short-term memory (LSTM) networks based software fault prediction using data transformation methods","authors":"Md. Rashedul Islam, M. Akhtar, M. Begum","doi":"10.1109/icaeee54957.2022.9836388","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836388","url":null,"abstract":"The upcoming digital transformation of the modern industry will principally build upon the software systems. Certainly, any software system should commit to being fully reliable and free from any deficiency such as software faults. Maintaining the aforementioned consistency is the main objective of software reliability. The long short-term memory (LSTM) networks are employed for the first time in this kind of research to forecast software faults. The one-step walk-forward validation method is used to predict the software faults. Due to the exponential nature of data, we normalized our cumulative software fault count data using Min-Max Scalar and Box-Cox Transformation methods. Each type of normalized data is fed into the LSTM networks. With the same batch size, the number of neurons and epoch parameters were regulated with different tiers of combinations. The time-series-based software fault data were trained and tested after applying Min-Max and Box-Cox data transformation methods to obtain the root means square error (RMSE) values, and then both models were compared with each other. The RMSE values of the model with the Min-Max Scaler transforming method outperform the second model built with the Box-Cox Transformation method. From our very best knowledge, the obtained RMSE value from the software fault count data using LSTM is the first of its kind. Our models clearly show that the LSTM can be used to predict software faults. We also calculated the data dispersion from the observed independent RMSE data points of each model. The quantified data dispersion value of the second model was found to be less minimal than the first one.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"161 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116609136","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: 2

Equilibrium Optimizer for LFO Damping in Multimachine Power System Networks 多机电力系统网络LFO阻尼的平衡优化

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836358

Sayed Md.Abrar Gani, Md. Rashidul Islam, M. Shafiullah, Jahid Hasan Tayeb, M. Hossain, Amjad Ali

{"title":"Equilibrium Optimizer for LFO Damping in Multimachine Power System Networks","authors":"Sayed Md.Abrar Gani, Md. Rashidul Islam, M. Shafiullah, Jahid Hasan Tayeb, M. Hossain, Amjad Ali","doi":"10.1109/icaeee54957.2022.9836358","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836358","url":null,"abstract":"An evolutionary algorithm-based power system stabilizers (PSS) design for low-frequency oscillations (LFO) damping in multi-machine power system networks (MMPSNs) is presented in this paper. A damping ratio-based objective function is developed to enhance the system damping where the widely employed lead-lag type PSS is considered in the problem formulation. The equilibrium Optimizer (EO), a recently developed metaheuristic algorithm that is capable of finding optimal solutions in complex engineering problems, is employed in this article. The algorithm's resilience is demonstrated by its ability to lead to the best PSS design regardless of the initial assumption made by the user. Two distinct multi-machine networks 2-area 4-machine and IEEE 10-machine 39-bus are used in this research. EO-based PSS results are compared with traditional PSS results to investigate which one yields better results for stability. According to the simulation findings, the EO technique reduces the settling time and overshoot significantly over the other techniques.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123746870","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

A Study on the Aspects of 5G Implementation in Bangladesh 关于孟加拉国5G实施方面的研究

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836365

Md. Ether Deowan, Ahsan Kabir Nuhel, Mohammed Shakawath Hossain, A. Ullah, Shuvra Saha

引用次数: 0

Miniaturized Mirror C-Shaped Negative Index Engineered Material for L-, S-, and C-band Applications 用于L波段，S波段和c波段应用的小型化镜面c形负折射率工程材料

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836360

M. J. Hossain, P. C. Paul, S. S. Islam, M. Begum

引用次数: 0

Design and Implementation of Intelligent Dustbin with Garbage Gas Detection for Hygienic Environment based on IoT 基于物联网的卫生环境垃圾气体检测智能垃圾桶设计与实现

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836479

Marzia Ahmed, Rony Shaha, Kaushik Sarker, Rifat Bin Mahi, M. A. Kashem

{"title":"Design and Implementation of Intelligent Dustbin with Garbage Gas Detection for Hygienic Environment based on IoT","authors":"Marzia Ahmed, Rony Shaha, Kaushik Sarker, Rifat Bin Mahi, M. A. Kashem","doi":"10.1109/icaeee54957.2022.9836479","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836479","url":null,"abstract":"Rapid population expansion necessitated increased resource use in everyday living. As a result, the pace of trash gen-eration has increased dramatically, affecting the environment's hygiene system and other health concerns. Waste overflows in public spaces, and improved management is necessary. The purpose of this study is to develop a model of an intelligent trashcan for usage in smart cities. Additionally, to identify dangerous gases emitted by dustbins for subsequent management operations, as well as to monitor the amount of trash in the waste bin and warn the municipality through SMS. This system includes two ultrasonic sonar sensors for measuring trash level, a GSM module for sending SMS, three gas sensors for detecting harmful garbage gas, an infrared sensor for counting garbage droplets, and an Arduino Uno for managing all activities. The system notifies you whether the bin is full or empty and can also be controlled by voice command. Additionally, released gas may be monitored to determine the severity of the impairment and to notify the appropriate authorities. Most significantly, it will identify a failed trash drop in the bin and alert the user through alarm for truly considering the reduction of spilled garbage surrounding bins while using the system.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115283426","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

Design & Development of Brick Wall Shaped Microstrip Miniaturized Ultra-Wide Band Patch Antenna for Fifth Generation (5G) 第五代(5G)砖墙微带小型化超宽带贴片天线的设计与开发

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836347

M. Rahman, Md. Ashik Jiddney, Nurul Amin Nahid, Md. Pias Khan, Md. Zulfiker Mahmud, Md. Hafizur Rahman

{"title":"Design & Development of Brick Wall Shaped Microstrip Miniaturized Ultra-Wide Band Patch Antenna for Fifth Generation (5G)","authors":"M. Rahman, Md. Ashik Jiddney, Nurul Amin Nahid, Md. Pias Khan, Md. Zulfiker Mahmud, Md. Hafizur Rahman","doi":"10.1109/icaeee54957.2022.9836347","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836347","url":null,"abstract":"In this paper a brick wall shaped microstrip line feed antenna for fifth generation (5G) applications is proposed. The bandwidth of brick wall shaped rectangular patch feed by microstrip line is enhanced by applying the technique of coupling gap on radiating patch and by using the rectangular saw-tooth oriented partial ground plane. The proposed antenna has an impedance bandwidth of 21.6-30.0 GHz which covers the higher bandwidth of 5G applications. The overall size of proposed antenna is $21times 28 mm^{2}$ using the low cost commercially available FR4 Substrate. The designed antenna deals with the resonance frequency of 26.15 GHz. The co and cross polarizations at the resonant frequency are observed to be omnidirectional. With 90° directivity, the cross-polarization radiation pattern is enhanced the values of co-polarization are more negative than the values of cross-polarization. The uneven slots on the ground plane help the main radiator to escape trapping by providing ideal conditions. It has radiation efficiency of 44% with the peak gain of 4.5 dB across the operating bandwidth. 3D microwave studio Computer Simulation Technology (CST) is used as simulation tool to design and analyze the antenna geometry.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129433627","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: 1

Are the Ride and Food Sharing Apps Privacy-aware in Bangladesh? Investigating Android Permissions Usage 在孟加拉国，拼车和食物共享应用程序有隐私意识吗?调查Android权限使用情况

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836460

Ishorju Agnes Botlero, Merina Tanjin, Mourina Tasnim Hridita, Md. Mehedi Hassan Onik

{"title":"Are the Ride and Food Sharing Apps Privacy-aware in Bangladesh? Investigating Android Permissions Usage","authors":"Ishorju Agnes Botlero, Merina Tanjin, Mourina Tasnim Hridita, Md. Mehedi Hassan Onik","doi":"10.1109/icaeee54957.2022.9836460","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836460","url":null,"abstract":"An android application (Apps) can only access sensitive user information once it gets the user's consent via the ‘android permission system’. Permissions determine how much Personally Identifiable Information (PII) Apps can access and how harmful Apps can be. However, it is often noticed that android Apps developers often gather irrelevant information, directly conflicting with the Apps sole purpose. Consequently, willingly and unwillingly, users are often allowing permissions and putting their privacy at stake. This study investigates and compares whether the same purpose android Apps asking identical permissions or not. For investigation, this work explores widely used food-sharing and ride-sharing Apps from Bangladesh. Twenty (20) such Apps, including Foodpanda, Pathao, Uber, HungryNaki, Obhai were installed followed by a thorough inspection based on their purposes. In addition, this study also considers context-aware user information prioritization and ranks the considered Apps accordingly. This work finds that Android Apps collect more information than needed, although their purpose was identical. On top of that, popular Apps with more downloads and higher rankings tend to collect large-scale irrelevant permissions.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"3 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121255052","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

Enhancing Voltage Stability of Inter-Area Multi-Machine Power Systems using Reinforcement Learning-based STATCOM 基于强化学习的STATCOM增强区域间多机电力系统电压稳定性

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836362

M. Iqbal, A. Hossain, Jahidul Islam, Amit Shaha Surja, M. Kabir

引用次数: 1

Multi-Verse Optimizer for LFO Damping in Single Machine Infinite Bus Power Networks 单机无限母线电网LFO阻尼的多重优化

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE) Pub Date : 2022-02-24 DOI: 10.1109/icaeee54957.2022.9836356

Abdul Majid Hasan, M. Islam, M. Shafiullah, Md. Burhan Uddin

引用次数: 1