2019 5th International Conference on Advances in Electrical Engineering (ICAEE)最新文献_第2页

A Bayesian Optimization Framework for the Prediction of Diabetes Mellitus 糖尿病预测的贝叶斯优化框架

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/ICAEE48663.2019.8975480

Md. Abdur Rahman, S. M. Shoaib, Md. Al Amin, Rafia Nishat Toma, M. Moni, M. Awal

{"title":"A Bayesian Optimization Framework for the Prediction of Diabetes Mellitus","authors":"Md. Abdur Rahman, S. M. Shoaib, Md. Al Amin, Rafia Nishat Toma, M. Moni, M. Awal","doi":"10.1109/ICAEE48663.2019.8975480","DOIUrl":"https://doi.org/10.1109/ICAEE48663.2019.8975480","url":null,"abstract":"The advances of bioinformatics and medical sciences have generated an enormous amount of data which can be used by machine learning (ML) and data mining (DT) methods to transform the data into valuable knowledge and can improve diagnosis, prediction, and management of most chronic diseases. One of the most life-threatening and widespread chronic diseases is Type 2 Diabetes Mellitus (T2DM), characterized by impaired operation of glucose homeostasis. We used several cutting-edge machine learning algorithms including Random Forest (RF), Support Vector Machine (SVM), Decision Tree (DT), Naive Bayes (NB) on diabetes data. A state-of-the-art Bayesian Optimization (BO) has been proposed to optimize the hyper-parameters of machine learning classifiers for the Diabetes Mellitus (DM). The optimized hyperparameters using BO achieved an accuracy of 77.60% with RF, 76.04% with SVM, 71.61% for DT, 73.96% for NB classifier. We also achieved 64.06% accuracy without BO optimized SVM. We justified our models using confusion matrix for each classifier. The statistical comparison among different classifier’s performances has been presented using the Boxplot and Analysis of variance (ANOVA) test.","PeriodicalId":138634,"journal":{"name":"2019 5th International Conference on Advances in Electrical Engineering (ICAEE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130056942","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: 3

Age based Mood Swing Analysis and Brain Mapping for Music Genre 基于年龄的情绪波动分析和音乐类型的大脑映射

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/ICAEE48663.2019.8975671

Shidhartho Roy, Md. Salah Uddin Yusuf, Monira Islam, Tanbin Islam Rohan

{"title":"Age based Mood Swing Analysis and Brain Mapping for Music Genre","authors":"Shidhartho Roy, Md. Salah Uddin Yusuf, Monira Islam, Tanbin Islam Rohan","doi":"10.1109/ICAEE48663.2019.8975671","DOIUrl":"https://doi.org/10.1109/ICAEE48663.2019.8975671","url":null,"abstract":"Music is a popular source of entertainment and a way of relief from stress. But with the elapse of time duration it may changes the mood of human being. In this paper, age based mood changes of human being will be analyzed with music stimulated potentials based on power spectral density (PSD). Music of different languages Bengali, English and Tamil are taken as chosen as stimuli. Rock, POP and Metal songs which are categorized with PSD are considered as music genre. Three age groups are selected as subjects and the EEG signals are taken while listening different music genres. Wavelet transformation is performed to denoise the signal and extract different EEG bands according to their frequency level. Stress and relax state of brain is determined from activation of alpha (α) and beta (β) EEG bands based on their power spectral density (PSD) while listening music. Stress is caused by the exposure of distinct genre of songs and languages. It is shown that while listening music at small time interval pressure is relieved but the increment of time changes the mood towards stress. Topographic plots are rendered to exhibit the active regions for alpha band activation. Tamil songs are less tempted to create relax whereas native language Bengali creates relax at beginning and leading to stress over time.","PeriodicalId":138634,"journal":{"name":"2019 5th International Conference on Advances in Electrical Engineering (ICAEE)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123185570","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

Transportation in Between the Earth and Space by Using Carbon Nanotubes as the Elevator Cable 利用碳纳米管作为电梯电缆在地球和空间之间的运输

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/ICAEE48663.2019.8975533

K. Ahmed, Shuva Dasgupta Avi, M. Tanvir, Md. Mominur Rahman, Abu Shufian, Md. Hasanuzzaman Sagor, Omar Farrok

引用次数: 1

Gateway Node-based Clustering Hierarchy for Improving Energy Efficiency of Wireless Body Area Networks 基于网关节点的聚类结构提高无线体域网络能量效率

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/icaee48663.2019.8975604

A. Akash, M. Hossen, Md. Rakibul Hassan, M. Hossain

{"title":"Gateway Node-based Clustering Hierarchy for Improving Energy Efficiency of Wireless Body Area Networks","authors":"A. Akash, M. Hossen, Md. Rakibul Hassan, M. Hossain","doi":"10.1109/icaee48663.2019.8975604","DOIUrl":"https://doi.org/10.1109/icaee48663.2019.8975604","url":null,"abstract":"Nowadays, wireless body area network (WBAN) is an emerging technology. WBAN devices play a vital role in health monitoring and patient observation process. Making WBAN more energy efficient is a major issue. The goal of this study is to design energy efficient WBAN where a gateway node is employed in a routing path among the clusters of a body called gateway node-based clustering hierarchy (GNCH). This protocol provides minimization of energy consumption and ultimately maximizes the lifetime of a WBAN. In this proposed GNCH protocol, the gateway node is responsible for transmitting data from cluster heads (CHs) to the base station. The CHs of the WBAN is selected based on the residual energy of the member nodes of the clusters. That means base station does not involve in the CH selection which reduces the energy consumption of the network. Moreover, in this paper, common node problem of two neighboring clusters has been resolved. The proposed GNCH protocol supports single hop communication inside a cluster that effectively eliminates energy consumption. The GNCH and conventional single and/ multi hop communication scenarios have been simulated. The proposed GNCH protocol provides less energy consumption than the conventional protocol because the size of WBAN is very small.","PeriodicalId":138634,"journal":{"name":"2019 5th International Conference on Advances in Electrical Engineering (ICAEE)","volume":"64 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131405657","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: 3

Channel Modeling at Unlicensed Millimeter Wave V Band for 5G Backhaul Networks 5G回程网络无授权毫米波V波段信道建模

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/ICAEE48663.2019.8975439

Hussnin Binte Hamid Dutty, M. Mowla

{"title":"Channel Modeling at Unlicensed Millimeter Wave V Band for 5G Backhaul Networks","authors":"Hussnin Binte Hamid Dutty, M. Mowla","doi":"10.1109/ICAEE48663.2019.8975439","DOIUrl":"https://doi.org/10.1109/ICAEE48663.2019.8975439","url":null,"abstract":"The thirst raising of mobile traffic demand of next generation’s cellular communication (5G) is expected to be reduced by the use of mmWave spectrum. The use of mmWave band (10 to 300 GHz) is equally indispensable in backhaul (eNBs to core network) network as similar to access network (user equipment to eNBs). However, the channel modeling in backhaul network is still very difficult due to high propagation loss, environmental attenuation, absorption loss, and sensitivity of blockage. In this research, the spatial statistical channel modeling (SSCM) for 5G backhaul networks are investigated under unlicensed V band (60 GHz) in case of both line-of-sight (LOS) and non-line-of-sight (NLOS) environments. By using the simulator NYUSIM for urban macrocell scenario we analyze channel characteristics viz angle of departure (AoD), angle of arrival (AoA), power delay profiles (omnidirectional, directional, small scale) and path losses, showing the distinctions of allocating receiver locations in both LOS and NLOS conditions. These investigations demonstrate the potential of 60 GHz mmWave band and its suitability for future 5G backhaul network design.","PeriodicalId":138634,"journal":{"name":"2019 5th International Conference on Advances in Electrical Engineering (ICAEE)","volume":"228 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124529565","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: 7

Prediction of Breast Cancer Using Ensemble Learning 使用集成学习预测乳腺癌

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/ICAEE48663.2019.8975544

Sunanda Das, Dipayan Biswas

引用次数: 5

Halogen Doped Electronic Properties of 2D ZnO: A First Principles Study 卤素掺杂二维ZnO的电子性质:第一性原理研究

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/icaee48663.2019.8975495

Hossain Mansur Resalat Faruque, Kamal Hosen, A. S. M. Jannatul Islam, M. S. Islam

{"title":"Halogen Doped Electronic Properties of 2D ZnO: A First Principles Study","authors":"Hossain Mansur Resalat Faruque, Kamal Hosen, A. S. M. Jannatul Islam, M. S. Islam","doi":"10.1109/icaee48663.2019.8975495","DOIUrl":"https://doi.org/10.1109/icaee48663.2019.8975495","url":null,"abstract":"In recent times, two dimensional (2D) ZnO has attracted a great attention in the field of nano-research due to its extraordinary electronic, thermal and optical properties. In this paper, we have explored the effects of halogen impurity doping such as F, Cl, and Br atoms on the electronic properties of 2D ZnO using first principles calculation. The pristine 2D ZnO exhibits a semiconducting behavior with a direct bandgap of 1.67 eV on the Γ point. However, when impurities such as F, Cl, or Br atoms are introduced, the 2D ZnO shows semi-metallic behavior with almost zero bandgap. It is perceived that, owing to the introduction of F impurity, the zero bandgap is exhibited at the K point of the electronic band structure. However, in the case of Cl and Br impurities, the nearly zero bandgap is observed elsewhere rather than on the K point. Moreover, due to the introduction of impurity atoms, the Fermi level also shifted towards the conduction band (CB) suggesting an increase of the carrier concentration in the density of states (DOS) results. These findings might be very much beneficial when doping effect, especially halogen impurity doping is considered to modulate the electronic properties of 2D ZnO in the near future.","PeriodicalId":138634,"journal":{"name":"2019 5th International Conference on Advances in Electrical Engineering (ICAEE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131051524","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

Influence of CdCl2 Treatment Temperature on Structural and Optical Properties of CdTe Thin Films CdCl2处理温度对CdTe薄膜结构和光学性能的影响

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/ICAEE48663.2019.8975511

S. A. Razi, N. K. Das, S. Farhad, M. Matin

引用次数: 0

Quick Fire Sensing Model and Extinguishing by Using an Arduino Based Fire Protection Device 基于Arduino的消防设备的快速火灾传感模型与灭火

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/ICAEE48663.2019.8975538

Md. Rawshan Habib, Naureen Khan, K. Ahmed, Mahbubur Rahman Kiran, A. Asif, Mohaiminul Islam Bhuiyan, Omar Farrok

引用次数: 11

Efficient energy allocation in wireless sensor networks based on non-cooperative game over Gaussian fading channel 高斯衰落信道下基于非合作博弈的无线传感器网络能量有效分配

2019 5th International Conference on Advances in Electrical Engineering (ICAEE) Pub Date : 2019-09-01 DOI: 10.1109/ICAEE48663.2019.8975691

Suryaia Rahman, M. Rashid, M. Z. Alam

{"title":"Efficient energy allocation in wireless sensor networks based on non-cooperative game over Gaussian fading channel","authors":"Suryaia Rahman, M. Rashid, M. Z. Alam","doi":"10.1109/ICAEE48663.2019.8975691","DOIUrl":"https://doi.org/10.1109/ICAEE48663.2019.8975691","url":null,"abstract":"In this paper, we solve the energy optimization of Lloyd quantizer (LQ) based Robust iterative water-filling (LQ-RIWF) for a multiple-input multiple-output (MIMO) channel by minimizing the gradient of the local cost function (LCF) of each node by canceling the cross-interference through assigning a nulling set. This technique is known as LCF-LQ-RIWF. Our goal of this work is to design a non-cooperative game for an arbitrary Gaussian channel while guaranteeing convergence into an Nash Equilibrium (NE) state at minimum energy constraint. We first present the LQ-RIWF power allocation in NE state, and then extend the result for LCF-LQ-RIWF with global power constraint. We compare the sum-rate performance of LCF-LQ-RIWF with conventional power allocation techniques. A sufficient condition for the convergence of the proposed algorithm in NE state is derived and verified under the assumption that each node approaches a common water level based on instantaneous channel gain. Based on the theoretical investigation, we have carried out Matlab simulations and the results show that our proposed power allocation provides better performance compare to general sub-optimal techniques.","PeriodicalId":138634,"journal":{"name":"2019 5th International Conference on Advances in Electrical Engineering (ICAEE)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116061968","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