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A Comprehensive Study of Real-Time Vacant Parking Space Detection Towards the need of a Robust Model 面向鲁棒模型的实时车位检测综合研究
Pub Date : 2020-12-31 DOI: 10.53799/ajse.v19i3.80
Rifath Mahmud, A. Saif, D. Gomes
Detection of vacant parking space is becoming a challenging task gradually. Space utilization and management of vehicle space is now a demandable field of research. Searching for an empty parking space in congested traffic is a time-consuming process. The existing vacant parking space detection methods are not robust or generalized for images captured from different camera viewpoints. Finding a proper parking space in a busy city is really a challenging issue and people are facing this problem on a daily basis. The main purpose of this research is to comprehensively discuss the previous researches of vacant parking space detection and compare them from different aspects. Methods used in previous researches are descriptively discussed along with their advantages and disadvantages. The frameworks of previous researches were compared on six generalized phases and the experimental results are compared in terms of dataset, accuracy, processing time and other performance measures.  This research also focuses on the challenges of vision-based vacant parking space detection which will contribute to future researches and researchers can work to overcome these challenges.
空置车位的检测正逐渐成为一项具有挑战性的任务。车辆空间的空间利用与管理是当前一个亟待研究的领域。在拥挤的交通中寻找空的停车位是一个耗时的过程。现有的空置车位检测方法对于不同视点的图像缺乏鲁棒性和泛化性。在一个繁忙的城市找到一个合适的停车位确实是一个具有挑战性的问题,人们每天都面临着这个问题。本研究的主要目的是综合讨论前人关于车位检测的研究,并从不同方面进行比较。对以往研究中使用的方法进行了描述性的讨论,并分析了它们的优缺点。对已有研究框架在6个广义阶段进行了比较,并从数据集、精度、处理时间等性能指标对实验结果进行了比较。本研究还重点讨论了基于视觉的空置车位检测所面临的挑战,这将有助于未来的研究,研究者可以努力克服这些挑战。
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引用次数: 2
YOLO-Based Enhancement of Public Safety on Roads and Transportation in Bangladesh 基于yolo的加强孟加拉国道路和交通公共安全
Pub Date : 2020-09-30 DOI: 10.53799/AJSE.V19I2.91
Anjir Ahmed Chowdhury, Sabrina Kashem Chowdhury, Hanif, Sadia Noor Nosheen, Md. Saniat Rahman Zishan
In order to upgrade the efficiency level of multiple tracking like face, actions, characters, a deep learning method is introduced to reduce the accidents occurred in roads for carelessness and also to capture the criminals in Bangladesh. This paper presents a faster processing multiple detection method with the best possible outcome under the framework of YOLOv2 algorithm in the event of car accident, crossing foot over bridge and using the zebra crossing in Bangladesh. Different layers were added to the YOLOv2 algorithm to pass the information in various convolutional layers to detect multiple objects with actions. In this paper YOLOv2 algorithm under DarkFlow framework is used to achieve higher ratio of confidence value as the max convolutional layers reorganize the feature map so that other layers feature map can be matched with the bottom layers to achieve the expected output of the indicated events. By removing the noise from the unrelated area, the detections of the training video and test video adopt quite parallel confidence ratio.
为了提升人脸、动作、人物等多重跟踪的效率水平,引入了深度学习的方法,以减少道路上因粗心大意而发生的事故,并在孟加拉国抓获犯罪分子。本文提出了一种在YOLOv2算法框架下,在孟加拉国发生车祸、行人过桥、使用斑马线等情况下,处理速度更快、结果最好的多重检测方法。在YOLOv2算法中加入不同的层,在不同的卷积层中传递信息,检测多个有动作的对象。本文采用了DarkFlow框架下的YOLOv2算法,通过最大卷积层对特征图进行重组,使其他层的特征图与底层相匹配,达到指定事件的预期输出,从而获得更高的置信值比率。通过去除不相关区域的噪声,训练视频和测试视频的检测采用了相当平行的置信比。
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引用次数: 1
Load Flow Analysis of Dhaka Grid Using PSAT and ETAP and Performance Comparison to PGCB Data 基于PSAT和ETAP的达卡电网潮流分析及与PGCB数据的性能比较
Pub Date : 2019-12-31 DOI: 10.53799/ajse.v18i3.58
A. Alvi, M. Mannan
This paper deals with a load flow simulation of existing Dhaka Grid Circle of Bangladesh National Grid by using Power System Analysis Toolbox (PSAT) which is a free and open source software of MATLAB Simulink and Electrical Transient and Analysis Program (ETAP) software designed for simulation, operation, and automation of generation, distribution, and industrial power systems. All the data used to simulate were collected from Power Grid Company of Bangladesh (PGCB) and Load flow analysis was carried out using Newton Raphson method and simulated results were compared with PGCB Base Case Data. The network we are considering to simulate has 71 buses (400, 230 and 132 kV), 135 interconnecting lines, 32 generators, 47 loads and only 4 shunt capacitors as per the Dhaka grid circle system. Regarding the maximum demand of the load centers, total 5,525 MW load is connected in this system and the average grid generation in September, 2018 was 10,919.57 MW, though only 5988 MW of the total generation is enlisted in the Dhaka grid circle.
本文利用MATLAB Simulink中的免费开源软件Power System Analysis Toolbox (PSAT)和专为发电、配电和工业电力系统的仿真、运行和自动化而设计的Electrical Transient and Analysis Program (ETAP)软件,对孟加拉国国家电网现有的达卡电网圈进行了负荷流仿真。模拟的所有数据均来自孟加拉国电网公司(PGCB),采用Newton Raphson方法进行潮流分析,并将模拟结果与PGCB基准案例数据进行比较。我们正在考虑模拟的网络有71个母线(400、230和132千伏),135条互连线,32个发电机,47个负载,只有4个分流电容器。关于负荷中心的最大需求,该系统连接的总负荷为5,525兆瓦,2018年9月的平均电网发电量为10,919.57兆瓦,尽管总发电量中只有5988兆瓦被纳入达卡电网圈。
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引用次数: 0
High Speed OTDM-DWDM Bit Compressed Network for Long-Haul Communication 用于长途通信的高速OTDM-DWDM位压缩网络
Pub Date : 2019-08-31 DOI: 10.53799/ajse.v18i2.41
Tadbirul Islam, Mohammad Nasir Uddin
This paper represents an optical communication network design that incorporates both OTDM and DWDM techniques which provides up to 240 Gbit/s data transfer rate, long-haul communication distance of 2700 km with a maximum number of 384 channels in this designed architecture. Each channel has a bitrate of 625 Mbit/s that follows optical signal hierarchy OC-12, STS-12 (SONET ANSI), and STM-4 (SDH CCITT), and the design maintains standard parameters for commercially available channel grids at 100 GHz spacing. The communication is done by Single Mode Fiber (SMF) of 50 km and Dispersion Compensating Fiber (DCF) of 10 km followed by one optical amplifier gain in each span. Bit error rate (BER) remains significantly low while transmission distance for only OTDM is 18000 km at a BER < 10-12, and for the hybrid OTDM-DWDM it is 2700 km at a BER < 10-16. Both values are measured under 128 bits sequence length. Three compression stages are used for 8 channels each in order to minimize the gap between bits, and to utilize the space for more channels within a specific time window.
本文提出了一种结合OTDM和DWDM技术的光通信网络设计方案,该体系结构可提供高达240gbit /s的数据传输速率,最大384个信道,远程通信距离为2700 km。每个通道的比特率为625 Mbit/s,遵循光学信号层次OC-12, STS-12 (SONET ANSI)和STM-4 (SDH CCITT),并且该设计保持商用通道网格的标准参数,间隔为100 GHz。通信由50公里的单模光纤(SMF)和10公里的色散补偿光纤(DCF)完成,每段有一个光放大器增益。误码率(BER)仍然很低,而传输距离仅OTDM为18000公里,误码率< 10-12,而混合OTDM- dwdm为2700公里,误码率< 10-16。两个值都是在128位序列长度下测量的。三个压缩阶段用于8个通道,每个为了尽量减少比特之间的差距,并利用空间为更多的通道在一个特定的时间窗口。
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引用次数: 2
Gate Length Effect on Gallium Nitride Based Double Gate Metal-Oxide-Semiconductor Field-Effect Transistor 氮化镓基双栅金属氧化物半导体场效应晶体管的栅极长度效应
Pub Date : 2019-08-31 DOI: 10.53799/ajse.v18i2.43
R. Islam, K. Hasan, A. Mannan, M. Ali, Rokib Hasan
We have investigated the performance of Gallium Nitride (GaN) based Double-Gate (DG) Metal-Oxide-Semiconductor Field-Effect Transistor (MOSFET). Atlas Device Simulation Framework -Silvaco has been used to access Non-Equilibrium Green Function to distinguish the transfer characteristics curve, ON state current (ION), OFF-state current (IOFF), Drain Induced Barrier Lowering (DIBL), Subthreshold Swing, Electron Current Density, Conduction Band Energy and Electric Field. The concept of Solid state device physics on the effect of gate length studied for the next generation logic applications. GaN-based DG MOSFETs shows better performance than Si-based Single gate MOSFETs. The proposed device has drawn the attention over conventional SG-MOSFET due to fas switching performance. The device turn on and turn off voltage is respectively VGS=1V(On state) and VGS-0V(OFF State). To validate our simulation tool and model results, previous research model has been investigated using Silvaco Atlas and the results obtained are compared to the previous results.
我们研究了氮化镓(GaN)基双栅(DG)金属氧化物半导体场效应晶体管(MOSFET)的性能。Atlas器件仿真框架-Silvaco已被用于访问非平衡格林函数,以区分转移特性曲线,ON状态电流(ION), off状态电流(IOFF),漏极诱导势垒降低(DIBL),亚阈值摆幅,电子电流密度,导带能量和电场。固体器件物理学的概念对栅极长度的影响,为下一代逻辑应用研究。gan基DG mosfet的性能优于si基单栅mosfet。该器件因其快速开关性能而受到传统SG-MOSFET的关注。设备通断电压分别为VGS=1V(on状态)和VGS- 0v (off状态)。为了验证我们的仿真工具和模型结果,利用Silvaco Atlas对前人的研究模型进行了研究,并与前人的结果进行了比较。
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引用次数: 1
Reliability Analysis of Different Cell Configurations of Lithium ion battery Pack 锂离子电池组不同单体结构的可靠性分析
Pub Date : 2019-08-31 DOI: 10.53799/ajse.v18i2.40
Md. Nahian Al Subri Ivan, S. Devnath, Rethwan Faiz, Kazi Firoz Ahmed
To infer and predict the reliability of the remaining useful life of a lithium-ion (Li-ion) battery is very significant in the sectors associated with power source proficiency. As an energy source of electric vehicles (EV), Li-ion battery is getting attention due to its lighter weight and capability of storing higher energy. Problems with the reliability arises while li-ion batteries of higher voltages are required. As in this case several li-ion cells areconnected in series and failure of one cell may cause the failure of the whole battery pack. In this paper, Firstly, the capacity degradation of li-ion cells after each cycle is observed and secondly with the help of MATLAB 2016 a mathematical model is developed using Weibull Probability Distribution and Exponential Distribution to find the reliability of different types of cell configurations of a non-redundant li-ion battery pack. The mathematical model shows that the parallel-series configuration of cells is more reliable than the series configuration of cells. The mathematical model also shows that if the discharge rate (C-rate) remains constant; there could be an optimum number for increasing the cells in the parallel module of a parallel-series onfiguration of cells of a non-redundant li-ion battery pack; after which only increasing the number of cells in parallel module doesn’t increase the reliability of the whole battery pack significantly.
推断和预测锂离子(Li-ion)电池剩余使用寿命的可靠性在与电源熟练度相关的部门非常重要。锂离子电池作为电动汽车的一种能源,因其重量轻、储能能力高而备受关注。当需要更高电压的锂离子电池时,可靠性问题就出现了。在这种情况下,几个锂离子电池串联在一起,一个电池的故障可能导致整个电池组的故障。本文首先观察了锂离子电池在每次循环后的容量退化情况,然后借助MATLAB 2016,利用威布尔概率分布和指数分布建立了非冗余锂离子电池组不同类型电池配置的可靠性数学模型。数学模型表明,单元并联串联配置比单元串联配置更可靠。数学模型还表明,如果放电速率(C-rate)保持不变;在非冗余锂离子电池组电池的并联-串联配置的并联模块中,可能存在增加电池的最佳数量;在此之后,仅仅增加并联模块的电池数量并不能显著提高整个电池组的可靠性。
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引用次数: 3
Design and Implementation of a Three-Phase Inverter Operated with different Conduction Modes with Automatic Powerfactor Improvement 不同导通方式三相逆变器功率因数自动改进的设计与实现
Pub Date : 2019-08-31 DOI: 10.53799/ajse.v18i2.39
Mohammad Halimur Rahman, Md Abdul Mannan, Mohd Muinul Haq Mamun
Three phase inverters are widely used to control different industrial process. Power electronics based inverters are very popular for fast response and precise control. In this paper an IGBT based three phase power inverter is proposed. Conventional three different conduction modes of 1200, 1500 and 1800 have been adopted. Micro-controller based firing pulse generation circuit using a special multi-winding transformer and opt-coupler to apply isolated firing pulses for each IGBT has been developed and tested successfully. Simulation and test results of the inverter for three phase resistive as well as inductive loads have been presented. The test results are found to be in good agreement with the simulation outcome and also with the theoretical analysis. The main objective is to make an inverter with selectable conduction modes so that specific mode can be defined for resistive or reactive loads. The required correction for PFI is done by adjusting the percentage of duty cycle firing pulse of IGBT to control the capacitive current. The result of the experiment can be used to design PFI (Power Factor Improvement) units for the small industries and domestic users as well. In this paper a three phase inverter of multiple conduction mode with a switching capacitor power factor improvement (PFI) system is analyzed.
三相逆变器广泛用于各种工业过程的控制。基于电力电子的逆变器因其快速响应和精确控制而非常受欢迎。本文提出了一种基于IGBT的三相逆变器。采用了传统的1200、1500、1800三种不同的导通方式。利用专用的多绕组变压器和光耦合器,研制了一种基于微控制器的发射脉冲产生电路,并成功地对每个IGBT产生隔离的发射脉冲。给出了该逆变器在三相电阻负载和电感负载下的仿真和测试结果。试验结果与仿真结果和理论分析结果吻合较好。主要目标是制造一个具有可选择传导模式的逆变器,以便可以为电阻性或无功负载定义特定模式。所需的PFI校正是通过调整IGBT的占空比发射脉冲的百分比来控制电容电流来完成的。实验结果也可用于小型工业和国内用户的功率因数改进装置的设计。本文分析了一种带开关电容功率因数改进(PFI)系统的多导通模式三相逆变器。
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引用次数: 2
Genre of Bangla Music: A Machine Classification Learning Approach 孟加拉音乐体裁:一种机器分类学习方法
Pub Date : 2019-08-31 DOI: 10.53799/ajse.v18i2.42
Abhijit Bhowmik, A. E. Chowdhury
The necessity for designing autonomous indexing tools to establish expressive and efficient means of describing musical media content is well recognized. Music genre classification systems are significant to manage and use music databases. This research paper proposes an enhanced method to automatically classify music into different genre using a machine learning approach and presents the insight and results of the application of the proposed scheme to the classification of a large set of The Bangla music content, a South-East Asian language rich with a variety of music genres developed over many centuries. Building upon musical feature extraction and decision-making techniques, we propose new features and procedures to achieve enhanced accuracy. We demonstrate the efficacy of the proposed method by extracting features from a dataset of hundreds of The Bangla music pieces and testing the automatic classification decisions. This is the first development of an automated classification technique applied specifically to the Bangla music to the best of our knowledge, while the superior accuracy of the method makes it universally applicable.
设计自主索引工具以建立富有表现力和高效的方式来描述音乐媒体内容的必要性是公认的。音乐体裁分类系统对音乐数据库的管理和使用具有重要意义。本研究论文提出了一种增强的方法,使用机器学习方法将音乐自动分类为不同的流派,并展示了将所提出的方案应用于大量孟加拉语音乐内容的分类的见解和结果,孟加拉语是一种东南亚语言,具有许多世纪以来发展的各种音乐流派。在音乐特征提取和决策技术的基础上,我们提出了新的特征和程序来提高准确性。我们通过从数百个孟加拉音乐片段的数据集中提取特征并测试自动分类决策来证明所提出方法的有效性。据我们所知,这是第一个专门应用于孟加拉音乐的自动分类技术的发展,而该方法的优越准确性使其普遍适用。
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引用次数: 3
Social Internet of Things (SIoT) Enabled System Model for Smart Integration of Building‟s Energy, Water and Safety Management: Dhaka City, Bangladesh Perspective 建筑能源、水和安全管理智能集成的社会物联网(SIoT)支持系统模型:达卡市,孟加拉国
Pub Date : 2019-05-31 DOI: 10.53799/AJSE.V18I1.18
Md. Samin Rahman, M. Kabir
Dhaka, being the largest township of Bangladesh City Buildings is excreted by in-migration, a rapid growth of population, withering of living and infrastructure standard, which eventually is threatening overall sustainability and well beings. Modernization and digitalization of building infrastructure is not only an important step towards resolving the problems but also it will be a facilitator for smart, efficient and optimized urbanization. On May 2018, the authors conducted a survey among 51 Residential Building’s owner/building managers, 25 Non-residential Building’s owner/building managers and 25 corporate building’s owner/building managers to find market adoptable IoT solutions for building’s smart efficient energy, water and safety managements. The features requested in this survey are optimized and implemented by the authors and finally, here the system model with simulation results is presented. This system shows promising energy, water resource management optimization and some intriguing factors that validate its objectives, social characteristics, market usability.
达卡作为孟加拉国最大的城市城市,由于外来人口的快速增长,生活和基础设施水平的下降,最终威胁到整体的可持续性和福祉。基础设施现代化和数字化不仅是解决问题的重要手段,也是实现智慧、高效、优化城镇化的重要助力。2018年5月,作者对51个住宅建筑的业主/建筑经理、25个非住宅建筑的业主/建筑经理和25个企业建筑的业主/建筑经理进行了调查,以寻找市场可接受的物联网解决方案,用于建筑的智能高效能源、水和安全管理。作者对调查中要求的特性进行了优化和实现,最后给出了系统模型和仿真结果。该系统显示出良好的能源、水资源管理优化和一些有趣的因素,验证了其目标、社会特性和市场可用性。
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引用次数: 1
Modeling and Simulation of a Synchronous Generator with Rotor Angle Stability and Solve Inter Area Mode of Oscillation in Power System using Power System Stabilizer(PSS) 考虑转子角稳定的同步发电机建模与仿真及电力系统稳定器(PSS)求解区域间振荡模式
Pub Date : 2019-05-31 DOI: 10.53799/ajse.v18i1.20
Md. Lutfur Rahman, Md Abu Hena Shatil
Power System stabilizers are a form of supplementary control that is used to provide additional damping to the inter area mode oscillations or to stabilize a generator whose voltage regulator gain is such that it may result in negatively damped machine-to-system oscillations under certain conditions. It has seen observed that the damping of these small power oscillations can be improved by leading back appropriate stabilizing signals to the input of the gain’s exciter. Some input signals that have been considered in the research are slip speed, accelerating power, frequency. In this manuscript, we will use an establish approach to obtain a preliminary design for a power system stabilizer with slip speed as the feedback signal.
电力系统稳定器是补充控制的一种形式,用于为区域间模式振荡提供额外的阻尼,或用于稳定电压调节器增益过高的发电机,该增益可能导致在某些条件下产生负阻尼的机器对系统振荡。已经观察到,通过将适当的稳定信号引入增益激励器的输入,可以改善这些小功率振荡的阻尼。研究中考虑的输入信号有滑移速度、加速功率、频率等。在本文中,我们将使用一种建立的方法来获得以滑移速度作为反馈信号的电力系统稳定器的初步设计。
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引用次数: 1
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AIUB Journal of Science and Engineering (AJSE)
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