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Editors and Reviewers 编辑和审稿人
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432890
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引用次数: 0
Guest Editorial: SAUPEC/RobMech/PRASA 2020 客座编辑:SAUPEC/RobMech/PRASA 2020
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432894
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引用次数: 0
Class-Selective Mini-Batching and Multitask Learning for Visual Relationship Recognition 用于视觉关系识别的类选择小批量和多任务学习
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-03-17 DOI: 10.23919/SAIEE.2021.9432898
S. Josias;W. Brink
An image can be described by the objects within it, and interactions between those objects. A pair of object labels together with an interaction label is known as a visual relationship, and is represented as a triplet of the form (subject, predicate, object). Recognising visual relationships in images is a challenging task, owing to the combinatorially large number of possible relationship triplets, which leads to an extreme multiclass classification problem. In addition, the distribution of visual relationships in a dataset tends to be long-tailed, i.e. most triplets occur rarely compared to a small number of dominating triplets. Three strategies to address these issues are investigated. Firstly, instead of predicting the full triplet, models can be trained to predict each of the three elements separately. Secondly a multitask learning strategy is investigated, where shared network parameters are used to perform the three separate predictions. Thirdly, a class-selective mini-batch construction strategy is used to expose the network to more of the rare classes during training. Experiments demonstrate that class-selective mini-batch construction can improve performance on classes in the long tail of the data distribution, possibly at the expense of accuracy on the small number of dominating classes. It is also found that a multitask model neither improves nor impedes performance in any significant way, but that its smaller size may be beneficial. In an effort to better understand the behaviour of the various models, a novel evaluation approach for visual relationship recognition is introduced. We conclude that the use of semantics can be helpful in the modelling and evaluation process.
图像可以通过图像中的物体以及这些物体之间的相互作用来描述。一对对象标签和一个交互标签一起被称为视觉关系,并以三元组(主语、谓语、宾语)的形式表示。识别图像中的视觉关系是一项具有挑战性的任务,因为组合大量可能的关系三元组,这导致了极端的多类分类问题。此外,数据集中视觉关系的分布往往是长尾的,即与少数占主导地位的三元组相比,大多数三元组很少出现。研究了解决这些问题的三种策略。首先,可以训练模型分别预测三个元素,而不是预测完整的三元组。其次,研究了一种多任务学习策略,其中使用共享网络参数来执行三个独立的预测。第三,采用类选择性小批量构建策略,使网络在训练过程中接触到更多的稀有类。实验表明,类选择性小批构造可以提高数据分布长尾中类的性能,但可能以牺牲少量主导类的准确性为代价。研究还发现,多任务模型既不会以任何显著的方式提高也不会阻碍性能,但其较小的尺寸可能是有益的。为了更好地理解各种模型的行为,引入了一种新的视觉关系识别评估方法。我们得出结论,语义学的使用在建模和评估过程中是有帮助的。
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引用次数: 0
Investigative analysis of channel selection algorithms in cooperative spectrum sensing in cognitive radio networks 认知无线电网络中协作频谱感知信道选择算法的研究分析
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-29 DOI: 10.23919/SAIEE.2021.9340532
J. Tlouyamma;M. Velempini
The proliferation of wireless mobile devices has led to a number of challenges in mobile data communication. The world is experiencinganincreasingusage of finite spectrum bands for social media and other data communication services. It is due to this high usage that the Federal Communications Commission(FCC) sought to open up some spectrum bands to be used opportunistically by secondary users (SUs). However, the coexistence of Primary Users (PUs) and SUs may cause interference which leads to wastage of spectrum resources. This study investigates the impact of interferences between PUs and SUs. To ensure higher detection of PU signal, a cooperative rule was used to decide which SU to share and makea final decision about the availability of the spectrum band. To maximize the throughput of SU, a maximum likelihood function was designed to reduce delays in searching for the next available channel for data transmission. To discover more transmission opportunities and ensuring that a good number of free channels are detected, a parallel sensing technique was employed. Matlabwas used to simulate and generate the results in a distributed cognitive radio environment. The proposed extended generalizedpredictive channel selection algorithm (EXGPCSA) outperformed otherschemes in literature in terms of throughput, service timeandprobability of detection.
无线移动设备的激增给移动数据通信带来了许多挑战。世界正经历着社交媒体和其他数据通信服务对有限频带的日益使用。正是由于这种高使用率,联邦通信委员会(FCC)试图开放一些频段供二次用户(SU)机会主义地使用。然而,主用户(PU)和SU的共存可能会导致干扰,从而导致频谱资源的浪费。本研究调查了PU和SU之间干扰的影响。为了确保对PU信号进行更高的检测,使用合作规则来决定共享哪个SU,并对频带的可用性做出最终决定。为了最大化SU的吞吐量,设计了一个最大似然函数来减少搜索下一个可用信道进行数据传输的延迟。为了发现更多的传输机会并确保检测到大量的空闲信道,采用了并行传感技术。Matlab用于在分布式认知无线电环境中模拟和生成结果。所提出的扩展广义预测信道选择算法(EXGPCSA)在吞吐量、服务时间和检测概率方面优于文献中的其他方案。
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引用次数: 6
Detection of Bryde's whale short pulse calls using time domain features with hidden Markov models 利用时域特征和隐马尔可夫模型检测布氏鲸短脉冲叫声
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-29 DOI: 10.23919/SAIEE.2021.9340533
Oluwaseyi P. Babalola;Ayinde M. Usman;Olayinka O. Ogundile;Daniel J. J. Versfeld
Passive acoustic monitoring (PAM) is generally usedto extract acoustic signals produced by cetaceans. However, the large data volume from the PAM process is better analyzed using an automated technique such as the hidden Markovmodels (HMM). In this paper, the HMM is used as a detection and classification technique due to its robustness and low time complexity. Nonetheless, certain parameters, such as the choice of features to be extracted from the signal, the frame duration, and the number of states affect the performance of the model. Theresults show that HMM exhibits best performances as the number of states increases with short frame duration. However, increasing the number of states creates more computational complexity in the model. The inshore Bryde's whales produce short pulse calls with distinct signal features, which are observable in the time-domain. Hence, a time-domain feature vector is utilized to reduce the complexity of the HMM. Simulation results also show that average power as a time-domain feature vector provides the best performance compared to other feature vectors for detecting the short pulse call of inshore Bryde's whales based on the HMM technique. More so, the extracted features such as the average power, mean, and zero-crossing rate, are combined to form a single 3-dimensional vector (PaMZ). The PaMZ-HMM shows improved performance and reduced complexity over existing feature extraction techniques such as Mel-scale frequency cepstral coefficients (MFCC) and linear predictive coding (LPC). Thus, making the PaMZ-HMM suitable for real-time detection.
被动声学监测(PAM)通常用于提取鲸目动物产生的声学信号。然而,PAM过程中的大数据量可以使用诸如隐藏马尔可夫模型(HMM)之类的自动化技术进行更好的分析。在本文中,HMM由于其鲁棒性和低时间复杂度而被用作检测和分类技术。尽管如此,某些参数,例如要从信号中提取的特征的选择、帧持续时间和状态的数量,会影响模型的性能。结果表明,随着状态数的增加,HMM表现出最好的性能。然而,增加状态的数量会增加模型的计算复杂性。近海的布氏鲸发出具有明显信号特征的短脉冲叫声,这些信号在时域中是可观察到的。因此,利用时域特征向量来降低HMM的复杂度。仿真结果还表明,与基于HMM技术的其他特征向量相比,作为时域特征向量的平均功率提供了最佳性能,用于检测近海Bryde's鲸的短脉冲叫声。更重要的是,提取的特征,例如平均功率、平均值和过零率,被组合以形成单个三维向量(PaMZ)。与现有的特征提取技术(如梅尔尺度频率倒谱系数(MFCC)和线性预测编码(LPC))相比,PaMZ HMM显示出改进的性能和降低的复杂性。因此,使得PaMZ HMM适合于实时检测。
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引用次数: 4
On the attenuation of ultrasound by pure black tattoo ink 纯黑纹身油墨对超声波的衰减
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-29 DOI: 10.23919/SAIEE.2021.9340534
Craig S. Carlson;Aurélie Deroubaix;Clement Penny;Michiel Postema
Black tattoo ink comprises hydrophobic carbonblack nanoparticles. We hypothesized that black tattoo inkdemonstrates transient dynamic activity in an ultrasound field. Brightness-mode sonography was performed on cylindrical receptacles of different bore diameters, filled with black tattooink, water, saline, or air, using pulsed ultrasound with center frequencies of 13 MHz and 5 MHz. The scattering from black ink itself lasted less than tenminutes. At 13-MHz sonication, a transient drop in sound speed was observed, as well as a transient lessening of scattering from distal phantom tissue. The linear acoustic attenuation coefficient of pure black ink was measured to be 0.15±0.01 dB cm−1 MHz−1, equal to whole blood. Low-intensity ultrasonic tattoo removal would be of interestas an alternative to techniques that damage surrounding tissue.
黑色纹身油墨包括疏水性炭黑纳米颗粒。我们假设黑色纹身墨水在超声场中表现出短暂的动态活动。使用中心频率为13MHz和5MHz的脉冲超声,在充满黑色纹身墨水、水、盐水或空气的不同孔径的圆柱形容器上进行亮度模式超声。黑色墨水本身的散射持续了不到十分钟。在13MHz的超声处理下,观察到声速的瞬态下降,以及来自远端体模组织的散射的瞬态减少。纯黑色墨水的线性声学衰减系数为0.15±0.01 dB cm−1 MHz−1,相当于全血。低强度的超声波纹身去除将是一种有趣的替代技术,损害周围组织。
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引用次数: 2
Performance study of path loss models at 14, 18, and 22 GHz in an indoor corridor environment for wireless communications 无线通信室内走廊环境中14、18和22GHz路径损耗模型的性能研究
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-29 DOI: 10.23919/SAIEE.2021.9340535
Mohamed K. Elmezughi;Thomas J. Afullo;Nicholas O. Oyie
The critical rule to achieve extremely high peaks of data transmission is the availability of a tremendous amount of bandwidth. The super high frequency (SHF) and the millimeter-wave (mmWave) frequency bands are the candidates for the deployment of the 5G cellular system and for satisfying future needs due to their massively available blocks of contiguous raw bandwidth that is capable of supporting additional data traffic for multimedia services. This research paper presents propagation measurements at three frequencies above 6 GHz, which are 14, 18, and 22 GHz frequency bands. The measurements were carried out or both line-of-sight (LOS) and non-line-of-sight (NLOS) communication scenarios in an indoor corridor environment to present frequency- and distance-dependent wireless channel models. Moreover, this study presents, investigates, and compares the performance of two well-known path loss prediction models; the single frequency close-in (CI) free space reference distance model and the single frequency floating intercept (FI) model. The LOS comparison study shows that the CI and FI models provide comparable and accurate estimates that fit the real measured data for the frequency bands selected. Furthermore, the study investigates the behavior of the path loss exponent (PLE) and the FI model parameters as a function of the reception angle of arrival (AoA) in the NLOS scenario. It is observed from this work that the path loss models' parameters exhibit symmetrical behavior around 180° AoA. The FI model provides the same standard deviation values as the CI model in the LOS scenario. In contrast, the FI model offers a notable reduction(up to 2.84 dB) compared to the CI model in the NLOS scenario. Finally, the LOS and NLOS results reveal that the CI and FI models can be trusted as good path loss models for corridor environments and exhibit stable behavior over measured distances and frequencies.
实现极高数据传输峰值的关键规则是巨大带宽的可用性。超高频(SHF)和毫米波(mmWave)频带是部署5G蜂窝系统和满足未来需求的候选频带,因为它们具有大量可用的连续原始带宽块,能够支持多媒体服务的额外数据业务。本文介绍了在6 GHz以上的三个频率(即14、18和22 GHz频带)下的传播测量。测量是在室内走廊环境中或视距(LOS)和非视距(NLOS)通信场景中进行的,以呈现与频率和距离相关的无线信道模型。此外,本研究提出、研究并比较了两种著名的路径损耗预测模型的性能;单频率接近(CI)自由空间参考距离模型和单频率浮动截距(FI)模型。服务水平比较研究表明,CI和FI模型提供了可比和准确的估计,符合所选频带的实际测量数据。此外,该研究还研究了非直瞄场景中路径损耗指数(PLE)和FI模型参数作为接收到达角(AoA)函数的行为。从这项工作中可以观察到,路径损耗模型的参数在180°AoA附近表现出对称行为。在服务水平场景中,FI模型提供与CI模型相同的标准偏差值。相反,与非直瞄场景中的CI模型相比,FI模型提供了显著的降低(高达2.84dB)。最后,LOS和NLOS结果表明,CI和FI模型可以作为走廊环境的良好路径损耗模型,并且在测量的距离和频率上表现出稳定的行为。
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引用次数: 18
Design and implementation of a Luganda text normalization module for a speech synthesis software program 语音合成软件程序中Luganda文本规范化模块的设计与实现
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2020-09-10 DOI: 10.23919/SAIEE.2020.9194384
Ronald Kizito;Wayne S. Okello;Sulaiman Kagumire
This paper describes a Luganda text normalization module, a crucial component needed for a Luganda Text to Speech system. We describe the use of a rule-based approach for detection, classification and verbalization of Luganda text. At the core of this module are the Luganda grammar rules that were hand-built to normalize Non-Standard Words (NSWs) from different semiotic and noun classes. Input text is first analyzed, matched against handcrafted patterns developed using regular expressions to detect any NSWs. Upon detection, NSWs are tokenized and classified into one of the semiotic classes and then if necessary, into one of the Luganda noun classes. These are subsequently verbalized, each according to its semiotic as well as noun class, and a new text file is produced. We tested the module with 7 datasets and achieved average detection and normalization rates of 82% and 77.7% respectively.
本文描述了一个卢甘达文本规范化模块,它是卢甘达语音转换系统所需的关键组件。我们描述了使用基于规则的方法对卢甘达文本进行检测、分类和动词化。该模块的核心是Luganda语法规则,这些规则是手工构建的,用于规范来自不同符号和名词类的非标准词。首先对输入文本进行分析,并根据使用正则表达式开发的手工模式进行匹配,以检测任何NSW。在检测到NSW时,将其标记化并分类到一个符号类中,然后在必要时,分类到卢甘达名词类中。随后,根据其符号学和名词类对这些内容进行言语化,并生成一个新的文本文件。我们用7个数据集测试了该模块,平均检测率和归一化率分别为82%和77.7%。
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引用次数: 2
A novel low line regulation CMOS voltage reference without BJTs and resistors 一种新型无BJT和电阻器的低线调节CMOS电压基准
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2020-09-10 DOI: 10.23919/SAIEE.2020.9194381
Changqing Zhang;Xia Wu;Wanling Deng;Junkai Huang
A novel CMOS-only low line regulation voltage reference is presented in this paper. An output subcircuit composed of MOSFETs operating in the subthreshold region and saturation region is utilized to eliminate the temperature dependence of mobility and oxide capacitance, and produces a temperature-insensitive voltage reference. No bipolar junction transistors (BJTs) or resistors are used which can decrease the area greatly. By using most of the transistors operating in the subthreshold region, the power dissipation and the supply voltage are reduced. The proposed voltage reference is designed in the standard 0.18 μm CMOS process. The simulation results show that the output voltage is 958.971 mV at TT process corners, a temperature coefficient of 18.6096 ppm/°C range from20 °C to 110 °C is achieved, the line regulator (LR) of the proposed circuit is 0.037 mV/V from 1.5 V to 2.5 V supply voltage, and the power supply rejection ratio (PSRR) is75.77 dB at 100 Hz. The active area of the presented voltage reference is 0.0038 mm2.
摘要本文提出了一种新型的纯cmos低电压基准电路。利用在亚阈值区和饱和区工作的mosfet组成的输出子电路来消除迁移率和氧化物电容的温度依赖性,并产生温度不敏感的基准电压。没有使用双极结晶体管(BJTs)或电阻,可以大大减少面积。由于大部分晶体管工作在亚阈值区域,降低了功耗和电源电压。所提出的电压基准是在标准0.18µm CMOS工艺中设计的。仿真结果表明,该电路在TT工艺拐角处的输出电压为958.971 mV,在-20 ~ 110℃范围内的温度系数为18.6096 ppm/°C,在1.5 ~ 2.5 V电压范围内的线路稳压(LR)为0.037 mV/V, 100 Hz时的电源抑制比(PSRR)为-75.77 dB。给出的电压基准的有效区域为0.0038 mm 2
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引用次数: 1
Editors and reviewers 编辑和评审
IF 1.4 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2020-09-10 DOI: 10.23919/SAIEE.2020.9194379
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引用次数: 0
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SAIEE Africa Research Journal
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