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Emotion classification for musical data using deep learning techniques 使用深度学习技术对音乐数据进行情感分类
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp240-247
Gaurav Agarwal, Sachi Gupta, Shivani Agarwal, Aul Kumar Rai
This research is done based on the identification and thorough analyzing musical data that is extracted by the various method. This extracted information can be utilized in the deep learning algorithm to identify the emotion, based on the hidden features of the dataset. Deep learning-based convolutional neural network (CNN) and long short-term memory-gated recurrent unit (LSTM-GRU) models were developed to predict the information from the musical information. The musical dataset is extracted using the fast Fourier transform (FFT) models. The three deep learning models were developed in this work the first model was based on the information of extracted information such as zero-crossing rate, and spectral roll-off. Another model was developed on the information of Mel frequencybased cepstral coefficient (MFCC) features, the deep and wide CNN algorithm with LSTM-GRU bidirectional model was developed. The third model was developed on the extracted information from Mel-spectrographs and untied these graphs based on two-dimensional (2D) data information to the 2D CNN model alongside LSTM models. Proposed model performance on the information from Mel-spectrographs is compared on the F1 score, precision, and classification report of the models. Which shows better accuracy with improved F1 and recall values as compared with existing approaches.
本研究是在对各种方法提取的音乐数据进行识别和深入分析的基础上完成的。这些提取的信息可以用于深度学习算法,基于数据集的隐藏特征来识别情绪。建立了基于深度学习的卷积神经网络(CNN)和长短期记忆门控循环单元(LSTM-GRU)模型对音乐信息进行预测。使用快速傅里叶变换(FFT)模型提取音乐数据集。本文建立了三种深度学习模型,第一种模型基于提取的信息,如过零率和谱滚降。另一种基于Mel频基倒谱系数(MFCC)特征信息的模型,提出了基于LSTM-GRU双向模型的深宽CNN算法。第三个模型是基于mel -光谱仪提取的信息开发的,并将这些基于二维(2D)数据信息的图与LSTM模型一起解绑定到二维CNN模型中。从模型的F1分数、精度和分类报告三个方面比较了模型在mel -光谱仪信息上的性能。与现有方法相比,改进的F1和召回值显示出更好的准确率。
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引用次数: 0
Turbo encoder and decoder chip design and FPGA device analysis for communication system 通信系统Turbo编解码器芯片设计及FPGA器件分析
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp174-185
Aakanksha Devrari, Adesh Kumar
Turbo codes are error-correcting codes with performance that is close to the Shannon theoretical limit (SHA). The motivation for using turbo codes is that the codes are an appealing mix of a random appearance on the channel and a physically realizable decoding structure. The communication systems have the problem of latency, fast switching, and reliable data transfer. The objective of the research paper is to design and turbo encoder and decoder hardware chip and analyze its performance. Two convolutional codes are concatenated concurrently and detached by an interleaver or permuter in the turbo encoder. The expected data from the channel is interpreted iteratively using the two related decoders. The soft (probabilistic) data about an individual bit of the decoded structure is passed in each cycle from one elementary decoder to the next, and this information is updated regularly. The performance of the chip is also verified using the maximum a posteriori (MAP) method in the decoder chip. The performance of field-programmable gate array (FPGA) hardware is evaluated using hardware and timing parameters extracted from Xilinx ISE 14.7. The parallel concatenation offers a better global rate for the same component code performance, and reduced delay, low hardware complexity, and higher frequency support.
Turbo码是性能接近香农理论极限(SHA)的纠错码。使用turbo码的动机是,这些码是信道上随机外观和物理上可实现的解码结构的吸引人的组合。通信系统存在延迟、快速切换和可靠数据传输等问题。本文的研究目的是设计和turbo编码器和解码器的硬件芯片,并分析其性能。两个卷积码并发连接,并由turbo编码器中的交织器或permuter分离。使用两个相关的解码器迭代地解释来自信道的预期数据。关于被解码结构的单个比特的软(概率)数据在每个周期中从一个基本解码器传递到下一个解码器,并且该信息定期更新。在解码器芯片中采用最大后验(MAP)方法验证了芯片的性能。使用从Xilinx ISE 14.7中提取的硬件和时序参数来评估现场可编程门阵列(FPGA)硬件的性能。并行连接为相同的组件代码性能提供了更好的全局速率,减少了延迟,降低了硬件复杂性,并提供了更高的频率支持。
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引用次数: 0
Research, challenges and opportunities in software define radio technologies 软件领域的研究、挑战和机遇定义了无线电技术
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp260-268
Jacob Abraham, Kanagaraj Venusamy, A. Judice, Joel Livin A. Obtained, Hameed Shaik, K. Suriyan
The network extended not just internationally but also throughout a broad variety of application areas in this age, with healthcare being one of the most well-known and vital industries. Improvements in healthcare are possible if we start using the popular internet of things (IoT) technology as a key instead of focusing on other disciplines. Wireless body area network (WBAN) is a field in which we communicate with a network of human people and medical equipment that may be used in conjunction with internet of things technology to perform any function. Additional features for software defined networks will be added in the future. In the event of a critical crisis, the suggested suggestions will be to take care of the patient's life. Because the fitted equipment keeps a lot better eye on the patient than previously advised methods. This study combines WBAN, IoT, and software defined network (SDN) to make sense in the healthcare field.
该网络不仅在国际上扩展,而且在这个时代扩展到各种各样的应用领域,其中医疗保健是最知名和最重要的行业之一。如果我们开始使用流行的物联网(IoT)技术作为关键,而不是专注于其他学科,医疗保健的改善是可能的。无线体域网络(WBAN)是我们与人类网络和医疗设备进行通信的领域,可以与物联网技术结合使用,以执行任何功能。软件定义网络的其他功能将在未来添加。在危急关头,提出的建议将是照顾病人的生命。因为与以前建议的方法相比,安装的设备能更好地照顾病人。这项研究结合了WBAN、物联网和软件定义网络(SDN),在医疗保健领域有意义。
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引用次数: 0
Development of magnetic levitation system with position and orientation control 具有位置和方向控制的磁悬浮系统的研制
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp287-296
Siti Juliana Abu Bakar, Koay J-Shenn, P. Goh, N. S. Ahmad
This work demonstrates the design and development of a magnetic levitation (MagLev) system that is able to control both the position and orientation of the levitated object. For the position control, a pole placement method was exploited to estimate parameters of the proportional integral derivative (PID) controller. In addition, the MagLev was constructed using a pair of electromagnets, two infrared (IR) receiver-emitter pairs and a servo motor to allow the orientation of the object to be controlled. The proposed controller was programmed in a LabVIEW environment, which was then compiled and deployed into an embedded NI myRIO board. Experimental results demonstrated that the proposed method was able to achieve a zero steady-state orientation error when the object was rotated from 0 ◦ to ±90◦ , a steady-state position error of 0.3 cm without rotation, and steady-state position errors of no greater than 1.2 cm with rotation.
这项工作演示了磁悬浮系统的设计和开发,该系统能够控制悬浮物体的位置和方向。对于位置控制,采用极点放置法估计比例积分导数(PID)控制器的参数。此外,磁悬浮列车由一对电磁铁、两对红外接收器-发射器和一个伺服电机组成,以控制物体的方向。提出的控制器在LabVIEW环境下编程,然后编译并部署到嵌入式NI myRIO板中。实验结果表明,该方法可实现物体从0◦到±90◦旋转时的稳态定位误差为零,不旋转时的稳态位置误差为0.3 cm,旋转时的稳态位置误差不大于1.2 cm。
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引用次数: 0
Video saliency-detection using custom spatiotemporal fusion method 基于自定义时空融合方法的视频显著性检测
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp269-275
Vinay C. Warad, Ruksar Fatima
There have been several researches done in the field of image saliency but not as much as in video saliency. In order to increase precision and accuracy during compression, reduce coding complexity and time consumption along with memory allocation problems with our proposed solution. It is a modified high-definition video compression (HEVC) pixel based consistent spatiotemporal diffusion with temporal uniformity. It involves taking apart the video into groups of frames, computing colour saliency, integrate temporal fusion, pixel saliency fusion is conducted and then colour information guides the diffusion process for the spatiotemporal mapping with the help of permutation matrix. The proposed solution is tested on a publicly available extensive dataset with five global saliency valuation metrics and is compared with several other state-of-the-art saliency detection methods. The results display and overall best performance amongst all other candidates.
在图像显著性领域已经有了一些研究,但在视频显著性方面的研究还不够多。为了提高压缩过程中的精度和准确性,我们提出的解决方案可以减少编码复杂性和时间消耗以及内存分配问题。它是一种基于时间均匀性的一致时空扩散的改进的高清视频压缩(HEVC)像素。它包括将视频分解成帧组,计算颜色显著性,积分时间融合,进行像素显著性融合,然后借助排列矩阵引导颜色信息的扩散过程进行时空映射。提出的解决方案在具有五个全球显著性评估指标的公开广泛数据集上进行了测试,并与其他几种最先进的显著性检测方法进行了比较。在所有候选人中,结果显示和整体表现最佳。
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引用次数: 0
Heart failure prediction based on random forest algorithm using genetic algorithm for feature selectio 基于随机森林的心衰预测算法,采用遗传算法进行特征选择
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp205-214
Yudi Ramdhani, Cakra Mahendra Putra, D. Alamsyah
A disorder or illness called heart failure results in the heart becoming weak or damaged. In order to avoid heart failure early on, it is crucial to understand the causes of heart failure. Based on validation, two experimental processing steps will be applied to the dataset of clinical records related to heart failure. Testing will be done in the first step utilizing six different classification algorithms, including K-nearest neighbor, neural network, random forest, decision tree, Naïve Bayes, and support vector machine (SVM). Cross-validation was employed to conduct the test. According to the results, the random forest algorithm performed better than the other five algorithms in tests employing the algorithm. Subsequent testing uses an algorithm with the best accuracy value, which will then be tested again using split validation with varying split ratios and genetic algorithms as a selection feature. The value generated from testing using the genetic algorithm selection feature is better than the random forest algorithm alone, which is recorded to produce an accuracy value of 93.36% in predicting the survival of heart failure patients.
一种叫做心力衰竭的紊乱或疾病会导致心脏变得虚弱或受损。为了尽早避免心力衰竭,了解心力衰竭的原因是至关重要的。在验证的基础上,将两个实验处理步骤应用于心力衰竭相关临床记录数据集。第一步将使用六种不同的分类算法进行测试,包括k -最近邻、神经网络、随机森林、决策树、Naïve贝叶斯和支持向量机(SVM)。采用交叉验证法进行检验。结果表明,随机森林算法在使用该算法的测试中表现优于其他五种算法。随后的测试使用具有最佳精度值的算法,然后将使用具有不同分割比率和遗传算法作为选择特征的分割验证再次进行测试。使用遗传算法选择特征进行测试产生的值优于单独使用随机森林算法,记录其预测心力衰竭患者生存的准确率值为93.36%。
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引用次数: 1
FPGA-based fault analysis for 7-level switched ladder multi-level inverter using decision tree algorithm 基于fpga的7电平梯形多电平逆变器故障分析
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp157-164
Nithya Ramalingam, Anitha Thiagarajan
The proposed method involves the fault analysis of the inverter switches present in the multi-level inverter (MLI) circuitry. The decision tree machine learning algorithm is incorporated for the fault analysis of the inverter switches. The multi-level inverter utilized in this work is a 7-level switched ladder multi-level inverter. There is 4 number of switches in the design of a 7-level inverter driven by the non-carrier digital pulse width modulation signals. The non-carried-based digital pulse-width modulator (DPWM) generation is generated using the event angle for the 7-level of the switched ladder inverter. The proposed method investigates the stuck-at-fault occurrences of the 4 switches in the inverter by manipulating the decision tree parameters such as entropy, information gain, and decision tree. Based on the decision tree, the very high-speed integrated circuit hardware description language (VHDL) code is developed by making use of the behavioral modeling and validated for the power, area in the Xilinx Vivado tool. The real-time feasibility is verified for the proposed method by synthesizing the developed VHDL code in the field programmable gate array (FPGA) device.
该方法涉及多电平逆变器(MLI)电路中逆变器开关的故障分析。采用决策树机器学习算法对逆变器开关进行故障分析。本课题采用的多电平逆变器为7电平开关梯式多电平逆变器。在非载波数字脉宽调制信号驱动的7电平逆变器设计中,有4个开关。非载波数字脉宽调制器(DPWM)的产生是利用开关梯式逆变器7电平的事件角度产生的。该方法通过控制决策树参数如熵、信息增益和决策树来研究逆变器中4个开关的卡故障发生情况。在决策树的基础上,利用行为建模技术开发了超高速集成电路硬件描述语言(VHDL)代码,并在Xilinx Vivado工具中对电源区域进行了验证。通过在现场可编程门阵列(FPGA)器件中综合所开发的VHDL代码,验证了所提方法的实时性可行性。
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引用次数: 1
Analysis of frequency dependent Vedic chanting and its influence on neural activity of humans 频率依赖性吠陀念诵及其对人类神经活动的影响分析
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp230-239
Veera Raghava Swamy Nalluri, V. K. Sonti, G. Sundari
In this paper a novel methodology is proposed to identify and to compare the frequency range of different Vedic chantings from Rig Veda, Yajur Veda, Atharva Veda and Sama Veda. Nowadays in spite of busy schedule and hectic work, the human beings are mostly stressed. To get rid from this stressed state, one of the best solutions is listening Vedic chantings. The alpha brainwaves are in the frequency range of 8-12 Hz under giving relaxation to stressed human being. Three selected samples from each Veda have been processed through the simulation compiler Praat and the parameters like spectral response, pitch, intensity, formants and pulses have observed. In the above identified parameters, the frequency in intensity calculation is taken for each sample. This frequency is compared with the brainwaves for which the frequencies are in the ranges of 0 Hz to >27 Hz (alpha, beta, gamma, theta and delta). The extracted signal frequencies from Vedic chantings are compared with frequencies of brainwaves. Among the four Vedas, the frequencies extracted from Sama Veda lies in alpha frequency range. The remaining is fluctuating from alpha.
本文提出了一种新的方法来识别和比较来自梨俱吠陀、雅珠吠陀、阿达瓦吠陀和萨马吠陀的不同吠陀颂歌的频率范围。如今,尽管繁忙的日程和繁忙的工作,人类大多是压力。要摆脱这种紧张状态,最好的解决办法之一就是听吠陀经。当压力大的人放松时,α脑电波的频率范围为8-12赫兹。通过模拟编译器Praat对每个吠陀选定的三个样本进行处理,并观察到光谱响应、基音、强度、共振峰和脉冲等参数。在上述确定的参数中,对每个试样取强度计算中的频率。这个频率与频率在0赫兹到>27赫兹(alpha, beta, gamma, theta和delta)范围内的脑电波进行比较。从吠陀吟诵中提取的信号频率与脑电波的频率进行比较。在四部吠陀中,从Sama Veda中提取的频率位于alpha频率范围。剩下的是波动的。
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引用次数: 0
Reconfigurable linear feedback shift register for wireless communication and coding 用于无线通信和编码的可重构线性反馈移位寄存器
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp195-204
Aakanksha Devrari, Adesh Kumar
Linear feedback shift register (LFSR) is the basic building block of the communication system used in different coding, error detection and correction codes, such as gold, low-density parity check (LDPC), polar, and turbo codes. There are simple shift register-based n-bit counters with a few XOR gates that behave pseudo-randomly. The LFSR is used in chip hardware for high-speed operations, error control, and the generation of pseudo-random numbers. The hardware chip design and performance estimation of the LFSR is the problem for specific communication system. The motivation of the work is to generate the Gold code sequence by the integration of two LFSR. The article proposes the hardware chip design and simulation of two 5-bit LFSR modules used for the gold sequence generator applicable for the communication systems. The novelty of the work is that the design is scalable and can be extended based on the requirements of the systems which is synthesized and experimentally verified on the Zynq-7000 field programmable gate array (FPGA) board. The concept of this design is programmable and can be extended to n-bit based on the applications. The work is supported, and formulated using very high speed integrated circuit hardware description language (VHDL) programming in Xilinx ISE 14.7 software.
线性反馈移位寄存器(LFSR)是通信系统的基本组成部分,用于不同的编码、错误检测和纠错码,如黄金码、低密度奇偶校验码(LDPC)、极性码和turbo码。有一些简单的基于移位寄存器的n位计数器,带有一些表现为伪随机的异或门。LFSR用于芯片硬件的高速操作、错误控制和伪随机数的生成。LFSR的硬件芯片设计和性能评估是具体通信系统需要解决的问题。工作的动机是通过两个LFSR的集成来生成Gold码序列。本文提出了适用于通信系统的金序列发生器的两个5位LFSR模块的硬件芯片设计和仿真。这项工作的新颖之处在于设计具有可扩展性,可以根据系统的要求进行扩展,并在Zynq-7000现场可编程门阵列(FPGA)板上进行了合成和实验验证。本设计的概念是可编程的,可以根据应用扩展到n位。这项工作得到了Xilinx ISE 14.7软件中超高速集成电路硬件描述语言(VHDL)编程的支持和制定。
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引用次数: 1
Optimized load balancing mechanism in parallel computing for workflow in cloud computing environment 优化了云计算环境下工作流并行计算中的负载均衡机制
Pub Date : 2023-07-01 DOI: 10.11591/ijres.v12.i2.pp276-286
Asma Anjum, A. Parveen
Cloud computing gives on-demand access to computing resources in metered and powerfully adapted way; it empowers the client to get access to fast and flexible resources through virtualization and widely adaptable for various applications. Further, to provide assurance of productive computation, scheduling of task is very much important in cloud infrastructure environment. Moreover, the main aim of task execution phenomena is to reduce the execution time and reserve infrastructure; further, considering huge application, workflow scheduling has drawn fine attention in business as well as scientific area. Hence, in this research work, we design and develop an optimized load balancing in parallel computation aka optimal load balancing in parallel computing (OLBP) mechanism to distribute the load; at first different parameter in workload is computed and then loads are distributed. Further OLBP mechanism considers makespan time and energy as constraint and further task offloading is done considering the server speed. This phenomenon provides the balancing of workflow; further OLBP mechanism is evaluated using cyber shake workflow dataset and outperforms the existing workflow mechanism.
云计算以计量和强大的方式按需访问计算资源;它使客户端能够通过虚拟化访问快速灵活的资源,并广泛适应各种应用程序。此外,在云基础设施环境中,为了保证高效的计算,任务调度是非常重要的。任务执行现象的主要目的是减少执行时间和储备基础设施;此外,工作流调度由于其巨大的应用,在商业和科学领域都受到了广泛的关注。因此,在本研究工作中,我们设计并开发了一种并行计算中的优化负载平衡机制,即并行计算中的最优负载平衡(OLBP)机制来分配负载;首先计算不同的负载参数,然后进行负载分配。进一步的OLBP机制将makespan时间和能量作为约束,并考虑服务器速度进行进一步的任务卸载。这种现象提供了工作流程的平衡;利用网络震动工作流数据集对OLBP机制进行了进一步的评估,结果优于现有的工作流机制。
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引用次数: 0
期刊
International Journal of Reconfigurable and Embedded Systems (IJRES)
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