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FPGA-enabled lossless ECG signal compression system using an integer adaptive compressor 使用整数自适应压缩器的 FPGA 无损心电信号压缩系统
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-03-22 DOI: 10.1007/s10470-024-02269-w
Palagiri Veera Reddy, V. V. Satyanarayana Tallapragada

The most common non-invasive diagnostic model is the Electrocardiogram (ECG), which records the heart’s electrical activity over time and is used to diagnose various heart conditions. Due to the requirements of a typical eHealth system, it is necessary to compress ECG signals for long-term data recording and remote transmission. Moreover, cardiovascular diseases (CVDs) have been considered the most long-lasting disorders in recent years. The transmission of information from the patient to the distant hospital is necessary because rapid analysis and treatment are essential for the condition to be cured. Also, the data must be in the form of lossless and high-predictability data. So, the goal of this study was to create a two-stage lossless Integer Adaptive Predictor (IAP) compressor that could be implemented on a Field Programmable Gate Array (FPGA) without introducing any data loss during the compression process. Before compression, the ECG signals are denoised using a Fast Normalized Least Mean Square (FNLMS) algorithm-based adaptive filter, which removes the undesirable noise presented in the signal. Here, the adaptive filter is designed based on the hybrid systolic folding structure and compressor-based multiplier architecture to minimize the power, delay and area consumption of the filter while performing the signal-denoising process. Xilinx and MATLAB are used to run simulations using the MIT-BIH Arrhythmia and PTB diagnostic databases. Several performance parameters are used to assess the proposed design’s efficacy, and the results are compared to those of similar current designs. Consequently, the proposed compressor achieves a 45.23% compression ratio (CR) on MIT-BIH and a 10.87% average CR on the PTB diagnostic database, which demonstrates that the compression proficiency of the proposed design is high.

最常见的无创诊断模型是心电图(ECG),它记录心脏在一段时间内的电活动,用于诊断各种心脏疾病。由于典型电子医疗系统的要求,有必要压缩心电图信号,以便长期记录数据和进行远程传输。此外,心血管疾病(CVD)近年来被认为是最持久的疾病。从患者到远方医院的信息传输是必要的,因为快速分析和治疗是治愈疾病的关键。此外,数据必须是无损和高可预测性数据。因此,本研究的目标是创建一个两级无损整数自适应预测器(IAP)压缩器,该压缩器可在现场可编程门阵列(FPGA)上实现,而不会在压缩过程中造成任何数据丢失。在压缩之前,使用基于快速归一化最小均方算法(FNLMS)的自适应滤波器对心电图信号进行去噪处理,以去除信号中出现的不良噪声。在这里,自适应滤波器的设计基于混合收缩折叠结构和基于压缩器的乘法器架构,以便在执行信号去噪过程时最大限度地降低滤波器的功耗、延迟和面积消耗。使用 Xilinx 和 MATLAB,利用 MIT-BIH 心律失常和 PTB 诊断数据库进行仿真。使用几个性能参数来评估拟议设计的功效,并将结果与当前类似设计的结果进行比较。结果表明,拟议的压缩机在 MIT-BIH 数据库中实现了 45.23% 的压缩率 (CR),在 PTB 诊断数据库中实现了 10.87% 的平均压缩率 (CR),这表明拟议设计的压缩能力很强。
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引用次数: 0
Model and design of an efficient controller for microgrid connected HRES system with integrated DC–DC converters: ATLA-GBDT approach 为带集成直流-直流转换器的微电网连接 HRES 系统建立模型并设计高效控制器:ATLA-GBDT 方法
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-03-12 DOI: 10.1007/s10470-023-02218-z
Kamaraju Vechalapu, Chintapalli V. V. S. Bhaskara Reddy

A controller is modelled and designed to optimize the power transfer in microgrid-connected hybrid renewable energy systems using an integrated DC/DC converter. To maximize the converter's output power and minimize the switching losses of the converter, a model is developed by including a simplified high conversion ratio converter, a maximal power point tracker, and an optimal controller with an effective control strategy. The proposed control system is a combination of the Artificial Transgender Longicorn Algorithm (ATLA) and the Gradient Boosting Decision Tree (GBDT) algorithm, named the ATLA-GBDT method. In the suggested technique, the ATLA is used as an assessment method to build up accurate control signals for the system and to improve the control signals database for offline use while considering the power exchange between the source and load. In addition, for training a GBDT system online, the data set received from the sensor is used to develop a control system for faster response. In addition, the goal function is defined by the system data, which is subject to equality and inequality constraints. Various constraints considered in the problem formulation are the output of renewable energy sources, power requirements, and the state of charge of storage components. The proposed control system is simulated using the MATLAB/Simulink platform, and the implementation is compared with the existing techniques. Various performance metrics like accuracy, specificity, recall and precision, RMSE, MAPE, and MBE of the proposed method and existing methods in the literature are presented.

本文对一种控制器进行了建模和设计,以优化使用集成直流/直流转换器的微电网连接混合可再生能源系统的功率传输。为了使转换器的输出功率最大化,并使转换器的开关损耗最小化,通过简化的高转换比转换器、最大功率点跟踪器和具有有效控制策略的优化控制器,建立了一个模型。所提出的控制系统结合了人工变性龙角算法(ATLA)和梯度提升决策树算法(GBDT),命名为 ATLA-GBDT 方法。在建议的技术中,ATLA 被用作一种评估方法,为系统建立精确的控制信号,并改进控制信号数据库供离线使用,同时考虑源和负载之间的功率交换。此外,为了在线训练 GBDT 系统,从传感器接收的数据集被用于开发响应速度更快的控制系统。此外,目标函数是由系统数据定义的,并受到相等和不等式约束。问题表述中考虑的各种约束条件包括可再生能源的输出、电力需求和存储组件的充电状态。利用 MATLAB/Simulink 平台对所提出的控制系统进行了仿真,并将其与现有技术进行了比较。介绍了所提方法和现有文献方法的各种性能指标,如准确度、特异性、召回率和精确度、RMSE、MAPE 和 MBE。
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引用次数: 0
An improved blind Gaussian source separation approach based on generalized Jaccard similarity 基于广义雅卡德相似性的改进型高斯盲源分离方法
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-03-05 DOI: 10.1007/s10470-024-02264-1
Xudan Fu, Jimin Ye, Jianwei E

Blind source separation (BSS) consists of recovering the independent source signals from their linear mixtures with unknown mixing channel. The existing BSS approaches rely on the fundamental assumption: the number of Gaussian source signals is no more than one, this limited the use of BSS seriously. To overcome this problem and the weakness of cosine index in measuring the dynamic similarity of signals, this study proposes the fuzzy statistical behavior of local extremum based on generalized Jaccard similarity as the measure of signal’s similarity to implement the separation of source signals. In particular, the imperialist competition algorithm is introduced to minimize the cost function which jointly considers the stationarity factor describing the dynamical similarity of each source signal separately and the independency factor describing the dynamical similarity between source signals. Simulation experiments on synthetic nonlinear chaotic Gaussian data and ECG signals verify the effectiveness of the improved BSS approach and the relatively small cross-talking error and root mean square error indicate that the approach improves the accuracy of signal separation.

摘要 盲源分离(BSS)包括从未知混合通道的线性混合物中恢复独立的源信号。现有的 BSS 方法依赖于一个基本假设:高斯源信号的数量不超过一个,这严重限制了 BSS 的应用。为了克服这一问题以及余弦指数在度量信号动态相似性方面的弱点,本研究提出了基于广义杰卡尔相似性的局部极值模糊统计行为作为信号相似性的度量方法,以实现源信号的分离。其中,引入了帝国主义竞争算法来最小化成本函数,该算法联合考虑了分别描述各源信号动态相似性的静态因子和描述源信号间动态相似性的独立因子。在合成非线性混沌高斯数据和心电信号上进行的仿真实验验证了改进 BSS 方法的有效性,相对较小的串扰误差和均方根误差表明该方法提高了信号分离的精度。
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引用次数: 0
An optimization approach control of EV solar charging system with step-up DC–DC converter 电动汽车太阳能充电系统与升压型 DC-DC 转换器的优化控制方法
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-28 DOI: 10.1007/s10470-024-02253-4
R. J. Venkatesh, R. Priya, P. Hemachandu, Chinthalacheruvu Venkata Krishna Reddy

An optimization technique for the control of a photovoltaic (PV)-fed electric vehicle (EV) solar charging station with a high gain of step-up dc-to-dc converter. An optimization approach is the Namib beetle optimization (NBOA) approach. This approach is used to control the EV solar charging station. Also, the principles of a switched capacitor and a coupled inductor are integrated into the interleaved structure of the NBOA converter to produce low-current, high-efficiency, and high-voltage gain. However, the major contribution is to minimize the total harmonic distortion (THD) and to control the EV solar Charging Station. The bi-directional DC-to-DC converter in an energy-storage-system has the advantages of high efficiency and fast response speed. By then, the NBOA technique is done in MATLAB software, and the performance is evaluated with the existing techniques. The NBOA system has low THD and high efficiency, which is compared with the existing ant-lion optimizer, wild horse optimizer, and salp-swarm algorithm, methods. From the analysis, the NBOA method provides a better outcome than the existing one.

一种优化技术,用于控制采用高增益升压型直流-直流转换器的光伏(PV)供电电动汽车(EV)太阳能充电站。优化方法是纳米甲虫优化(NBOA)方法。该方法用于控制电动汽车太阳能充电站。此外,开关电容器和耦合电感器的原理被集成到 NBOA 转换器的交错结构中,以产生低电流、高效率和高电压增益。然而,其主要贡献在于最大限度地降低总谐波失真(THD)和控制电动汽车太阳能充电站。储能系统中的双向直流-直流转换器具有效率高、响应速度快等优点。随后,在 MATLAB 软件中完成了 NBOA 技术,并对其性能与现有技术进行了评估。与现有的蚁狮优化器、野马优化器和 salp-swarm 算法相比,NBOA 系统具有低总谐波失真(THD)和高效率的特点。从分析结果来看,NBOA 方法比现有方法效果更好。
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引用次数: 0
Design and analysis of a low phase noise, wide tunable CMOS based low power VCO with active inductor 设计和分析基于有源电感器的低相位噪声、宽可调 CMOS 低功率 VCO
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-28 DOI: 10.1007/s10470-024-02266-z
Isha Kadyan, Manoj Kumar

A novel active-inductor based VCO design, employing a 180 nm TSMC technology, is postulated in this work. The coarse frequency is obtained in this VCO system by regulating the MOS-based active inductor. This design provides a high oscillation frequency of 3.7 GHz and a tuning range of 99.25% when the voltage ranges from 1 to 2 V. The total power consumed by this active-inductor based VCO varies from 0.7 mW to 33.32 mW within the specified range. The achieved phase noise is − 107 dBc/Hz at 1 MHz offset frequency. The figure of merit measured is − 162.15 dBc/Hz. The results demonstrate that the proposed VCO functions more effectively than the existing VCOs.

本研究提出了一种基于有源电感器的新型 VCO 设计,采用了 180 纳米 TSMC 技术。该 VCO 系统通过调节基于 MOS 的有源电感器获得粗频率。该设计的振荡频率高达 3.7 GHz,当电压范围在 1 至 2 V 之间时,调谐范围可达 99.25%。在指定范围内,这种基于有源电感的 VCO 消耗的总功率从 0.7 mW 到 33.32 mW 不等。在 1 MHz 偏移频率下,相位噪声为 - 107 dBc/Hz。测得的优越性为 - 162.15 dBc/Hz。结果表明,拟议的 VCO 比现有的 VCO 更有效。
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引用次数: 0
Correction: A floating memristor emulator for analog and digital applications with experimental results 更正:用于模拟和数字应用的浮动忆阻器仿真器及实验结果
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-27 DOI: 10.1007/s10470-024-02268-x
B. Suresha, Chandra Shankar, S. B. Rudraswamy
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引用次数: 0
Novel high-gain narrowband antenna based on ENZ SIW structure and shorting pin 基于 ENZ SIW 结构和短路引脚的新型高增益窄带天线
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-26 DOI: 10.1007/s10470-024-02267-y
Rajesh Kumar Dash, Sadhana Kumari, Balamati Choudhury

This paper provides an idea for designing a high-gain narrow-band substrate integrated waveguide (SIW) antenna. The high gain is achieved due to the epsilon-near-zero (ENZ) technique, and narrow-band performance is achieved due to impedance matching provided by a pair of symmetric shorting pins. In this paper, SIW is used near its cut-off frequency to realize the ENZ characteristics. Further, two symmetric open stubs are incorporated to reject the out out-of-band frequency signal. To attain narrow-band performance, pair of symmetric shorting pins are employed in place of the conventional way, i.e., tapered line transition to couple the energy from microstrip to SIW. To validate the proposed concept, a high-gain narrow-band SIW antenna has been designed for a frequency band on a 0.79 mm thick RT- DUROID 5880 substrate. Within the 7.77–8.07 GHz band, the proposed antenna radiates with gain and radiation efficiency of 6.51 dBi and 96%, respectively. The measured and simulated results are found to be consistent. The overall size of the proposed antenna is 28 X 22 mm2.

摘要 本文提供了一种设计高增益窄带基底集成波导(SIW)天线的思路。高增益是通过ε-近零(ENZ)技术实现的,而窄带性能则是通过一对对称短路引脚提供的阻抗匹配实现的。本文使用接近其截止频率的 SIW 来实现 ENZ 特性。此外,还采用了两个对称开放式存根来抑制带外频率信号。为了实现窄带性能,采用了一对对称短路引脚来替代传统方式,即锥形线过渡,将能量从微带耦合到 SIW。为了验证所提出的概念,我们在 0.79 毫米厚的 RT- DUROID 5880 基板上设计了一个高增益窄带 SIW 天线。在 7.77-8.07 GHz 频段内,该天线的辐射增益和辐射效率分别为 6.51 dBi 和 96%。测量和模拟结果一致。拟议天线的整体尺寸为 28 X 22 mm2。
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引用次数: 0
A novel wide-band, small size and high gain patch antenna array for 5G mm-wave applications using adaptive neuro-fuzzy inference system 使用自适应神经模糊推理系统的 5G 毫米波应用新型宽带、小尺寸和高增益贴片天线阵列
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-25 DOI: 10.1007/s10470-023-02245-w
Lahcen Sellak, Samira Chabaa, Saida Ibnyaich, Lahcen Aguni, Ahmad Sarosh, Abdelouhab Zeroual, Atmane Baddou

In this paper a wide-band, small size and high gain modified patch antenna array and a single element antenna for fifth Generation (5G) millimetre-wave (mm-wave) applications have been presented. The designing of single element antenna and array antenna is based on the Adaptive Neuro-Fuzzy Inference systems (ANFIS). The ANFIS technique is used to estimate the dimensions of the single element as well as the spacing between patch antenna elements in antenna array. The single element’s operating frequency is 28 GHz, While the array antenna covers the frequency band from 23.6 to 29.2 GHz, resonating at 25 and 28 GHz. The antenna array was designed and simulated using the Rogers RT duroid 5880 Substrate, which has a dielectric constant of 2.2, a loss tangent (tan ( delta )) of 0.0009, and thickness of 0.508 mm. The proposed single element patch antenna has a size of 4(times 4.8) (times)0.508 ({text{mm}}^{3}) with wideband range from 23 to 38.6 GHz (15.6 GHz) with a gain of 4.17 dB. Based on these properties, the single element is expanded into a six-element array with a compact size of 13.2(times)23.8(times) 0.508 ({text{mm}}^{3}) in order to enhance the gain and to make the antenna radiation pattern directional. The designed antenna array has a wide-band from 23.6 to 29.2GHz (5.6 GHz) and a high gain of 11 dB, making it as strong candidate for future mm-wave applications.

本文介绍了一种用于第五代毫米波(5G)应用的宽频带、小尺寸、高增益改进型贴片天线阵列和单元天线。单元天线和阵列天线的设计基于自适应神经模糊推理系统(ANFIS)。ANFIS 技术用于估算单个元件的尺寸以及天线阵中贴片天线元件之间的间距。单个元件的工作频率为 28 GHz,而阵列天线覆盖的频带为 23.6 至 29.2 GHz,谐振频率为 25 和 28 GHz。天线阵列的设计和仿真使用了罗杰斯公司的 RT duroid 5880 基板,其介电常数为 2.2,损耗正切为 0.0009,厚度为 0.508 毫米。所提出的单元素贴片天线尺寸为 4(times 4.8) (times)0.508 ({text{mm}}^{3}),宽带范围为 23 至 38.6 GHz(15.6 GHz),增益为 4.17 dB。在这些特性的基础上,为了提高增益并使天线辐射模式具有方向性,将单元扩展为六元阵列,其尺寸为13.2(times)23.8(times)0.508({text{mm}}^{3})。所设计的天线阵列具有 23.6 至 29.2 GHz(5.6 GHz)的宽频带和 11 dB 的高增益,是未来毫米波应用的有力候选。
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引用次数: 0
Scalable intelligent median filter core with adaptive impulse detector 具有自适应脉冲检测器的可扩展智能中值滤波器内核
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-25 DOI: 10.1007/s10470-024-02261-4
Nanduri Sambamurthy, Maddu Kamaraju

This paper introduces a reconfigurable AI-enabled scalable median filter with an adaptive impulse detector designed for FPGA-based real-time imaging systems. Its primary objective is to address the degradation of image quality caused by mixed impulsive noise during real-time image transmission and reception. Existing median filters often struggle to provide real-time image processing results that meet high standards in terms of both accuracy and speed. This approach effectively suppresses noise in real-time images while preserving essential edge details, which are crucial for the performance of real-time imaging systems. The algorithm introduces a novel technique of replacing noisy pixels with the processed central value within the image filtering window. This ensures fidelity to the original pixel, which is vital for applications such as image filter cores. To handle high noise densities in real-time systems, the methodology employs a scalable sorting approach for median filtering and an impulse detector, ensuring robust noise reduction without excessive computational complexity. The AI-enabled scalable median filter system achieves a significant reduction in dynamic power consumption, realizing an impressive 46% decrease in power consumption and an 82% reduction in area compared to the existing system. This is particularly beneficial for addressing resource and power-aware constraints in real-time systems. Comprehensive performance evaluation, including metrics such as PSNR, MSE, IEF, and SSIM, demonstrates the efficacy of the filter in enhancing image quality, a critical factor for the success of real-time imaging systems.

摘要 本文介绍了一种具有自适应脉冲检测器的可重构人工智能可扩展中值滤波器,该滤波器专为基于 FPGA 的实时成像系统而设计。其主要目的是解决实时图像传输和接收过程中混合脉冲噪声造成的图像质量下降问题。现有的中值滤波器往往难以提供在精度和速度方面都符合高标准的实时图像处理结果。这种方法能有效抑制实时图像中的噪声,同时保留对实时成像系统性能至关重要的基本边缘细节。该算法引入了一种新技术,即在图像滤波窗口内用处理后的中心值替换噪声像素。这确保了对原始像素的保真度,这对图像滤波器核心等应用至关重要。为了处理实时系统中的高噪音密度,该方法采用了可扩展的中值滤波排序方法和脉冲检测器,确保在不增加过多计算复杂度的情况下实现稳健降噪。人工智能可扩展中值滤波系统显著降低了动态功耗,与现有系统相比,功耗降低了 46%,面积减少了 82%。这对于解决实时系统中的资源和功耗限制尤为有利。全面的性能评估(包括 PSNR、MSE、IEF 和 SSIM 等指标)证明了滤波器在提高图像质量方面的功效,而图像质量是实时成像系统取得成功的关键因素。
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引用次数: 0
An 80–84.8 GHz PLL with auto-tracking Miller divider for FMCW applications 用于 FMCW 应用的 80-84.8 GHz PLL,带自动跟踪米勒分频器
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-24 DOI: 10.1007/s10470-024-02258-z
Popong Effendrik, Wei-Zen Chen

To generate high frequency signals for frequency modulated continuous wave (FMCW) application, components such as doubler, tripler or multiplier are usually utilized to process further signals from the low frequency voltage controlled oscillator (VCO). In this paper, a phase-locked loop (PLL) is intended to be the primary part used to generate frequency modulated continuous wave (FMCW) signals from 80 to 84.8 GHz by utilizing a fundamental frequency VCO. To divide those high frequency output signal and large output bandwidth, the auto-tracking Miller divider topology is proposed. This new topology can achieve 9 GHz locking range. In order to generate FMCW signals with a straight-line triangular chirp, the cascaded PLL is used. The integrated jitter from 1 kHz to 1 GHz is 887 fs for the cascaded PLL, while the single stage PLL used 1.264 ps. Moreover, when architecture with doubler or multiplier is used, the fundamental tone has an effect towards the next systems, while the cascaded PLL does not. It can be highlighted that this work achieves the best RMS-FMerror/BWchirp and RMS-FMerror/(BWchirp × fc × Tc) with value of 0.013% and 0.77e−12, respectively. The designed PLL for FMCW signal generator is implemented in 28 nm CMOS technology. By using a supply voltage of 1.2 V, the chip consumes power of 102 mW. Including all the chip pads, the implemented circuit occupies a silicon area of 1440 µm × 820 µm.

要为频率调制连续波(FMCW)应用生成高频信号,通常需要使用倍频器、三倍频器或乘法器等元件来进一步处理来自低频压控振荡器(VCO)的信号。在本文中,锁相环(PLL)是利用基频压控振荡器产生 80 至 84.8 GHz 频率调制连续波(FMCW)信号的主要部件。为了分频这些高频输出信号和大输出带宽,提出了自动跟踪米勒分频器拓扑结构。这种新型拓扑结构可实现 9 GHz 的锁定范围。为了产生具有直线三角啁啾的 FMCW 信号,使用了级联 PLL。级联 PLL 从 1 kHz 到 1 GHz 的综合抖动为 887 fs,而单级 PLL 为 1.264 ps。此外,当使用带倍增器或乘法器的结构时,基音会对下一个系统产生影响,而级联 PLL 则不会。可以强调的是,这项工作实现了最佳的 RMS-FMerror/BWchirp 和 RMS-FMerror/(BWchirp × fc × Tc),其值分别为 0.013% 和 0.77e-12。为 FMCW 信号发生器设计的 PLL 采用 28 纳米 CMOS 技术实现。使用 1.2 V 电源电压时,芯片功耗为 102 mW。包括所有芯片焊盘在内,所实现的电路占硅面积为 1440 µm × 820 µm。
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引用次数: 0
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