Efficient low-cost design for high-frequency, accurate hardware implementation of cardiac Purkinje fiber cells for biomedical engineering approaches

IF 5.1 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Engineering Science and Technology-An International Journal-Jestech Pub Date : 2024-11-11 DOI:10.1016/j.jestch.2024.101888
Shuli Liu , Bukao Ni , Xiaobo Wang , Yanhong Yang , Mohammad Sh. Daoud , Jun Sun , Abdulilah Mohammad Mayet , Guodao Zhang , Xinjun Miao
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Abstract

Within the heart’s ventricle walls are where Purkinje fibers (PFs) are located. They are essential for maintaining a steady cardiac beat because they allow the heart’s conduction system to create synchronized contractions of its ventricles. To replicate or treat some of this organ’s ailments and deficits, hardware representation of the various heart sections is necessary. Models that include a series of differential equations can be used to characterize the performance of Purkinje Fibers (PFs) in Cardiac. To develop hardware that mimics the performance of PF of Cardiac system, the Noble model is updated in this study. Due to the requirement for using units like multipliers, the original model contains non-linear components that are slow and expensive in terms of hardware resources. The main novelty of revised model incorporates non-linear components that have been converted into two base-2 terms accompanied by additional factors. These calculations are executed through efficient and economical digital hardware, including logical shift operations, additions, and subtractions, enabling high-speed processing. To validate the precision and practicality of the suggested model, a digital platform, Virtex-7 FPGA, is employed. The findings demonstrate the suggested model’s simplicity of implementation on this board and its capability to generate various PF output patterns at a maximum frequency of 381.42 MHz. The proposed digital circuit can be applied in application-based fields according to high-speed, low-cost, and accurate design. Based on the high-switching speed of neural data transferring in the human brain, other organs that are realized on hardware platforms need to be designed in high-frequency (speed-up) for adaptation with the brain. Due to removing the non-linear terms, the modified model works 1.95 times faster than the original one and saves the FPGA resources up to 35%. In case of real-world applications, an efficient low-cost hardware design for high-frequency, accurate replication of cardiac Purkinje fiber cells has the potential to revolutionize the development of medical devices for diagnosing and treating cardiac conditions. The speed and cost-effectiveness of design make it particularly promising for the creation of advanced cardiac simulation and treatment systems. The high-speed, low-cost, and accurate hardware design has broader implications for biomedical engineering beyond the cardiac system. The ability to efficiently replicate the functions of biological systems using hardware could open doors for developing high-speed, low-cost, and accurate hardware models for simulating and understanding other biological processes, such as neural data processing in the human brain or the function of other vital organs.
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针对生物医学工程方法的心脏浦肯野纤维细胞高频精确硬件实现的高效低成本设计
心脏心室壁内是浦肯野纤维(PF)的所在位置。它们是维持心脏稳定跳动的关键,因为它们能让心脏的传导系统使心室同步收缩。要复制或治疗这一器官的某些疾病和缺陷,就必须用硬件来表示心脏的各个部分。包含一系列微分方程的模型可用来描述心脏中普肯耶纤维(PF)的性能。为了开发模拟心脏系统 PF 性能的硬件,本研究更新了 Noble 模型。由于需要使用乘法器等单元,原始模型包含非线性成分,在硬件资源方面既缓慢又昂贵。修订后模型的主要新颖之处在于将非线性成分转换为两个基 2 项,并伴有附加系数。这些计算通过高效、经济的数字硬件执行,包括逻辑移位操作、加法和减法,从而实现了高速处理。为了验证建议模型的精确性和实用性,我们采用了 Virtex-7 FPGA 数字平台。研究结果表明,所建议的模型在该电路板上的实现非常简单,而且能够以 381.42 MHz 的最高频率生成各种 PF 输出模式。根据高速、低成本和精确设计的原则,所提出的数字电路可应用于基于应用的领域。基于人脑神经数据传输的高切换速度,其他在硬件平台上实现的器官也需要进行高频(加速)设计,以适应人脑。由于去除了非线性项,修改后的模型比原始模型快 1.95 倍,并节省了高达 35% 的 FPGA 资源。在实际应用中,用于高频、精确复制心脏浦肯野纤维细胞的高效、低成本硬件设计有可能彻底改变用于诊断和治疗心脏疾病的医疗设备的开发。设计的速度和成本效益使其在创建先进的心脏模拟和治疗系统方面大有可为。高速、低成本和精确的硬件设计对心脏系统以外的生物医学工程具有更广泛的影响。利用硬件有效复制生物系统功能的能力可为开发高速、低成本和精确的硬件模型打开大门,用于模拟和了解其他生物过程,如人脑的神经数据处理或其他重要器官的功能。
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来源期刊
Engineering Science and Technology-An International Journal-Jestech
Engineering Science and Technology-An International Journal-Jestech Materials Science-Electronic, Optical and Magnetic Materials
CiteScore
11.20
自引率
3.50%
发文量
153
审稿时长
22 days
期刊介绍: Engineering Science and Technology, an International Journal (JESTECH) (formerly Technology), a peer-reviewed quarterly engineering journal, publishes both theoretical and experimental high quality papers of permanent interest, not previously published in journals, in the field of engineering and applied science which aims to promote the theory and practice of technology and engineering. In addition to peer-reviewed original research papers, the Editorial Board welcomes original research reports, state-of-the-art reviews and communications in the broadly defined field of engineering science and technology. The scope of JESTECH includes a wide spectrum of subjects including: -Electrical/Electronics and Computer Engineering (Biomedical Engineering and Instrumentation; Coding, Cryptography, and Information Protection; Communications, Networks, Mobile Computing and Distributed Systems; Compilers and Operating Systems; Computer Architecture, Parallel Processing, and Dependability; Computer Vision and Robotics; Control Theory; Electromagnetic Waves, Microwave Techniques and Antennas; Embedded Systems; Integrated Circuits, VLSI Design, Testing, and CAD; Microelectromechanical Systems; Microelectronics, and Electronic Devices and Circuits; Power, Energy and Energy Conversion Systems; Signal, Image, and Speech Processing) -Mechanical and Civil Engineering (Automotive Technologies; Biomechanics; Construction Materials; Design and Manufacturing; Dynamics and Control; Energy Generation, Utilization, Conversion, and Storage; Fluid Mechanics and Hydraulics; Heat and Mass Transfer; Micro-Nano Sciences; Renewable and Sustainable Energy Technologies; Robotics and Mechatronics; Solid Mechanics and Structure; Thermal Sciences) -Metallurgical and Materials Engineering (Advanced Materials Science; Biomaterials; Ceramic and Inorgnanic Materials; Electronic-Magnetic Materials; Energy and Environment; Materials Characterizastion; Metallurgy; Polymers and Nanocomposites)
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