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Novel design of phase-frequency detector using a new flip-flop with reset capability in QCA technology 利用 QCA 技术中具有复位功能的新型触发器设计新颖的相频检测器
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-16 DOI: 10.1016/j.nancom.2025.100571
Pezhman Kiani Vosta
QCA (Quantum-dot Cellular Automata) technology is considered as an innovative method in the design of electronic circuits due to its ability to perform fast processing calculations. In this article, for the first time, some new designs of digital circuits were designed and simulated in the best case with a new and practical technique. This article uses a unique technique to design a d-flip-flop with reset capability with 33 cells, an area of 0.02μm2 and a delay of 0.75 clock cycles, a PFD (Phase-Frequency Detector) of the first type with 88 cells, an area of 0.07μm2 and a delay of one clock cycle, and a second type of PFD with 119 cells, an area of 0.09μm2 and has designed a delay of 1.75 clock cycles. Also, the number of cells and the occupied area of the proposed designs have improved by 33.74 % and 59 %, respectively, compared to different authorities. Therefore, the proposed designs are considered among the best designs among different authorities.
量子点元胞自动机(Quantum-dot Cellular Automata, QCA)技术由于能够进行快速的处理计算,被认为是电子电路设计中的一种创新方法。本文首次采用一种新的实用技术,在最佳情况下设计和模拟了一些新的数字电路设计。本文采用独特的技术设计了具有复位能力的33个单元、面积为0.02μm2、延迟为0.75时钟周期的d型触发器、88个单元、面积为0.07μm2、延迟为1时钟周期的第一种PFD (Phase-Frequency Detector)和119个单元、面积为0.09μm2、延迟为1.75时钟周期的第二种PFD。此外,与其他权威机构相比,拟议设计的单元数和占用面积分别提高了33.74%和59%。因此,所提出的设计在不同权威机构中被认为是最佳设计。
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引用次数: 0
Modelling of novel ultra-efficient single layer nano-scale adder-subtractor in QCA nanotechnology QCA纳米技术中新型超高效单层纳米加减法器的建模
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-27 DOI: 10.1016/j.nancom.2025.100564
Javeed Iqbal Reshi, M․Tariq Banday, Farooq A. Khanday
Quantum dot Cellular Automata is considered as promising alternative technology for designing nanoscale circuits. It operates on the principle derived from quantum mechanics and utilizes quantum dots as building blocks for information processing and computations. QCA offers numerous benefits including ultra-low energy dissipation, enhanced performance, high device density, resistance to scaling limitations and inherent parallelism. Previous realizations of Quantum Dot Cellular Automata (QCA) based-adder and subtractor circuits faced significant challenges like cell count, complexity and energy dissipation. This paper, proposes novel designs of adder-subtractor circuits based on novel 3-input XOR gate. The proposed circuits do not require any rotated cells or crossovers and are based on single layer design that eases the manufacturability. In addition, the proposed designs demonstrate significant reduction in cell count, complexity and energy dissipation compared to best known prior counterparts. Specifically, the reductions are 14.28 %, 42.85 %, and 56.66 % for adder, subtractor and adder-subtractor respectively. These improvements signify a substantial gain in circuit efficiency. The functional validity of the proposed layouts is verified using QCADesigner 2.0.3 simulator. The power efficiency analysis has been performed using QCADesigner-E tool, which enables the designer to analyse, optimize and validate the power consumption characteristics of the proposed circuits. The overall energy consumption of adder, subtractor and adder-subtractor is reported to be 1.10e-002 eV, 1.12e-002 eV, 1.06e-002 eV respectively. Additionally, the average energy dissipation of 9.96e-004 eV, 1.02e-003 eV, 9.63e-004 eV was observed using QCADesigner-E tool.
量子点元胞自动机被认为是设计纳米级电路的一种有前途的替代技术。它以量子力学的原理为基础,利用量子点作为信息处理和计算的基石。QCA具有许多优点,包括超低能耗、增强性能、高器件密度、抗缩放限制和固有的并行性。先前基于量子点元胞自动机(QCA)的加减法电路的实现面临着诸如细胞计数、复杂性和能量消耗等重大挑战。本文提出了一种基于新型三输入异或门的加减法电路设计。所提出的电路不需要任何旋转单元或交叉,并且基于单层设计,易于制造。此外,与已知的同类产品相比,所提出的设计在细胞数量、复杂性和能量消耗方面显着减少。具体来说,加法、减法和加-减法分别减少14.28%、42.85%和56.66%。这些改进表明电路效率有了实质性的提高。利用qcaddesigner 2.0.3模拟器验证了所提出布局的功能有效性。使用qcaddesigner - e工具进行功率效率分析,使设计人员能够分析,优化和验证所提出电路的功耗特性。加法器、减法器和加-减法器的总能耗分别为1.10e-002 eV、1.12e-002 eV、1.06e-002 eV。此外,利用qcaddesigner - e工具观测了9.96e-004 eV、1.002 -003 eV、9.63e-004 eV的平均能量耗散。
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引用次数: 0
Energy harvesting-based thermal aware routing protocol for lung terahertz nanosensor networks 基于能量采集的肺太赫兹纳米传感器网络热感知路由协议
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-14 DOI: 10.1016/j.nancom.2025.100563
Juan Xu, Xin Li, Jiali Kan, Ruofan Wang
Lung damage caused by viral infections such as COVID-19, MERS, and SARS can lead to serious or even fatal conditions. Therefore, monitoring lung diseases at the nanoscale has great potential for development. Some biomedical sensors implanted in the human body can generate electromagnetic radiation, and excessive emission power may pose a serious threat to tissues in the human body. Therefore, while constructing lung wireless nanosensor network (WNSN), we need to consider the limited energy storage and potential thermal effects of nanosensors. In this paper, an energy harvesting-based thermal aware routing (EHTAR) protocol is proposed. The protocol introduces a piezoelectric energy harvesting system to charge the nanonodes and proposes a sleep-wake mechanism for node temperature and energy to establish a next-hop link cost function using node temperature, remaining energy, and distance as cost factors. Simulation results demonstrate that EHTAR makes the node temperature not exceed the set threshold and the energy harvesting mechanism can greatly extend the network survival, so EHTAR can be better applied in the lung health monitoring scenario.
由COVID-19、中东呼吸综合征和SARS等病毒感染引起的肺损伤可导致严重甚至致命的疾病。因此,在纳米尺度上监测肺部疾病具有很大的发展潜力。一些植入人体的生物医学传感器会产生电磁辐射,发射功率过大可能会对人体组织造成严重威胁。因此,在构建肺部无线纳米传感器网络(WNSN)时,需要考虑纳米传感器有限的能量存储和潜在的热效应。提出了一种基于能量采集的热感知路由(EHTAR)协议。该协议引入压电能量收集系统对纳米节点进行充电,并提出节点温度和能量的睡眠-觉醒机制,以节点温度、剩余能量和距离为成本因素建立下一跳链路成本函数。仿真结果表明,EHTAR使节点温度不超过设定的阈值,能量收集机制可以大大延长网络生存期,因此EHTAR可以更好地应用于肺部健康监测场景。
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引用次数: 0
Design of triband circularly polarized hexagon shaped patch antenna using optimized Siamese heterogeneous convolutional neural networks for 5G wireless communication system 基于优化Siamese异构卷积神经网络的5G无线通信三带圆极化六边形贴片天线设计
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-19 DOI: 10.1016/j.nancom.2024.100562
Venkat S , Tapas Bapu B R , Radhika R , Aruna V V
The advent of 5G wireless communication systems necessitates the development of advanced antenna designs that offer superior performance across multiple frequency bands. Traditional patch antenna design methods, involving iterative simulations, are time-consuming and often insufficient in fully exploring the vast design space and provide less efficiency. To overcome these issues, this work proposes a novel approach for designing a triband circularly polarized hexagon-shaped patch antenna optimized for 5G applications using an Optimized Siamese Heterogeneous Convolutional Neural Network (SHCNN) coupled with a Circle-Inspired Optimization Algorithm (CIOA). Initially, the triband circularly polarized hexagon-shaped patch antenna is designed. The proposed approach leverages SHCNN to learn the relationship between antenna geometry and performance characteristics, utilizing two identical subnetworks with heterogeneous convolutional layers for efficient feature extraction from varied hexagonal antenna geometries. The CIOA, inspired by the properties of circles such as uniformity and symmetry, refines the antenna design suggested by the SHCNN to achieve optimal triband CP performance. This methodology significantly reduces design time by suggesting promising geometries, explores a vast design space for potential novel configurations, and ensures efficient optimization for optimal performance within the desired frequency bands. Applications include compact, high-performance antennas for 5G base stations and user equipment, enhancing multi-band signal transmission and reception. The introduced antenna design is compiled using MATLAB and HFSS platforms. The simulation results of the proposed antenna, employing SHCNNCIOA methods and operating across three frequency bands (triband) such as low (600 MHz - 1 GHz), mid (2.5GHz - 3.7 GHz), and high (24 GHz - 28 GHz), achieve a gain of 8–10 dB, a return loss of less than -20 dB, higher efficiency at 98 %, and a lower VSWR of 1.5 compared with existing designs.
5G无线通信系统的出现需要开发先进的天线设计,以便在多个频段提供卓越的性能。传统的贴片天线设计方法涉及迭代仿真,耗时长,往往不能充分挖掘广阔的设计空间,效率较低。为了克服这些问题,本研究提出了一种新的方法,利用优化的Siamese异构卷积神经网络(SHCNN)和圆启发优化算法(CIOA),设计一种针对5G应用进行优化的三带圆极化六边形贴片天线。首先设计了三带圆极化六边形贴片天线。该方法利用SHCNN学习天线几何形状与性能特征之间的关系,利用具有异构卷积层的两个相同子网络从不同的六边形天线几何形状中高效提取特征。CIOA受圆的均匀性和对称性等特性的启发,对SHCNN提出的天线设计进行了改进,以达到最佳的三带CP性能。该方法通过提出有前途的几何形状,大大缩短了设计时间,为潜在的新配置探索了广阔的设计空间,并确保在所需频带内实现最佳性能的有效优化。应用包括用于5G基站和用户设备的紧凑、高性能天线,增强多频段信号的传输和接收。所介绍的天线设计是利用MATLAB和HFSS平台编写的。该天线采用SHCNNCIOA方法,在低(600mhz - 1ghz)、中(2.5GHz - 3.7 GHz)和高(24 GHz - 28ghz)三个频带(三频带)上工作,与现有设计相比,增益为8 - 10db,回波损耗小于- 20db,效率高达98%,驻波比低于1.5。
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引用次数: 0
Internet of harvester nano things: A future prospects 纳米物联网收割机:未来前景
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-11 DOI: 10.1016/j.nancom.2024.100550
Bitop Maitra , Emine Bardakci , Oktay Cetinkaya , Ozgur B. Akan
The advancements in nanotechnology, material science, and electrical engineering have shrunk the sizes of electronic devices down to the micro/nanoscale. This brings the opportunity of developing the Internet of Nano Things (IoNT), an extension of the Internet of Things (IoT). With nanodevices, numerous new possibilities emerge in the biomedical, military fields, and industrial products. However, a continuous energy supply is mandatory for these devices to work. At the micro/nanoscale, batteries cannot supply this demand due to size limitations and the limited energy contained in the batteries. Internet of Harvester Nano Things (IoHNT), a concept of Energy Harvesting (EH) integrated with wireless power transmission (WPT) techniques, converts the existing different energy sources into electrical energy and transmits to IoNT nodes. As IoHNTs are not directly attached to IoNTs, it gives flexibility in size. However, we define the size of IoHNTs as up to 10 cm. In this review, we comprehensively investigate the available energy sources and EH principles to wirelessly power IoNTs. We discuss the IoHNT principles, material selections, and state-of-the-art applications of each energy source for different sectoral applications. The different technologies of WPT and how communication is influenced by the incorporation of IoHNTs to power IoNTs are discussed with the future research directions. IoHNTs represent a shift in the nanodevice power supply, leading us towards a future where wireless technology is widespread. Hence, it will motivate researchers to envision and contribute to advancing the following power revolution in IoNT, providing unmatched simplicity and efficiency.
纳米技术、材料科学和电气工程的进步已经将电子设备的尺寸缩小到微/纳米级。这为发展物联网(IoT)的延伸——纳米物联网(IoNT)带来了机遇。有了纳米器件,在生物医学、军事领域和工业产品中出现了许多新的可能性。然而,持续的能源供应是这些设备工作的必要条件。在微/纳米尺度上,由于尺寸限制和电池中所含能量有限,电池无法满足这种需求。物联网收割机纳米物联网(IoHNT)是一种能量收集(EH)概念,与无线电力传输(WPT)技术相结合,将现有的不同能源转化为电能,并传输到物联网节点。由于iohnt不直接连接到iot,因此它在大小上具有灵活性。然而,我们将iohnt的大小定义为10厘米。在这篇综述中,我们全面研究了无线充电的可用能量来源和EH原理。我们讨论了IoHNT原理,材料选择,以及不同部门应用中每种能源的最新应用。讨论了WPT的不同技术,以及iohnt与iont结合对通信的影响,并展望了未来的研究方向。iohnt代表了纳米器件供电的转变,引领我们走向无线技术广泛应用的未来。因此,它将激励研究人员设想并为推进IoNT的后续电力革命做出贡献,提供无与伦比的简单性和效率。
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引用次数: 0
Towards a scalable and efficient full- adder structure in atomic silicon dangling band technology 原子硅悬带技术中可扩展高效全加法器结构的研究
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-10 DOI: 10.1016/j.nancom.2024.100561
Hadi Rasmi , Mohammad Mosleh , Nima Jafari Navimipour , Mohammad Kheyrandish
Atomic Silicon Dangling Bond (ASDB) is a promising new nanoscale technology for fabricating logic gates and digital circuits. This technology offers tremendous advantages, such as small size, high speed, and low power consumption. As science and technology progress, ASDB technology may eventually replace the current VLSI technology. This nanoscale technology is still in its early stages of development. Recently, many computing circuits, such as full-adder, have been designed. However, these circuits have a common fundamental problem; they consume a lot of energy and occupy a lot of area, which reduces the performance of complex circuits. This paper proposes a novel ASDB layout for designing an efficient full-adder circuit in ASDB technology. Moreover, a four-bit ASDB ripple carry adder(RCA) is designed using the proposed ASDB full-adder. The proposed ASDB full-adder not only improves the stability of the output but also surpasses the previous works, in terms of energy and accuracy,by 90% and 38%, respectively. Also, it has very favorable conditions in terms of occupied area and is resistant to DB misalignment defects.
原子硅悬空键(ASDB)是一种很有前途的新型纳米级逻辑门和数字电路制造技术。该技术具有体积小、速度快、功耗低等优点。随着科技的进步,ASDB技术可能最终取代目前的VLSI技术。这种纳米级技术仍处于发展的早期阶段。近年来,已经设计了许多计算电路,如全加法器。然而,这些电路有一个共同的基本问题;它们消耗大量的能量,占用大量的面积,降低了复杂电路的性能。为了在ASDB技术中设计高效的全加法器电路,本文提出了一种新的ASDB布局。此外,利用所提出的ASDB全加法器设计了一个4位ASDB纹波进位加法器(RCA)。所提出的ASDB全加法器不仅提高了输出的稳定性,而且在能量和精度方面分别比以前的工作提高了90%和38%。此外,它在占用面积方面具有非常有利的条件,并且可以抵抗DB错位缺陷。
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引用次数: 0
Beyond 5G: Exploring key enabling technologies, use cases, and future prospects of 6 G communication 超越5G:探索6g通信的关键使能技术、用例和未来前景
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1016/j.nancom.2024.100560
Nagarjuna Telagam , Nehru Kandasamy , Arun Kumar Manoharan , Palani Anandhi , Raji Atchudan
As the world continues to embrace digital transformation, there is a growing need for even more advanced communication technologies to meet the demands of massive connectivity, huge data rates, and low latency requirements. 6 G is the next frontier in wireless communication. This technology explores breakthroughs in different fields, such as terahertz communication, massive multiple-input multiple-output (MIMO), and even quantum communication. This review paper explains the advancements, Challenges, and future directions in the 6 G wireless communication networks. Furthermore, this paper discusses the challenges and opportunities in realizing the vision of 6 G communication, ranging from spectrum allocation and hardware design to security and ethical considerations. The key technologies, such as visible light communications, holographic messaging, and concepts on subterahertz frequencies are explained briefly. This paper also deals with practical considerations such as heterogeneous multi-layer mobile edge computing, intelligent vehicular networks, and deep learning communication systems. Furthermore, fundamental concepts such as massive MIMO and spatial division of multiple access are analyzed. The key enabling technologies that shape the 6 G use cases and their challenges are also discussed. Finally, this paper concludes by outlining the potential candidate technologies for future research and innovation, emphasizing the importance of collaborative efforts to realize the transformative potential of 6 G technology.
随着世界继续拥抱数字化转型,越来越需要更先进的通信技术来满足大规模连接、高数据速率和低延迟要求的需求。6g是无线通信的下一个前沿。这项技术探索了不同领域的突破,例如太赫兹通信,大规模多输入多输出(MIMO),甚至量子通信。本文介绍了6g无线通信网络的进展、挑战和未来发展方向。此外,本文还讨论了实现6g通信愿景的挑战和机遇,从频谱分配和硬件设计到安全和伦理考虑。简要说明了关键技术,如可见光通信、全息信息和亚太赫兹频率的概念。本文还讨论了异构多层移动边缘计算、智能车联网和深度学习通信系统等实际考虑。在此基础上,分析了大规模MIMO和多址空间划分等基本概念。本文还讨论了塑造6g用例的关键使能技术及其面临的挑战。最后,本文概述了未来研究和创新的潜在候选技术,强调了协作努力实现6g技术变革潜力的重要性。
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引用次数: 0
RT-SVM: Channel modeling and analysis for indoor terahertz communication scenarios RT-SVM:室内太赫兹通信场景的信道建模与分析
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-03 DOI: 10.1016/j.nancom.2024.100551
Mohamed El Jbari, Mohamed Moussaoui
Considering the increasing demands for wireless communication networks and information system applications, the wireless sector must meet the pressing requirement for high-speed technological advances. The terahertz (THz) frequency band, spanning 0.3 to 10 THz, is of significant interest in current technological innovations and academic research in telecommunications. The THz frequency band has unique properties, including high time-resolving power (femtosecond) and low absorption. This paper proposes a THz propagation ultra-wideband (UWB) channel model and coding scheme for indoor environments starting from 0.3 THz. First, we investigated the propagation path loss model by considering the effects of transmitter dimensions, molecular absorption, and attenuation as functions of frequency and distance. We developed models for power propagation delay, multiple input multiple output (MIMO) systems and discrete Fourier transform spread orthogonal frequency division multiplexing (DFT-s-OFDM) response channels. Using the standard Saleh–Valenzuela model combined with Ray-tracing (RT-SVM), we studied the transmission of THz signals in indoor scenarios. We introduced physical parameters relevant to the THz indoor channel, such as line-of-sight (LoS) path loss, power distributions, temporal and spatial properties, and associations between THz multipath properties. These parameters were integrated with the RT-SVM channel model and applied to THz indoor communication. Numerical simulations demonstrate that the proposed hybrid channel model enhances THz system performance and outperforms traditional statistical and geometric-based stochastic channel models in terms of temporal and spatial dimensions, contributing to frequency loss variations.
随着人们对无线通信网络和信息系统应用需求的不断增长,无线领域必须满足高速技术进步的迫切要求。太赫兹(THz)频段,跨越0.3至10太赫兹,是当前电信技术创新和学术研究的重要兴趣。太赫兹频段具有独特的特性,包括高时间分辨能力(飞秒)和低吸收。本文提出了一种室内环境下从0.3太赫兹开始的太赫兹传播超宽带信道模型和编码方案。首先,我们考虑了发射机尺寸、分子吸收和衰减作为频率和距离的函数的影响,研究了传播路径损耗模型。我们建立了功率传播延迟、多输入多输出(MIMO)系统和离散傅立叶变换扩展正交频分复用(DFT-s-OFDM)响应信道的模型。采用标准Saleh-Valenzuela模型结合射线追踪(RT-SVM),研究了太赫兹信号在室内场景下的传输。我们介绍了与太赫兹室内信道相关的物理参数,如视距(LoS)路径损耗、功率分布、时空特性以及太赫兹多径特性之间的关联。将这些参数与RT-SVM信道模型相结合,应用于太赫兹室内通信。数值模拟表明,该混合信道模型提高了太赫兹系统的性能,并且在时间和空间维度上优于传统的基于统计和几何的随机信道模型,从而减少了频率损失的变化。
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引用次数: 0
Crosstalk analysis of multilayer graphene nanoribbon interconnects in GHz regime: Unraveling scattering induced effects 千兆赫波段多层石墨烯纳米带互连的串扰分析:解解散射诱导效应
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-01 DOI: 10.1016/j.nancom.2024.100552
Akanksha Upadhyay, Mayank Kumar Rai, Rajesh Khanna
This paper analyzes the impact of high-frequency phenomena on the operational characteristics of intercalation-doped horizontal top-contact multilayer graphene nanoribbon (D-HTC-MLGNR) interconnects. The purpose is to explore their viability for utilization in high-frequency circuit design. A methodology incorporating the scattering-limited realistic mean free path and a finite thickness-dependent skin effect model is proposed for extracting the frequency-dependent impedance of MLGNR interconnects. By employing the proposed methodology, the frequency-dependent characteristics of scattering-limited impedance parameters and crosstalk effects in d-HTC-MLGNR interconnects are examined and compared with undoped MLGNR (viz. HTC and vertical top-contact) and copper (Cu) counterparts (smooth and rough). The findings indicate that Cu variants outperform scattering-limited MLGNR variants placed on SiO2 substrate in terms of crosstalk effects. However, Li-doped HTC-MLGNR without surface polar phonons (SPPs) and edge roughness (ER) placed on SiC and BN substrates demonstrates superior crosstalk-induced performance than Cu counterparts. Furthermore, in the absence of SPPs and ER, Li-D HTC-MLGNR placed on SiC has a minimum average percentage increase in overshoot peak amplitude, overshoot width, and delay of 6.6%, 0.18%, and 15.6%, respectively, for the entire frequency range, implying minimum impact of frequency variations and skin effect.
本文分析了高频现象对插层掺杂水平顶接触多层石墨烯纳米带(D-HTC-MLGNR)互连工作特性的影响。目的是探索它们在高频电路设计中应用的可行性。提出了一种结合散射限制的现实平均自由程和有限厚度相关的集肤效应模型的方法,用于提取MLGNR互连的频率相关阻抗。通过采用所提出的方法,研究了d-HTC-MLGNR互连中散射限制阻抗参数的频率依赖特性和串扰效应,并与未掺杂的MLGNR(即HTC和垂直顶接触)和铜(Cu)对口(光滑和粗糙)进行了比较。结果表明,Cu变体在串扰效应方面优于放置在SiO2衬底上的限制散射的MLGNR变体。然而,没有表面极性声子(SPPs)和边缘粗糙度(ER)的锂掺杂HTC-MLGNR在SiC和BN衬底上表现出优于Cu衬底的串扰诱导性能。此外,在没有spp和ER的情况下,放置在SiC上的Li-D HTC-MLGNR在整个频率范围内的超调峰值幅度、超调宽度和延迟的平均百分比增幅最小,分别为6.6%、0.18%和15.6%,这意味着频率变化和集皮效应的影响最小。
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引用次数: 0
Estimating channel coefficients for complex topologies in 3D diffusion channel using artificial neural networks 利用人工神经网络估计三维扩散信道中复杂拓扑结构的信道系数
IF 2.9 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-31 DOI: 10.1016/j.nancom.2024.100549
Halil Umut Ozdemir, Halil Ibrahim Orhan, Meriç Turan, Bariş Büyüktaş, H. Birkan Yilmaz
Molecular communication via diffusion (MCvD) is one of the paradigms in nanonetworks. Finding an approximation or analytical solution for the fraction of the received molecules to analyze the channel behavior is essential in molecular communication. Current studies propose approximations to model simple channel topologies, i.e. topologies with few nodes. To model complex channel topologies, time-consuming particle-based Monte Carlo simulations are used. We propose MCvD-Transformer to avoid the time-consuming simulations and estimate the fraction of the received molecules for complex topologies. MCvD-Transformer is trained via instances containing various topologies and time-dependent estimations for a fraction of received molecules estimated by particle-based Monte Carlo simulations. Finally, MCvD-Transformer is compared with both the studies in the literature and the simulations. As a result, MCvD-Transformer performs better than literature studies in terms of root mean squared error and maximum normalized absolute error metrics on our test dataset. Therefore, the proposed model is more accurate in modeling complex MCvD topologies than the current state of the art without time-consuming simulations. Additionally, it is expected to be a benchmark for the works that focus on complex MCvD topologies.
通过扩散进行分子通讯(MCvD)是纳米网络的范例之一。找到接收分子分数的近似值或分析解来分析信道行为对分子通讯至关重要。目前的研究提出了一些近似值来模拟简单的信道拓扑结构,即节点较少的拓扑结构。要模拟复杂的信道拓扑结构,需要使用耗时的基于粒子的蒙特卡罗模拟。我们提出 MCvD-Transformer 来避免耗时的模拟,并估算复杂拓扑的接收分子分数。MCvD-Transformer 通过包含各种拓扑结构的实例进行训练,并通过基于粒子的蒙特卡罗模拟对接收到的分子分数进行随时间变化的估算。最后,MCvD-Transformer 与文献研究和模拟进行了比较。结果显示,在测试数据集上,MCvD-Transformer 的均方根误差和最大归一化绝对误差指标均优于文献研究。因此,在对复杂 MCvD 拓扑进行建模时,与目前的技术水平相比,所提出的模型更加精确,而且无需进行耗时的模拟。此外,它有望成为关注复杂 MCvD 拓扑的工作的基准。
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引用次数: 0
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Nano Communication Networks
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