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Quantum-dot Cellular Automata Placement and Routing with Hierarchical Algorithm 采用分层算法的量子点蜂窝自动机安置和路由选择
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2024-02-02 DOI: 10.1016/j.nancom.2024.100495
Bing Zhang , Fei Peng , Gaisheng Li , Yangshuai Li , Guangjun Xie

To meet the needs of the market launch, placement and routing(P&R) algorithms for conventional circuits have started to adopt a hierarchical design, divide and conquer philosophy for the layout of VLSI circuits. Quantum-dot cellular automata (QCA) circuits are considered a solution to overcome the limitations of Moore’s Law. However, the current automated design of QCA circuits is still in its preliminary stages. This paper uses a hierarchical structure, which borrows from traditional circuits that should be laid out in large-scale circuits, to hierarchically process QCA circuits, laying them out layer by layer while using the A* algorithm for wiring to find feasible solutions. The algorithm is implemented using the C++ programming language, and simulation results verify the correctness of the algorithm.

为了满足市场启动的需要,传统电路的布局和布线(P&R)算法开始采用分层设计、分而治之的理念来布局超大规模集成电路。量子点蜂窝自动机(QCA)电路被认为是克服摩尔定律限制的一种解决方案。然而,目前 QCA 电路的自动化设计仍处于初级阶段。本文借鉴大规模电路中应布局的传统电路,采用分层结构对 QCA 电路进行分层处理,逐层布局,同时使用 A* 算法布线,以找到可行的解决方案。该算法使用 C++ 编程语言实现,仿真结果验证了算法的正确性。
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引用次数: 0
Emission rate optimization in diffusion-based molecular communication among mobile bacteria 移动细菌间基于扩散的分子通讯中的发射率优化
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-12-14 DOI: 10.1016/j.nancom.2023.100490
Xuancheng Jin, Zhen Cheng, Jie Sun

In quorum sensing (QS), bacteria exchange information by using molecular signals to work together. In this paper, we study diffusion-based molecular communication with the QS mechanism between the transmitter node and receiver node which are composed of a population of mobile bacteria in a cluster, respectively. The expression of average bit error probability (BEP) at a receiver bacterium is derived. Furthermore, we use the projected gradient descent (PGD) algorithm to solve the optimization problem whose objective is to minimize the average BEP under emission rate constraints which require that the emission rate of each transmitter bacterium has lower and upper bounds. Finally, the numerical results show the PGD algorithm has good convergence behaviors and it is more efficient in finding the optimal emission rate with fewer iterations than genetic algorithm. The obtained results are expected to provide guidance in designing QS-based molecular communication system with lower average BEP.

在法定人数感应(QS)中,细菌通过分子信号交换信息,共同工作。本文研究了基于扩散的 QS 机制的分子通信,研究对象分别是由集群中的移动细菌群组成的发送节点和接收节点。得出了接收细菌的平均比特错误概率(BEP)表达式。此外,我们还使用了投影梯度下降(PGD)算法来解决优化问题,其目标是在发射率约束条件下最小化平均误码率,发射率约束条件要求每个发射细菌的发射率都有下限和上限。最后,数值结果表明 PGD 算法具有良好的收敛性,与遗传算法相比,它能以更少的迭代次数更有效地找到最佳发射率。这些结果有望为设计平均 BEP 更低的基于 QS 的分子通讯系统提供指导。
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引用次数: 0
A review: The influence of graphene material integration in antenna characteristics in the presence of bias for fifth and sixth generation wireless communication application 综述:石墨烯材料集成对第五代和第六代无线通信应用中存在偏压情况下天线特性的影响
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-12-11 DOI: 10.1016/j.nancom.2023.100483
Siti Nor Hafizah Sa'don , Mohd Haizal Jamaluddin , Ayman Althuwayb , Bader Alali

This paper reviews the effect of graphene on antenna characteristics for wireless communication based on fifth generation (5 G) and sixth generation (6 G). The integration method of graphene material on antenna structure in the microwave, millimetre wave, and terahertz bands affects various characteristics. By analysing all the graphene antennas using two types of integration methods:graphene as the only radiating element and graphene-hybrid, different improvements in antenna characteristics are collected, including impedance bandwidth, radiation pattern, antenna gain, antenna efficiency, tuning capability in resonant frequency as well as radiation pattern, reconfigurable capability, and beam scanning capability. This review found that a graphene antenna that implements hybrid integration in antenna structure at 5 G and 6 G frequency bands shows some of these characteristics, such as good tunable resonant frequency, wide impedance bandwidth, gain improvement, mutual coupling reduction, changing of polarisation, direction of main beam, variation of gain, axial ratio, and efficiency when direct current (DC) biasing or resistance is applied and changed. The graphene antenna that uses graphene as the only radiating patch has a moderately biased effect on microwave frequency with respect to the antenna's performance in the terahertz range because of different behaviour of graphene's conductivity, but it also depends on many factors such as frequency, geometry, and specifications. From this review, it appears that the presence of graphene in the antenna will produce better characteristics. It is an opportunity for antennas for future wireless generation by recommending graphene as the hybrid integration method in the antenna structure.

本文综述了石墨烯对基于第五代(5 G)和第六代(6 G)无线通信的天线特性的影响。石墨烯材料在微波、毫米波和太赫兹波段天线结构上的集成方法会影响各种特性。通过分析使用两种集成方法(石墨烯作为唯一辐射元件和石墨烯混合)的所有石墨烯天线,收集了天线特性的不同改进,包括阻抗带宽、辐射模式、天线增益、天线效率、谐振频率和辐射模式的调谐能力、可重构能力和波束扫描能力。本综述发现,在 5 G 和 6 G 频段实现了天线结构混合集成的石墨烯天线显示了这些特性中的一些特性,如良好的可调谐振频率、宽阻抗带宽、增益改善、互耦减小、极化改变、主波束方向、增益变化、轴向比以及施加直流偏压或改变电阻时的效率。使用石墨烯作为唯一辐射贴片的石墨烯天线,由于石墨烯导电性能的不同,在太赫兹范围内对微波频率的性能有适度的偏差影响,但这也取决于频率、几何形状和规格等许多因素。从这篇综述中可以看出,在天线中加入石墨烯会产生更好的特性。建议在天线结构中采用石墨烯作为混合集成方法,这对未来的无线天线来说是一个机遇。
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引用次数: 0
A reconstructing approach to reduce distortion in detection of THz pulses via electro-optic sampling 一种减少太赫兹脉冲电光采样检测失真的重构方法
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-12-02 DOI: 10.1016/j.nancom.2023.100491
Jalal Gholinejad , Samiye Matloub , Ali Rostami

Terahertz (THz) band is an important range in photonics, and provides numerous advantages in various applications. One of the most popular detection methods for THz pulses is electro-optic sampling (EOS). EOS provides many benefits; however, in this method distortion damages the output signal, and limits the bandwidth of this technique. In this article, a calculation-based approach is proposed to remove the effect of distortion in EOS detection process. This manner is based on definition of a base-level spectrum which modifies the output of EOS to eliminate unwanted disorders. The introduced method is computational, inexpensive, feasible, fast, adaptable, and effective. Moreover, a detailed comprehensive step-by-step model of THz time-domain spectroscopy (THz-TDS) with a simple and obvious perspective for ZnTe and GaP crystals is provided.

太赫兹(THz)波段是光子学中的重要波段,在各种应用中具有许多优势。太赫兹脉冲最常用的检测方法之一是电光采样(EOS)。EOS提供了许多好处;然而,在这种方法中,失真破坏了输出信号,限制了该技术的带宽。本文提出了一种基于计算的方法来消除EOS检测过程中失真的影响。这种方式是基于基电平频谱的定义,它修改EOS的输出以消除不必要的紊乱。该方法具有计算量大、成本低、可行、快速、适应性强、效果好等特点。此外,本文还提供了一个详细的、综合的、以ZnTe和GaP晶体为对象的太赫兹时域光谱(THz- tds)分步模型。
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引用次数: 0
Utilizing a Novel Universal Quantum Gate in the Design of Fault-Tolerant Architecture 一种新型通用量子门在容错架构设计中的应用
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-12-02 DOI: 10.1016/j.nancom.2023.100482
Neeraj Kumar Misra , Bandan Kumar Bhoi , Sankit Ramkrishna Kassa

In nano communication, fault-tolerant networks play a crucial role in error control. A significant practical challenge for nanocircuits is their ability to transmit information over networks to different endpoints. Fault-tolerant and reversible circuits have control error problems. The advantage of a quantum gate-based architecture is that it prevents heat loss, and it has been extensively researched. In this article, we have developed reversible multiplexers (mux's), half-adder (HA), and full-adder (FA) and latches that are fault-tolerant by making use of new gate and implementing them on the IBM Qiskit platform. A power-efficient and fault-tolerant mux's and latches is proposed that uses reversible gates to preserve parity. Multiplexer kinds such as 2:1, 4:1, and n:1 is covered in depth by the new Parity Preserving Multiplexer (PPM) gate and verified by IBM-Qiskit. An algorithmic design for an n:1 multiplexer is invented. In order to assess a PPM gate effectiveness, 13 standard Boolean functions and 8 standard types of gates are implemented. The PPM quantum gate is built using quantum assembly code (QAC), which runs on IBM Quantum Lab and IBM Quantum Composer platforms to measure the output qubits. Additional HA, muxes, and latches design led to the code creation in the Qiskit platform, which was used to measure the output qubits. A comparison of the D-latch, T-latch, JK-latch, and mux designs with existing circuits shows a reduction in quantum cost (qc) and junk output (go) and the implementation of a custom design in the IBM-Qiskit platform to measure output qubits is a first time in literature.

在纳米通信中,容错网络在错误控制中起着至关重要的作用。纳米电路的一个重要的实际挑战是它们通过网络向不同端点传输信息的能力。容错可逆电路存在控制误差问题。基于量子门的结构的优点是它可以防止热损失,并且已经被广泛研究。在本文中,我们开发了可逆多路复用器(mux’s)、半加法器(HA)、全加法器(FA)和锁存器,通过使用新的门并在IBM Qiskit平台上实现它们,它们具有容错性。提出了一种利用可逆门保持奇偶性的低功耗容错多路锁存器。新的奇偶保持复用器(PPM)门将深入介绍2:1、4:1和n:1等多路复用器类型,并由IBM-Qiskit进行验证。提出了一种n:1多路复用器的算法设计。为了评估PPM门的有效性,实现了13个标准布尔函数和8种标准类型的门。PPM量子门是使用量子汇编代码(QAC)构建的,它在IBM量子实验室和IBM量子作曲家平台上运行,以测量输出量子位。额外的HA、互斥器和锁存器设计导致在Qiskit平台上创建代码,用于测量输出量子位。d锁存器、t锁存器、jk锁存器和复用器设计与现有电路的比较表明,量子成本(qc)和垃圾输出(go)降低,并且在IBM-Qiskit平台上实现定制设计来测量输出量子位,这在文献中是第一次。
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引用次数: 0
3D dynamic ring-based forwarder selection to improve packet delivery in ultra-dense nanonetworks 基于三维动态环的转发器选择,改善超密集纳米网络中的数据包传输
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-12-02 DOI: 10.1016/j.nancom.2023.100492
Farah Hoteit , Eugen Dedu , Dominique Dhoutaut , Winston K.G. Seah

A nanonetwork is a multi-hop network composed of tiny communicating components, whose energy budget is rather limited. A method to reduce the energy used by nodes is to reduce the number of packets transmitted. In this article, we propose a dynamic 3D scheme to reduce the number of forwarders during routing. In this scheme, potential forwarders are found on a ring around transmitter nodes. We analyze the effectiveness of our 3D scheme for four routing protocols in multi-source scenarios. We analyze its memory cost, both theoretically and by simulation. Results show that the proposed scheme works in 3D, and reduces the number of forwarders while maintaining almost the same packet delivery ratio.

纳米网络是由微小的通信组件组成的多跳网络,其能量预算相当有限。减少节点能量消耗的一种方法是减少数据包的传输数量。在本文中,我们提出了一种动态 3D 方案,以减少路由过程中的转发器数量。在该方案中,潜在的转发器是在发送节点周围的环上找到的。我们分析了四种路由协议的 3D 方案在多源场景中的有效性。我们从理论和仿真两方面分析了其内存成本。结果表明,我们提出的 3D 方案在保持几乎相同的数据包传送率的同时,减少了转发器的数量。
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引用次数: 0
CSRR loaded multiband THz MIMO antenna for nano-communications and bio-sensing applications 用于纳米通信和生物传感应用的CSRR加载多波段太赫兹MIMO天线
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-11-02 DOI: 10.1016/j.nancom.2023.100481
Gaurav Saxena , Maksud Alam , Manidipa Roy , Abdulwasa Bakr Barnawi , T.M. Yunus Khan , Ram Lal Yadava , Sanjay Chintakindi , Reena Jain , Himanshu Singh , Yogendra Kumar Awasthi

In this paper, a multiband THz Multi-Input Multi-Output (MIMO) antenna is designed with dimensions of 80×100×10.8μm³. The antenna is made-up on a gold-plated Arlon AD410 substrate with a relative permittivity of 4.1.It operates at three resonant frequencies, namely 1.45THz, 2.25THz, and 3.25THz, achieved through the integration of Complementary Split-Ring Resonator (CSRR) and Substrate Integrated Waveguide (SIW) technologies. The two-element MIMO configuration of the antenna ensures exceptional performance, offering high throughput with data rates of 25.23Gbps for the Quadrature Phase Shift Keying (QPSK) scheme and 56.68Gbps for the 16-Quadrature Amplitude Modulation (QAM) scheme. It also exhibits remarkable channel capacity, approximately 8.2bps/Hz at Signal-to-Noise Ratio (SNR) = 20dB, surpassing the capabilities of single-element antennas. Moreover, it demonstrates excellent diversity performance for judging the MIMO antenna performance. This is evident through the following key metrics: Envelope Correlation Coefficient (ECC) < 0.02, indicating that less than 1 % of power is transferred from the excited antenna to the second 50Ω terminated antenna when antenna-1 is excited; Directive Gain (DG) >9.95dB; Total Active Reflection Coefficient (TARC) < -10dB, ensuring that a minimum of 90 % of the power is delivered to the patch port; and Channel Capacity Loss (CCL) < 0.35 bits/sec/Hz, guaranteeing reliable wireless communication. The antenna boasts peak gains of 3.83dBi, 4.06dBi, and 6.82dBi at 1.45THz, 2.25THz, and 3.25THz, respectively, along with a radiation efficiency of approximately 37, 58, and 51 % at the corresponding frequencies. Notably, the first two bands (1.34-1.51THz and 2.20-2.28THz) exhibit narrow bandwidths with quality factors above 80, making them particularly suitable for sensing applications in biomedical. Band-1 offers an average sensitivity of 3222.22 GHz/RIU and an FOM of 17.89, while Band-2 provides an average sensitivity of 2578.68 GHz/RIU and an FOM of 14.38. These characteristics make it well-suited for near-field Nano-communications and sensing applications.

本文设计了一种尺寸为80×100×10.8μm³的多波段太赫兹多输入多输出(MIMO)天线。天线由镀金的Arlon AD410衬底构成,相对介电常数为4.1。它工作在1.45THz, 2.25THz和3.25THz三个谐振频率,通过互补分环谐振器(CSRR)和衬底集成波导(SIW)技术的集成实现。天线的双元MIMO配置确保了卓越的性能,提供高吞吐量,数据速率为25.23Gbps的正交相移键控(QPSK)方案和56.68Gbps的16正交调幅(QAM)方案。它还显示出卓越的信道容量,在信噪比(SNR) = 20dB时约为8.2bps/Hz,超过了单元件天线的能力。此外,该方法还具有良好的分集性能,可用于判断MIMO天线的性能。通过以下关键指标可以明显看出这一点:包络相关系数(ECC) <0.02,表示在天线-1受激励时,从受激励天线转移到第二个50Ω端接天线的功率小于1%;指令增益(DG) >9.95dB总主动反射系数(TARC);-10dB,保证至少90%的功率送到接插口;信道容量损失(CCL) <0.35比特/秒/赫兹,保证可靠的无线通信。该天线在1.45THz、2.25THz和3.25THz下的峰值增益分别为3.83dBi、4.06dBi和6.82dBi,相应频率下的辐射效率分别约为37%、58%和51%。值得注意的是,前两个频段(1.34-1.51THz和2.20-2.28THz)带宽较窄,质量因子在80以上,特别适合生物医学领域的传感应用。Band-1的平均灵敏度为3222.22 GHz/RIU, FOM为17.89,Band-2的平均灵敏度为2578.68 GHz/RIU, FOM为14.38。这些特性使其非常适合近场纳米通信和传感应用。
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引用次数: 0
Highly-efficient tunable dipole-driven Yagi–Uda antenna with end-fire radiation for terahertz application 高效可调谐偶极子驱动的Yagi-Uda天线,用于太赫兹应用
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-10-19 DOI: 10.1016/j.nancom.2023.100480
Naveen Kumar Maurya , Sadhana Kumari , Prakash Pareek , Gaurav Varshney

This paper presents a highly efficient tunable dipole antenna with omnidirectional radiation. The main radiator of the hybrid dipole is designed using a perfect electric conductor, whereas tunability has been achieved using graphene strips in the antenna’s proximity. The dipole antenna resonates at 1.3785 THz and provides a bandwidth (BW) of 8.58% for the graphene’s chemical potential (μc) equal to 0.6 eV. The peak gain and total efficiency (ηTotal) are 1.46 dBi and 83.13%, respectively. The proposed dipole provides tunability from 1.32 to 1.411 THz by varying μc from 0.4 to 0.7 eV. Further, a compact dipole-driven tunable Yagi–Uda antenna has been designed with end-fire radiation. The proposed Yagi–Uda antenna has a size of only 90 μm × 60 μm, i.e., 0.61λg ×0.38λg, where λg is the guided wavelength calculated at 1.3631 THz and provides tunability from 1.328 to 1.5 THz. The peak gain, front-to-back ratio (FBR) and ηTotal at 1.3631 THz for the μc = 0.6 eV are found to be 4.93 dBi, 17.3 dB, and 63.36%, respectively. A practical parallel plate DC biasing configuration with a common ground plane has also been proposed to independently tune the μc of each element in the passive Yagi–Uda array. The proposed Yagi antenna provides reasonable gain and FBR to cater for high propagation loss in the terahertz regime.

提出了一种全向辐射的高效可调谐偶极子天线。混合偶极子的主散热器采用完美的电导体设计,而在天线附近使用石墨烯条实现了可调性。偶极子天线谐振频率为1.3785 THz,当石墨烯的化学势(μc)为0.6 eV时,其带宽(BW)为8.58%。峰值增益和总效率(ηTotal)分别为1.46 dBi和83.13%。通过0.4 ~ 0.7 eV的μc变化,偶极子在1.32 ~ 1.411 THz范围内具有可调性。此外,还设计了一种紧凑的偶极子驱动的可调谐Yagi-Uda天线。Yagi-Uda天线的尺寸仅为90 μm × 60 μm,即0.61λg ×0.38λg,其中λg为在1.3631 THz处计算的制导波长,可调范围为1.328 ~ 1.5 THz。μc = 0.6 eV时,在1.3631 THz处的峰值增益为4.93 dBi,前后比为17.3 dB, ηTotal为63.36%。本文还提出了一种实用的具有公共接平面的并联板直流偏置结构,用于对无源Yagi-Uda阵列中各元件的μc进行独立调谐。所提出的八木天线提供了合理的增益和FBR,以满足太赫兹频段的高传播损耗。
{"title":"Highly-efficient tunable dipole-driven Yagi–Uda antenna with end-fire radiation for terahertz application","authors":"Naveen Kumar Maurya ,&nbsp;Sadhana Kumari ,&nbsp;Prakash Pareek ,&nbsp;Gaurav Varshney","doi":"10.1016/j.nancom.2023.100480","DOIUrl":"https://doi.org/10.1016/j.nancom.2023.100480","url":null,"abstract":"<div><p><span>This paper presents a highly efficient tunable dipole antenna<span> with omnidirectional radiation. The main radiator of the hybrid dipole is designed using a perfect electric conductor, whereas tunability has been achieved using graphene strips in the antenna’s proximity. The dipole antenna resonates at 1.3785 THz and provides a bandwidth (BW) of 8.58% for the graphene’s chemical potential (</span></span><span><math><msub><mrow><mi>μ</mi></mrow><mrow><mi>c</mi></mrow></msub></math></span>) equal to 0.6 eV. The peak gain and total efficiency (<span><math><msub><mrow><mi>η</mi></mrow><mrow><mi>T</mi><mi>o</mi><mi>t</mi><mi>a</mi><mi>l</mi></mrow></msub></math></span>) are 1.46 dBi and 83.13%, respectively. The proposed dipole provides tunability from 1.32 to 1.411 THz by varying <span><math><msub><mrow><mi>μ</mi></mrow><mrow><mi>c</mi></mrow></msub></math></span> from 0.4 to 0.7 eV. Further, a compact dipole-driven tunable Yagi–Uda antenna has been designed with end-fire radiation. The proposed Yagi–Uda antenna has a size of only 90 <span><math><mi>μ</mi></math></span>m <span><math><mo>×</mo></math></span> 60 <span><math><mi>μ</mi></math></span>m, i.e., 0.61<span><math><msub><mrow><mi>λ</mi></mrow><mrow><mi>g</mi></mrow></msub></math></span> <span><math><mrow><mo>×</mo><mspace></mspace><mn>0</mn><mo>.</mo><mn>38</mn><msub><mrow><mi>λ</mi></mrow><mrow><mi>g</mi></mrow></msub></mrow></math></span>, where <span><math><msub><mrow><mi>λ</mi></mrow><mrow><mi>g</mi></mrow></msub></math></span> is the guided wavelength calculated at 1.3631 THz and provides tunability from 1.328 to 1.5 THz. The peak gain, front-to-back ratio (FBR) and <span><math><msub><mrow><mi>η</mi></mrow><mrow><mi>T</mi><mi>o</mi><mi>t</mi><mi>a</mi><mi>l</mi></mrow></msub></math></span> at 1.3631 THz for the <span><math><msub><mrow><mi>μ</mi></mrow><mrow><mi>c</mi></mrow></msub></math></span> = 0.6 eV are found to be 4.93 dBi, 17.3 dB, and 63.36%, respectively. A practical parallel plate DC biasing configuration with a common ground plane has also been proposed to independently tune the <span><math><msub><mrow><mi>μ</mi></mrow><mrow><mi>c</mi></mrow></msub></math></span><span> of each element in the passive Yagi–Uda array. The proposed Yagi antenna provides reasonable gain and FBR to cater for high propagation loss in the terahertz regime.</span></p></div>","PeriodicalId":54336,"journal":{"name":"Nano Communication Networks","volume":"38 ","pages":"Article 100480"},"PeriodicalIF":2.9,"publicationDate":"2023-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"92096540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A frequency domain multiplexing scheme based on kernel density estimation for neural communication systems 一种基于核密度估计的神经通信系统频域复用方案
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-10-10 DOI: 10.1016/j.nancom.2023.100479
Zhuoqun Jin , Yu Li , Yao Chen , Hao Yan , Lin Lin

Transmitting information in engineered neural communication systems is a promising solution to delay-sensitive applications for the Internet of Bio-Nanothings (IoBNTs). As widely used in wired and wireless communication systems, introducing multiplexing into neural communication system could improve channel transmission efficiency. In this paper, we model a neural communication system for IoBNTs and propose a neural signal multiplexing scheme for this system, based on frequency-division multiplexing (FDM) principles. The whole system including channel modeling, neural encoding, demultiplexing scheme, and decoding method using kernel density estimation (KDE) are presented. The optimal parameters for KDE and bit error probability are analyzed, and the performance of the proposed strategy is evaluated in terms of error rate and mutual information rate. The work can help researchers better understanding the underlying mechanism of neural multiplexing and pave the way for the implementation of IoBNT applications.

在工程神经通信系统中传输信息是生物纳米技术互联网(IoBNTs)延迟敏感应用的一种很有前途的解决方案。由于在有线和无线通信系统中广泛使用,在神经通信系统中引入多路复用可以提高信道传输效率。在本文中,我们对IoBNT的神经通信系统进行了建模,并基于频分复用(FDM)原理为该系统提出了一种神经信号复用方案。介绍了整个系统,包括信道建模、神经编码、解复用方案和使用核密度估计(KDE)的解码方法。分析了KDE的最优参数和误码率,并从误码率和互信息率两个方面评估了该策略的性能。这项工作可以帮助研究人员更好地理解神经复用的潜在机制,并为IoBNT应用的实现铺平道路。
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引用次数: 0
Adaptive multi-layer reward based Q-learning for source tracing in diffusive molecular communications environment with obstacles 基于多层奖励的自适应Q学习在有障碍的扩散分子通信环境中的源跟踪
IF 2.9 4区 计算机科学 Q1 Mathematics Pub Date : 2023-10-04 DOI: 10.1016/j.nancom.2023.100478
Zhibo Lou, Wence Zhang, Xu Bao

Benefiting by the fast development of nanotechnology, molecular communication (MC) has received great attention in recent years. In many potential applications of MC, such as drug delivery and pollution prevention, it is essential to locate or trace the target. In this paper, we consider a 3D diffusive MC environment consisting of several obstacles, a molecule-releasing source (RS) and a mobile molecule sensor (MS) which aims to find the RS within a time constraint. The problem is reformulated using Markov Decision Process (MDP) and an adaptive multi-layer reward based Q-Learning (AMR-Q Learning) approach is proposed. By exploiting information from the number of received molecules and adaptively setting multi-layer rewards, MS with AMR-Q Learning can find the RS efficiently, unlike the gradient based method which is usually trapped in locally optimal points. Numerical results demonstrate that the proposed AMR-Q Learning approach outperforms existing path-planning schemes with significantly reduced training overhead.

得益于纳米技术的快速发展,分子通信近年来受到了极大的关注。在MC的许多潜在应用中,如药物递送和污染预防,定位或追踪目标是至关重要的。在本文中,我们考虑了一个由几个障碍物、一个分子释放源(RS)和一个移动分子传感器(MS)组成的三维扩散MC环境,该传感器旨在在时间约束内找到RS。使用马尔可夫决策过程(MDP)对该问题进行了重新表述,并提出了一种自适应的基于多层奖励的Q学习(AMR-Q学习)方法。通过利用来自接收到的分子数量的信息并自适应地设置多层奖励,具有AMR-Q学习的MS可以有效地找到RS,这与通常被困在局部最优点的基于梯度的方法不同。数值结果表明,所提出的AMR-Q学习方法在显著减少训练开销的情况下优于现有的路径规划方案。
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引用次数: 0
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