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Pursuit-Evasion Game for Spacecraft With Incomplete Information Under J₂ Perturbation J 2摄动下不完全信息航天器的追-避博弈
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-18 DOI: 10.1109/TCSI.2025.3560303
Zhenxin Mu;Mingjiang Ji;Pengyu Guo;Qufei Zhang;Bing Xiao;Lu Cao;Junzhi Yu
In this paper, the dual spacecraft pursuit-evasion game problem under incomplete information is investigated, and a strategy-solving method for the incomplete information pursuit-evasion game based on particle swarm optimization and unscented particle filter (PSO-UPF) estimation is proposed. The completeness of the information available about the target’s cost function, which is determined by the weighting information, has a significant impact on the success of the pursuing strategy. For the cost function is unknown in incomplete information scenarios, a research framework of the pursuit-evasion game based on following observation and one-sided pursuit two stages is established. Besides, to describe the more accurate motion of the spacecraft, a Schweighart-Sedwick (SS) dynamic model is introduced that considers the effect of $J_{2}$ perturbation. Firstly, an equilibrium strategy for the SS model-based pursuit-evasion problem is derived under complete information. Next, for the incomplete information scenarios, an estimation method based on PSO-UPF of weight matrix information is established, which allows the cost function to be determined by the estimation method in the observation stage. Then, the pursuit strategy is re-designed in the one-sided pursuit stage based on the estimated cost function. Finally, the performance of the proposed method is validated by simulation. The results demonstrate that the approach can achieve good performance by efficiently estimating the weight information in the opponent’s cost function.
研究了不完全信息下的双航天器追逃博弈问题,提出了一种基于粒子群优化和无气味粒子滤波(PSO-UPF)估计的不完全信息追逃博弈策略求解方法。目标成本函数信息的完备性是由加权信息决定的,它对追击策略的成功与否有着重要的影响。针对不完全信息场景下成本函数未知的情况,建立了基于跟随观察和单边追捕两个阶段的追逃博弈研究框架。此外,为了更准确地描述航天器的运动,引入了考虑$ j_bb_0 $摄动影响的Schweighart-Sedwick (SS)动力学模型。首先,在完全信息条件下,导出了基于SS模型的追逃问题的均衡策略。其次,针对不完全信息场景,建立了基于权矩阵信息的PSO-UPF估计方法,使得在观测阶段通过该估计方法确定代价函数。然后,根据估计的成本函数,在单侧追击阶段重新设计追击策略。最后,通过仿真验证了该方法的有效性。结果表明,该方法能够有效地估计对手代价函数中的权重信息,取得了较好的性能。
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引用次数: 0
A High-Throughput FPGA Accelerator for Lightweight CNNs With Balanced Dataflow 基于均衡数据流的轻量级cnn高吞吐量FPGA加速器
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-17 DOI: 10.1109/TCSI.2025.3554635
Zhiyuan Zhao;Yihao Chen;Pengcheng Feng;Jixing Li;Gang Chen;Rongxuan Shen;Huaxiang Lu
FPGA accelerators for lightweight convolutional neural networks (LWCNNs) have recently attracted significant attention. Most existing LWCNN accelerators focus on single-Computing-Engine (CE) architecture with local optimization. However, these designs typically suffer from high on-chip/off-chip memory overhead and low computational efficiency due to their layer-by-layer dataflow and unified resource mapping mechanisms. To tackle these issues, a novel multi-CE-based accelerator with balanced dataflow is proposed to efficiently accelerate LWCNN through memory-oriented and computing-oriented optimizations. Firstly, a streaming architecture with hybrid CEs is designed to minimize off-chip memory access while maintaining a low cost of on-chip buffer size. Secondly, a balanced dataflow strategy is introduced for streaming architectures to enhance computational efficiency by improving efficient resource mapping and mitigating data congestion. Furthermore, a resource-aware memory and parallelism allocation methodology is proposed, based on a performance model, to achieve better performance and scalability. The proposed accelerator is evaluated on Xilinx ZC706 platform using MobileNetV2 and ShuffleNetV2. Implementation results demonstrate that the proposed accelerator can save up to 68.3% of on-chip memory size with reduced off-chip memory access compared to the reference design. It achieves an impressive performance of up to 2092.4 FPS and a state-of-the-art MAC efficiency of up to 94.58%, while maintaining a high DSP utilization of 95%, thus significantly outperforming current LWCNN accelerators.
用于轻量级卷积神经网络(lwcnn)的FPGA加速器最近引起了人们的广泛关注。现有的LWCNN加速器大多集中在单计算引擎(CE)架构上进行局部优化。然而,这些设计通常由于其逐层数据流和统一的资源映射机制而遭受高片内/片外内存开销和低计算效率的困扰。为了解决这些问题,提出了一种新的基于多ce的数据流平衡加速器,通过面向内存和面向计算的优化来有效地加速LWCNN。首先,混合ce的流架构旨在最大限度地减少片外存储器访问,同时保持低成本的片上缓冲区大小。其次,在流架构中引入平衡数据流策略,通过改进有效的资源映射和缓解数据拥塞来提高计算效率。在此基础上,提出了一种基于性能模型的资源感知内存和并行分配方法,以获得更好的性能和可扩展性。该加速器在Xilinx ZC706平台上使用MobileNetV2和ShuffleNetV2进行了评估。实现结果表明,与参考设计相比,所提出的加速器可以节省高达68.3%的片上存储器大小,并减少片外存储器访问。它实现了高达2092.4 FPS的令人印象深刻的性能和高达94.58%的最先进的MAC效率,同时保持了95%的DSP利用率,因此显着优于当前的LWCNN加速器。
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引用次数: 0
15.4–17 GHz, −187.4 dBc/Hz FoM VCO With Current Reused Coupled Oscillator and Improved Noise Circulation 15.4-17 GHz,−187.4 dBc/Hz FoM压控振荡器,电流复用耦合振荡器,改善噪声循环
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-17 DOI: 10.1109/TCSI.2025.3559711
Hapsah Aulia Azzahra;Muhammad Fakhri Mauludin;Xi Zhu;Jae-Won Nam;Jusung Kim
This paper presents a current-reused coupled oscillator with improved noise circulating technique for phase noise improvement. The proposed current-reused coupled oscillator with order of 2, where the noise circulation oscillator is stacked on top of PMOS cross-coupled oscillator solves the strict trade-off between power consumption and phase noise. The degeneration transistors for noise circulating operations are biased in triode-region instead of in saturation to provide an optimum delay in loop gain, such that the positive and negative phase change in the normalized impulse sensitivity function (ISF) become more symmetric. Thus, the $1/f^{3}$ phase noise is significantly improved. The voltage-controlled oscillator (VCO) was implemented using CMOS 65nm technology, and the measurement results demonstrated its operation within a frequency range of 15.4–17 GHz (9.8% tuning range). Despite its low power dissipation of 6.3 mW, the VCO design exhibits excellent performance, offering a phase noise of −111.2 dBc/Hz at 1 MHz offset frequency. Furthermore, the proposed VCO attains a figure of merit (FoM) of −187.4 dBc/Hz.
本文提出了一种电流复用耦合振荡器,采用改进的噪声循环技术来改善相位噪声。本文提出的2阶电流复用耦合振荡器,将噪声循环振荡器叠加在PMOS交叉耦合振荡器之上,解决了功耗和相位噪声之间的严格权衡。用于噪声循环操作的退化晶体管在三极管区而不是在饱和区偏置,以提供最佳的环路增益延迟,从而使归一化脉冲灵敏度函数(ISF)的正负相位变化变得更加对称。因此,$1/f^{3}$相位噪声得到了显著改善。采用CMOS 65nm技术实现了压控振荡器(VCO),测量结果表明其工作频率范围为15.4-17 GHz(9.8%调谐范围)。尽管其低功耗为6.3 mW,但VCO设计表现出优异的性能,在1 MHz偏移频率下提供- 111.2 dBc/Hz的相位噪声。此外,所提出的压控振荡器的品质因数(FoM)为−187.4 dBc/Hz。
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引用次数: 0
Systematic Design of a 3.5 GS/s 11-bit Time-Interleaved SAR ADC in 28 nm CMOS Achieving 54 dB SNDR at Nyquist Frequency 在奈奎斯特频率下实现54 dB信噪比的28 nm CMOS 3.5 GS/s 11位时交错SAR ADC系统设计
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-17 DOI: 10.1109/TCSI.2025.3559354
Shuai Liu;Yechen Tian;Congyang Sun;Guoyu Li;Hao Xu;Na Yan
This paper presents a design-oriented analysis for the time-interleaved SAR ADC that quantifies different sources of imperfections to provide a unified design framework. This includes both single-channel and interleaving imperfections. A prototype time-interleaved ADC is designed and fabricated in a 28 nm CMOS process to validate the effectiveness of the theory. With one-time foreground timing skew and offset compensation, the 3.5 GS/s 11-bit time-interleaved SAR ADC achieves 55.6 dB SNDR at low input frequency and 54.3 dB SNDR at Nyquist frequency while dissipating 66.0 mW at 1 V supply including 14.8 mW clock buffer power.
本文提出了一种针对时间交错SAR ADC的面向设计的分析方法,该方法量化了不同的缺陷来源,以提供统一的设计框架。这包括单通道和交错缺陷。为了验证该理论的有效性,在28nm CMOS工艺下设计并制作了一个时间交错ADC原型。通过一次性前景时序倾斜和偏移补偿,3.5 GS/s 11位时间交错SAR ADC在低输入频率下可实现55.6 dB SNDR,在奈奎斯特频率下可实现54.3 dB SNDR,而在1v电源下功耗为66.0 mW,其中时钟缓冲功率为14.8 mW。
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引用次数: 0
NoCiPUF: NoC-Based Intrinsic PUF for MPSoC Authentication NoCiPUF:基于noc的MPSoC内部PUF认证
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-16 DOI: 10.1109/TCSI.2025.3559419
Deepank Grover;Tarun Sharma;Sneha Agarwal;Sidhartha Sankar Rout;Anushka;Madhur Kumar;Sujay Deb
Modern Multi-Processor-Systems-on-Chips (MPSoCs) use Network-on-Chips (NoCs) as a scalable and efficient communication fabric. The applications running on these devices rely on frequent communication with central database servers, which are vulnerable to impersonation attacks by adversarial clones. We propose NoCiPUF, a novel NoC-based intrinsic Physically-Unclonable-Function (PUF) framework for MPSoCs authentication. We re-use the circuit switched nature of NoC with path-pairs as challenges to obtain secret responses, collectively called challenge-response-pairs (CRPs). Due to the random nature of manufacturing variations, equal hop paths exhibit unequal delays. We leverage the delay differences of flits traversing in equal-hop paths to generate unique responses. NoCiPUF is fully-synthesizable and readily scalable as it requires changes only at the behavioral level. To counter Machine-Learning (ML)-based modeling attacks on PUFs, we provide a comprehensive technique and reduce the prediction accuracy to ~52%. NoCiPUF framework incurs low area (0.76%) and power (1.14%) overheads and has no impact on NoC performance in normal mode due to independent authentication mode. Obtained responses have near-ideal PUF metrics and are verified against the NIST randomness test suite. This scheme offers high number of CRPs in larger NoC networks (>0.74 million CRPs in $5 times 5$ mesh), proving its scalability.
现代多处理器片上系统(mpsoc)使用片上网络(noc)作为可扩展和高效的通信结构。在这些设备上运行的应用程序依赖于与中央数据库服务器的频繁通信,而中央数据库服务器很容易受到敌对克隆的模拟攻击。我们提出了一种新的基于物理不可克隆功能(PUF)的基于物理不可克隆功能(NoCiPUF)的mpsoc认证框架。我们重新利用NoC的电路交换特性,将路径对作为挑战来获得秘密响应,统称为挑战-响应对(CRPs)。由于制造变化的随机性,相等的跳跃路径表现出不等的延迟。我们利用在等跳路径中穿越的飞行的延迟差异来生成唯一的响应。NoCiPUF是完全可合成的,并且易于扩展,因为它只需要在行为级别上进行更改。为了对抗基于机器学习(ML)的puf建模攻击,我们提供了一种综合技术,并将预测精度降低到~52%。NoCiPUF框架的面积开销(0.76%)和功耗开销(1.14%)较低,并且由于采用独立认证模式,在正常模式下对NoC性能没有影响。获得的响应具有接近理想的PUF度量,并根据NIST随机测试套件进行了验证。该方案在较大的NoC网络中提供了大量的crp(在$5 × 5$ mesh中提供了bb0.74万个crp),证明了其可扩展性。
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引用次数: 0
MBS: A High-Precision Approximation Method for Softmax and Efficient Hardware Implementation MBS:一种高精度的Softmax逼近方法和高效的硬件实现
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-16 DOI: 10.1109/TCSI.2025.3559069
Yuanchen Wu;Zhiheng Xie;Hongbing Pan;Yuxuan Wang
The softmax function needs to be frequently used in the multi-head attention layer of Transformer networks. Compared to DNNs and other networks, Transformers have higher computational complexity, requiring higher accuracy and hardware performance for softmax function calculations. Therefore, we propose mixed-base softmax (MBS) for the first time for the approximation of the softmax function. This method combines exponential functions with bases of 2 and 4, which is advantageous for hardware implementation. MBS has a high similarity to the softmax function and demonstrates advanced performance during inference in Transformer network. Through algorithm transformation and hardware optimization, we have designed a low-complexity and highly parallel hardware architecture, which only occupies few additional hardware resources compared to base-2 softmax but achieves higher accuracy. Experimental results show that, under TSMC 90nm CMOS technology at the frequency of 0.5 GHz, our design can achieve the efficiency of 236.18 Gps/(mm ${^{{2}}} cdot $ mW) with the area of $4234~mu $ m2. Furthermore, MBS exhibits higher computational accuracy and inference precision compared with base-2 softmax.
在变压器网络的多头关注层中,需要频繁使用softmax功能。与dnn和其他网络相比,transformer具有更高的计算复杂度,对softmax函数计算的精度和硬件性能要求更高。因此,我们首次提出混合基softmax (MBS)来逼近softmax函数。该方法将指数函数与以2和4为基底的函数相结合,有利于硬件实现。MBS与softmax函数相似度高,在变压器网络推理中表现出先进的性能。通过算法转换和硬件优化,我们设计了一种低复杂度和高度并行的硬件架构,与base-2 softmax相比,它只占用了很少的额外硬件资源,但却达到了更高的精度。实验结果表明,在频率为0.5 GHz的TSMC 90nm CMOS技术下,我们的设计可以实现236.18 Gps/(mm ${^{{2}}} cdot $ mW)的效率,面积为$4234~mu $ m2。此外,与base-2 softmax相比,MBS具有更高的计算精度和推理精度。
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引用次数: 0
A Novel Approach to Prescribed-Time Cooperative Output Regulation in Linear Heterogeneous Multi-Agent Systems Using Cascade System Criteria 基于级联系统准则的线性异构多智能体系统规定时间协同输出调节新方法
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-16 DOI: 10.1109/TCSI.2025.3558826
Gewei Zuo;Lijun Zhu;Yujuan Wang;Zhiyong Chen;Yongduan Song
This paper investigates the prescribed-time cooperative output regulation (PTCOR) for a class of linear heterogeneous multi-agent systems (MASs) under directed communication graphs. As a special case of PTCOR, the necessary and sufficient condition for prescribed-time output regulation of an individual system is first explored, whereas only sufficient conditions are developed in the literature. A PTCOR algorithm is subsequently developed, composed of prescribed-time distributed observers, local state observers, and tracking controllers, utilizing a distributed feedforward method. This approach converts the PTCOR problem into the prescribed-time stabilization problem of a cascaded subsystem. The criterion for the prescribed-time stabilization of the cascaded system is proposed, differing from that of traditional asymptotic or finite-time stabilization of a cascaded system. It is proven that the regulated outputs converge to zero within a prescribed time and remain at zero afterward, while all internal signals in the closed-loop MASs are uniformly bounded. Finally, the theoretical results are validated through two numerical examples.
研究了有向通信图下一类线性异构多智能体系统(MASs)的规定时间协同输出调节问题。作为PTCOR的特例,本文首先探讨了单个系统定时输出调节的充分必要条件,而文献中只给出了充分条件。随后开发了一种PTCOR算法,该算法利用分布式前馈方法,由规定时间的分布式观测器、局部状态观测器和跟踪控制器组成。该方法将PTCOR问题转化为级联子系统的定时镇定问题。给出了与传统的级联系统的渐近或有限时间镇定判据不同的级联系统的规定时间镇定判据。证明了调节输出在规定的时间内收敛于零并保持为零,而闭环质量中的所有内部信号均均匀有界。最后,通过两个算例对理论结果进行了验证。
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引用次数: 0
A Novel Feasibility Condition-Free Approach for Achieving Desired Precision and Unified Performance Within Prescribed Time 一种在规定时间内达到所需精度和统一性能的新颖可行无条件方法
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-15 DOI: 10.1109/TCSI.2025.3552602
Mehdi Golestani;Yongduan Song;Tao Liu;Xiang Xu;Guang-Ren Duan;He Kong
This paper proposes a low-complexity tracking control framework for uncertain nonlinear systems in strict feedback and normal forms, respectively. By leveraging a smooth scaling function, these control schemes ensure unified prescribed performance for the output tracking error of strict feedback nonlinear systems and the full-state tracking errors of normal form nonlinear systems. The notion of unified prescribed performance allows for different performance behaviors via performance functions, which can be either constant or time-varying with arbitrarily large initial values. The main contribution is achieving unified prescribed performance for full-state tracking errors without imposing feasibility conditions, a limitation of existing approaches. To eliminate these strict conditions, we introduce a uniform transformation independent of initial conditions. Additionally, the proposed control schemes are low-complexity since they do not require adaptive mechanisms or function approximation to deal with uncertainties and disturbances. The effectiveness of these frameworks is demonstrated through comparative analysis.
针对不确定非线性系统分别具有严格反馈和正规形式,提出了一种低复杂度的跟踪控制框架。这些控制方案利用平滑标度函数,保证了严格反馈非线性系统输出跟踪误差和正规非线性系统全状态跟踪误差的统一规定性能。统一规定性能的概念允许通过性能函数实现不同的性能行为,这些性能函数可以是常数,也可以是随时间变化的,具有任意大的初始值。其主要贡献是在不施加可行性条件(现有方法的局限性)的情况下实现全状态跟踪误差的统一规定性能。为了消除这些严格的条件,我们引入了一个与初始条件无关的一致变换。此外,所提出的控制方案复杂性低,因为它们不需要自适应机制或函数逼近来处理不确定性和干扰。通过比较分析证明了这些框架的有效性。
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引用次数: 0
A Fractional Spur Cancellation Technique for Fractional-N Frequency Synthesizers Enabled by Dual Loop Phase Clamping 双环相位箝位的分数n频率合成器的分数杂散抵消技术
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-15 DOI: 10.1109/TCSI.2025.3557837
Tanwei Yan;Junning Jiang;Jose Silva-Martinez
This paper proposes a fractional spur cancellation technique designed for fractional-N frequency synthesizers. A time domain quantitative analysis is conducted to provide an intuitive understanding of the origin of fractional spurs and to formulate the relationship between the phase error of the feedback signal and the division factor of the frequency divider. By utilizing a dual loop charge-pump based architecture that generates two feedback phases, one leading and one lagging the reference phase, the two loops effectively clamp the reference phase between the two feedback phases and inject complementary charge components to achieve spur reduction. Unlike conventional methods, the proposed analog spur cancellation technique eliminates the need for additional signal processing stages within the loop. This offers several advantages, including reduced complexity, no introduction of additional distortion sources, and minimal impact on loop dynamics. Simulation results employing TSMC 40nm technology demonstrate that the proposed technique can achieve a worst-case fractional spur level of -96.6dBc in a charge-pump based fractional-N frequency synthesizer, offering moderate immunity to mismatches while also slightly improving the phase acquisition time and jitter performance.
提出了一种用于分数n频率合成器的分数杂散抵消技术。通过时域定量分析,直观地了解了分数杂散的来源,并推导了反馈信号的相位误差与分频器分频因子之间的关系。通过利用基于双回路电荷泵的结构,产生两个反馈相位,一个领先于参考相位,一个滞后于参考相位,两个回路有效地夹住两个反馈相位之间的参考相位,并注入互补电荷分量,以实现脉冲减小。与传统方法不同,所提出的模拟杂散抵消技术消除了环路内额外信号处理阶段的需要。这有几个优点,包括降低了复杂性,不引入额外的失真源,对环路动力学的影响最小。采用台积电40nm技术的仿真结果表明,该技术可以在基于电荷泵的分数n频率合成器中实现-96.6dBc的最坏情况分数杂散电平,具有适度的抗错配性,同时也略微改善了相位采集时间和抖动性能。
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引用次数: 0
Spurs in Fractional-N Frequency Synthesizers Resulting From Resolution Mismatch Between the Divider Controller and the DTC: Manifestations, Analysis, and Mitigation 分频控制器和DTC之间分辨率不匹配导致的分数n频率合成器中的杂散:表现、分析和缓解
IF 5.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-14 DOI: 10.1109/TCSI.2025.3557258
Xu Wang;Michael Peter Kennedy
The digital-to-time converter (DTC) used in fractional-N phase locked loops is designed to cancel the accumulated quantization error (QE) arising from the divider controller. In high-resolution synthesizers, the DTC performs an additional quantization when mapping the required high-resolution phase correction to its coarse-resolution output. This inherent hard quantization nonlinearity of the DTC, which is different from the DTC’s well-known soft integral nonlinearity, causes yet another kind of inexact cancellation of the QE and induces excess spurious tones that degrade the output phase noise and jitter. This paper reveals the root cause of the “DTC’s QE” and spectral manifestation of the DTC-quantization-induced (DQI) spurs. The waveform of the DTC’s QE is derived analytically; it shows that the DQI-spur pattern is (i) determined by the fractional frequency control word and the quantization resolution of the DTC, and (ii) is independent of the type, order, and modulus of the divider controller. In view of the fact that conventional DTC linearity enhancement techniques and stochastic divider controllers have no effect on DQI-spur mitigation, we propose a novel family of DTC-enhancement methods called input-dithered quantization (IDQ). When used in DTCs, the IDQ methods are effective in eliminating DQI spurs at source with negligible phase noise or jitter penalty.
设计了用于分数n锁相环的数时转换器(DTC),以消除分频控制器引起的累积量化误差(QE)。在高分辨率合成器中,DTC在将所需的高分辨率相位校正映射到其粗分辨率输出时执行额外的量化。DTC固有的硬量化非线性不同于DTC众所周知的软积分非线性,它会导致QE的另一种不精确抵消,并诱发多余的杂散音,从而降低输出相位噪声和抖动。本文揭示了“DTC量化量化”的根本原因以及DTC量化诱导(DQI)杂散的光谱表现。分析了DTC的QE波形;结果表明,dqi -杂散模式(i)由分数阶频率控制字和DTC的量化分辨率决定,(ii)与分频控制器的类型、阶数和模量无关。鉴于传统的DTC线性增强技术和随机分频控制器对DQI-spur抑制没有影响,我们提出了一种新的DTC增强方法,称为输入抖动量化(IDQ)。当用于dtc时,IDQ方法可以有效地消除源处的DQI杂散,而相位噪声或抖动惩罚可以忽略不计。
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引用次数: 0
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