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High-resolution, multidimensional solar radiation evaluation for the scientific protection of built heritage sites. 高分辨率、多维度太阳辐射评价,科学保护建筑遗产地。
Pub Date : 2026-02-10 DOI: 10.1038/s44172-026-00606-7
Pingan Ni, Duo Zhang, Wenbei Bi, Fuming Lei, Chenxue Yang, Jiaqing Yan, Yingjun Yue, Yidan Feng, Zhuoxin Zheng, Jingpeng Fu, Jiangli Wang, Chaolong Ma, Fan Li, Shanshan Yao, Hanjie Zheng, Hongli Sun, Guojin Qin, Bao-Jie He, Zengfeng Yan, Borong Lin

Solar radiation heterogeneity across exposed heritage sites drives material deterioration, yet systematic quantification remains elusive due to the absence of operational assessment frameworks. Here, we present a multidisciplinary framework that integrates high-resolution geometric data with multidimensional sky models to quantify solar radiation distribution of large-scale heritage surfaces. Applied to grotto temple sites, we demonstrate that annual cumulative direct solar radiation exhibits substantially greater spatial variability across surface orientations than diffuse radiation. Monthly direct radiation shows marked inter-heritage variations with less predictable patterns compared to diffuse components. Radiation intensity differences between winter and summer solstices are pronounced, with noon-time exposure varying up to threefold across orientations. Critically, solar radiation-driven thermal stress calculations reveal extreme gradients, with protruding surfaces and edges experiencing pressures of 400-500 kPa, while adjacent shaded areas sustain only 50-100 kPa, creating more than fivefold stress differentials. This flexible framework provides site-specific performance metrics to inform the development of advanced conservation materials and targeted intervention strategies for diverse heritage sites.

暴露的遗产地的太阳辐射不均匀性导致物质退化,但由于缺乏操作评估框架,系统的量化仍然难以捉摸。在这里,我们提出了一个多学科框架,将高分辨率几何数据与多维天空模型相结合,以量化大规模遗产表面的太阳辐射分布。应用于石窟寺庙遗址,我们发现年累积太阳直接辐射在地表方向上表现出比漫射辐射更大的空间变异性。与扩散分量相比,月直接辐射表现出明显的遗产间变化,其模式难以预测。冬至和夏至之间的辐射强度差异是明显的,正午暴露在不同方向上的变化高达三倍。至关重要的是,太阳辐射驱动的热应力计算揭示了极端的梯度,突出的表面和边缘承受400-500千帕的压力,而相邻的阴影区域仅承受50-100千帕的压力,产生超过五倍的应力差。这个灵活的框架提供了特定于遗址的性能指标,为开发先进的保护材料和针对不同遗址的有针对性的干预策略提供信息。
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引用次数: 0
Full-cycle prediction of crack healing in self-healing concrete using generalized polynomial chaos expansion. 基于广义多项式混沌展开的自愈混凝土裂纹愈合全周期预测。
Pub Date : 2026-02-10 DOI: 10.1038/s44172-026-00608-5
Changhao Fu, Weijie Xu, Qiwei Zhan, Cheng Chen, Tong Guo, Xuan Zhang, Benqiang Pang

The crack healing capacity of self-healing concrete is crucial for enhancing structural durability, especially in aggressive environments where the dynamic progression of healing depth directly influences service life. This study introduces a modeling and prediction approach based on Polynomial Chaos Expansion (PCE) to quantitatively assess the crack cross-sectional repair rate throughout the full healing cycle. A foundational database is first established by statistically identifying key factors governing healing behavior. A first-order PCE surrogate model is developed to characterize the temporal evolution from early-stage variability to nonlinear saturation. Dimensionality reduction combined with order elevation enhances accuracy under limited data conditions. To overcome the constraints of conventional Hermite polynomials bound by Gaussian assumptions, a generalized PCE framework accommodating arbitrary distributions is formulated, enabling broad applicability across healing scenarios. Extrapolative validation on unmodeled healing ages confirms the model's robustness and reliability throughout all healing stages. This work provides a reliable quantitative framework for predicting service life and optimizing repair strategies in engineering practice.

自愈混凝土的裂缝愈合能力对提高结构耐久性至关重要,特别是在恶劣环境中,愈合深度的动态进展直接影响到使用寿命。本文介绍了一种基于多项式混沌展开(PCE)的建模和预测方法,用于定量评估裂纹在全愈合周期内的截面修复率。首先通过统计识别控制治疗行为的关键因素建立基础数据库。建立了一阶PCE代理模型来描述从早期变率到非线性饱和的时间演变。在有限的数据条件下,降维与阶次提升相结合可以提高精度。为了克服受高斯假设约束的传统埃尔米特多项式的限制,制定了一个适用于任意分布的广义PCE框架,使其能够广泛适用于各种治疗方案。对未建模的愈合年龄的外推验证证实了模型在所有愈合阶段的稳健性和可靠性。该工作为工程实践中预测使用寿命和优化维修策略提供了可靠的定量框架。
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引用次数: 0
Inverse design and 3D printing of a multiport microwave power splitter: a scalable electromagnetic design framework. 多端口微波功率分配器的逆设计和3D打印:可扩展的电磁设计框架。
Pub Date : 2026-02-09 DOI: 10.1038/s44172-026-00601-y
Saeed Zolfaghary Pour, Hanxiang Zhang, Po Wei Liu, Bayaner Arigong

Multiport microwave power splitters are key building blocks in high-frequency systems such as phased arrays, beamforming networks and measurement setups, but are usually designed using fixed circuit topologies that are difficult to adapt to many-port or unconventional layouts. This paper introduces a scalable inverse-design framework for multiport microwave power splitters that is directly compatible with three-dimensional printing. Here we combine gradient-based optimization with adjoint electromagnetic simulations to automatically shape a dielectric device that meets specified waveform targets at multiple output ports. The method is demonstrated on a four-port power splitter operating at ten gigahertz, fabricated using a polymer powder bed fusion process (multi jet fusion) with simple constraints on minimum feature size and material permittivity. Numerical simulations and waveguide measurements show close agreement in transmission, reflection, and port-to-port balance, indicating robust performance despite manufacturing tolerances. The approach is topology-agnostic and fabrication-aware, enabling economical prototypes and systematic scaling to devices with many ports. This work establishes a general route for integrating inverse design and three-dimensional printing in microwave engineering, and could be extended to other radio-frequency and millimetre-wave components.

多端口微波功率分配器是相控阵、波束成形网络和测量装置等高频系统的关键组成部分,但通常采用固定电路拓扑设计,难以适应多端口或非常规布局。本文介绍了一种可扩展的可直接兼容三维打印的多端口微波功率分配器反设计框架。在这里,我们将基于梯度的优化与伴随电磁模拟相结合,在多个输出端口自动塑造满足指定波形目标的介电器件。该方法在工作频率为10千兆赫的四端口功率分路器上进行了验证,该分路器采用聚合物粉末床熔合工艺(多射流熔合)制造,对最小特征尺寸和材料介电常数有简单的限制。数值模拟和波导测量显示在传输、反射和端口对端口平衡方面的密切一致,表明尽管制造公差,但性能稳健。该方法是拓扑无关的和制造感知的,能够实现经济的原型和系统扩展到具有许多端口的设备。本工作为微波工程中逆设计与三维打印的整合开辟了一条通用路线,并可推广到其他射频和毫米波元件。
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引用次数: 0
Machine learning-facilitated real-time acoustic trapping in time-varying multi-medium environments toward magnetic resonance imaging-guided microbubble manipulation. 机器学习促进时变多介质环境下的实时声捕获,用于磁共振成像引导的微泡操作。
Pub Date : 2026-02-07 DOI: 10.1038/s44172-026-00600-z
Mengjie Wu, Xiaohan Li, Tianquan Tang

Magnetic resonance imaging-guided acoustic trapping is expected to manipulate drug carriers (e.g., microbubbles) within the body, potentially improving carrier concentration at tumor sites and thereby enhancing targeted therapy outcomes. However, accurate trap generation remains challenging due to complex wave propagation through multiple tissue materials. Moreover, respiration-induced tissue motion imposes stringent requirements on computational efficiency for rapid phase updates. Here we propose a machine learning-based model and a closed-loop control scheme to modulate phase patterns rapidly. The model delivers precise time-of-flight prediction (mean err. ≤ 0.24 μs) within 26 ms for 196 transducer elements. In proof-of-concept experiments, computer vision feedback permits fast (about 15 frames per second) position adjustment of a trapped polystyrene ball (Ø2.7 mm). This control scheme helps lessen the ball's spatial drift induced by time-varying multi-medium environments. These experiments on robotic manipulation support our model's potential for future magnetic resonance imaging-guided targeted therapy.

磁共振成像引导的声捕获有望操纵体内的药物载体(如微泡),潜在地提高肿瘤部位的载体浓度,从而提高靶向治疗的效果。然而,由于复杂的波在多种组织材料中的传播,精确的陷阱产生仍然具有挑战性。此外,呼吸诱导的组织运动对快速相位更新的计算效率提出了严格的要求。在这里,我们提出了一个基于机器学习的模型和一个闭环控制方案来快速调制相位模式。该模型提供精确的飞行时间预测(平均误差)。≤0.24 μs),测量范围为26 ms。在概念验证实验中,计算机视觉反馈允许快速(大约每秒15帧)调整捕获的聚苯乙烯球(Ø2.7 mm)的位置。该控制方案有助于减小时变多介质环境引起的球空间漂移。这些关于机器人操作的实验支持了我们的模型在未来磁共振成像引导靶向治疗方面的潜力。
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引用次数: 0
Multi-channel ultrasonic Bessel vortex beams by spatial multiplexing metalens. 空间复用超构透镜的多通道超声贝塞尔涡旋光束。
Pub Date : 2026-02-06 DOI: 10.1038/s44172-026-00599-3
Yinjie Su, Di Wang, Zhongming Gu, Chen Liu, Jie Zhu

The generation of acoustic vortexes sparks intense research interest since they have applications in modern wave-based technologies, such as underwater communication and particle manipulation. However, the existing schemes mainly rely on a phase mask to excite a single vortex beam, thereby lacking the functionality and adaptability for practical scenarios. In this article, we propose a feasible methodology to realize multi-channel ultrasonic Bessel vortex beams at megahertz. By leveraging the concept of spatial multiplexing, the adjacent pixel of the metalens can be assigned to independently generate non-diffraction ultrasonic vortices with different topological charge and spatial orientation, without losing the characteristics of the helicoidal wavefront. We experimentally designed a four-channel metalens with a high fabrication accuracy of 0.2 mm pixel size and measured the far-field ultrasound distribution in the water. Both topological charge and radiation direction of the generated vortices can be precisely controlled as predicted, showcasing great agreement with simulation results with a directional error of less than 1°. Moreover, the intensity of the vortex can be tuned by gradually combining multiple channels into one. The proposed scheme enhances the flexibility of manipulating ultrasonic vortex and offers more possibilities in designing multi-functional ultrasound devices.

声涡的产生引起了人们强烈的研究兴趣,因为它们在现代基于波的技术中有应用,比如水下通信和粒子操纵。然而,现有的方案主要依靠相位掩模来激发单个涡旋光束,缺乏实际应用的功能和适应性。本文提出了一种实现兆赫多通道超声贝塞尔涡旋光束的可行方法。利用空间复用的概念,可以在不失去螺旋波前特性的前提下,分配超构元相邻像元独立产生具有不同拓扑电荷和空间取向的非衍射超声涡流。实验设计了一种制作精度为0.2 mm像素的四通道超构透镜,并测量了水中远场超声分布。所产生的涡旋的拓扑电荷和辐射方向都可以按照预测进行精确控制,与仿真结果非常吻合,方向误差小于1°。此外,可以通过将多个通道逐渐合并为一个通道来调节旋涡的强度。该方案提高了超声旋涡操纵的灵活性,为多功能超声装置的设计提供了更多的可能性。
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引用次数: 0
OpenMetabolics: Estimating energy expenditure using a smartphone worn in a pocket. OpenMetabolics:使用口袋里的智能手机估算能量消耗。
Pub Date : 2026-02-06 DOI: 10.1038/s44172-026-00604-9
Haedo Cho, Patrick Slade

Physical inactivity is the fourth largest cause of global mortality. Health organizations have requested a tool to objectively measure physical activity because many specific and causal relationships between activity and health outcomes are not clearly understood. Existing activity monitors are either unsuitable for large-scale use or have substantial error. We present OpenMetabolics, a biomechanically-informed activity monitor that employs a smartphone in a pants pocket which measures leg motion to estimate energy expenditure. OpenMetabolics uses a data-driven machine learning model to capture the relationship between underlying leg muscle activity and energy expended during common physical activities. OpenMetabolics estimated energy expenditure with 18% cumulative error across all real-world activities, approximately two times lower than existing tools. We developed a pocket motion artifact correction model to accurately monitor energy expenditure when the smartphone is in a pocket of various types of clothing. A week-long, at-home monitoring study highlighted individual and population-level activity patterns across various timescales. We have made the data, code, and smartphone application open source. This accurate and accessible activity monitor could be deployed for large-scale studies with many patient populations to relate activity to health outcomes, inform health policy, and develop interventions.

缺乏身体活动是全球第四大死亡原因。卫生组织要求有一种工具来客观地衡量身体活动,因为活动与健康结果之间的许多具体和因果关系尚不清楚。现有的活动监视器要么不适合大规模使用,要么存在很大的误差。我们介绍了OpenMetabolics,这是一种生物力学信息活动监测器,它使用裤子口袋里的智能手机来测量腿部运动来估计能量消耗。OpenMetabolics使用数据驱动的机器学习模型来捕捉普通体育活动中腿部肌肉活动和能量消耗之间的关系。OpenMetabolics在所有实际活动中估计的能量消耗累积误差为18%,比现有工具低约两倍。我们开发了一个口袋运动伪像校正模型,当智能手机放在各种类型的衣服口袋里时,可以准确地监测能量消耗。一项为期一周的家庭监测研究强调了不同时间尺度上个人和人口水平的活动模式。我们已经将数据、代码和智能手机应用程序开源。这种准确、方便的活动监测仪可用于有许多患者群体的大规模研究,将活动与健康结果联系起来,为卫生政策提供信息,并制定干预措施。
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引用次数: 0
High-velocity laser Doppler vibrometry measurements on an aluminum nitride bimorph wedge resonator. 高速激光多普勒振动测量在氮化铝双晶形楔形谐振器。
Pub Date : 2026-02-05 DOI: 10.1038/s44172-026-00595-7
Zihuan Liu, Xiaoyu Niu, Ehsan Vatankhah, Yuqi Meng, Seunghwi Kim, Ruochen Lu, Andrea Alù, Neal A Hall

Recent advances in microelectromechanical systems (MEMS) have advanced inertial sensor technology. For resonant gyroscopes, sensitivity scales with the maximum velocity of the resonating mass, as higher velocities amplify the Coriolis force for faster and more accurate inertial signal detection-critical in navigation applications. Conventional MEMS remain in linear regimes, with velocities typically below 5 m/s. A recent Defense Advanced Research Projects Agency (DARPA) initiative challenges researchers to push resonator speeds toward material fracture limits, targeting up to 200 m/s and exploring regimes dominated by strong nonlinearities. This work investigates velocity limits in piezoelectrically driven mechanical resonators imposed by nonlinear dynamics and material constraints. We experimentally demonstrate an AlN bimorph wedge resonator reaching 50 m/s, achieving a ten-fold improvement over current limits. These results highlight the feasibility of operating MEMS devices at much higher velocities, paving the way for next-generation inertial sensors with increased performance. The resonator operates at a higher-order mode near 1.81 MHz, with clear evidence of Duffing-type nonlinearities at large drive amplitudes, as confirmed in time-domain and frequency-domain measurements.

近年来,微机电系统(MEMS)发展了先进的惯性传感器技术。对于共振陀螺仪,灵敏度随共振质量的最大速度而变化,因为更高的速度会放大科里奥利力,从而更快、更准确地检测惯性信号——这在导航应用中是至关重要的。传统的MEMS保持在线性状态,速度通常低于5米/秒。最近,美国国防部高级研究计划局(DARPA)发起了一项挑战,要求研究人员将谐振器的速度推向材料断裂极限,目标是高达200米/秒,并探索由强非线性主导的机制。这项工作研究了非线性动力学和材料约束下压电驱动机械谐振器的速度限制。我们通过实验证明了AlN双晶片楔形谐振器达到50 m/s,在电流限制上实现了十倍的改进。这些结果强调了在更高速度下操作MEMS器件的可行性,为性能更高的下一代惯性传感器铺平了道路。谐振器工作在1.81 MHz附近的高阶模式下,在大驱动幅值处具有明显的duffing型非线性,这在时域和频域测量中得到了证实。
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引用次数: 0
Ultra-stable speckle-based optical fiber sensing demonstrated on an uncrewed aerial vehicle platform. 基于散斑的超稳定光纤传感在无人飞行器平台上的演示。
Pub Date : 2026-02-05 DOI: 10.1038/s44172-026-00603-w
Przemyslaw Falak, Toby King-Cline, Akos Maradi, Timothy Lee, Bruno Moog, Pawel Maniewski, Robert Entwistle, Martynas Beresna, Christopher Holmes

Speckle-pattern interrogation offers a route to high-resolution spectral sensing, but its uptake has been constrained by poor temporal stability under real-world conditions. Here, we introduce an ultra-stable speckle-based architecture that overcomes these limitations and enables real-time structural health monitoring of uncrewed aerial vehicles. Unlike conventional approaches that rely on large-scale, free-space passive speckle decorrelation, our system utilizes an ultra-compact speckle pattern via laser-written scattering centers in a high aspect ratio flat fiber, encapsulated within a 3D-printed polylactide housing. This architecture suppresses environmental drift and enables robust, high-fidelity interrogation of fiber Bragg gratings in dynamic aerospace conditions. The system demonstrated exceptional stability under sustained mechanical excitation, maintaining measurement integrity at ±7 G sinusoidal acceleration along the axial direction. Furthermore, in-flight validation across uncrewed aerial vehicle flight tests confirmed real-time strain interrogation in the -100-400 µε range with a standard deviation in measurement of 1.63 µε. These results mark the demonstration of stable, real-time speckle-based interrogation in flight, establishing a path toward broader deployment of specklemeters in harsh environments.

斑点模式探测为高分辨率光谱传感提供了一条途径,但它的吸收受到现实条件下较差的时间稳定性的限制。在这里,我们介绍了一种超稳定的基于斑点的架构,克服了这些限制,实现了无人驾驶飞行器的实时结构健康监测。与依赖于大规模、自由空间被动散斑去相关的传统方法不同,我们的系统通过激光写入高纵横比平面光纤中的散射中心,利用超紧凑的散斑图案,封装在3d打印的聚乳酸外壳中。这种结构抑制了环境漂移,使光纤布拉格光栅在动态航空航天条件下具有鲁棒性和高保真度。该系统在持续的机械激励下表现出优异的稳定性,在沿轴向±7g正弦加速度下保持测量完整性。此外,在无人飞行器飞行测试中进行的飞行验证证实了-100-400 μ ε范围内的实时应变询问,测量标准偏差为1.63 μ ε。这些结果标志着在飞行中稳定、实时的基于斑点的探测,为在恶劣环境中更广泛地部署斑点仪开辟了道路。
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引用次数: 0
Dimensionality reduced antenna array for beamforming/steering. 用于波束形成/转向的降维天线阵列。
Pub Date : 2026-02-03 DOI: 10.1038/s44172-026-00588-6
Shiyi Xia, Mingyang Zhao, Qian Ma, Xunnan Zhang, Ling Yang, Yazhi Pi, Hyunchul Chung, Fuchang Li, Ad Reniers, A M J Koonen, Zizheng Cao

Targeted communication is made possible using beamforming. It is extensively employed in many disciplines involving electromagnetic waves, including arrayed ultrasonic, optical, and high-speed wireless communication. Conventional beam steering often requires the addition of separate active amplitude and phase control units after each radiating element. The high-power consumption and complexity of large-scale phased arrays can be overcome by reducing the number of active controllers, pushing beamforming into satellite communications and deep space exploration. To address this, we propose a phased array antenna design based on dimensionality-reduced cascaded angle offset phased array (DRCAO-PAA). By applying singular value decomposition (SVD) to compress the coefficient matrix of phase shifts, our method reduces the number of active controllers while maintaining beam-steering performance. Furthermore, the suggested DRCAO-PAA was sing the singular value deposition concept. For practical application the particle swarm optimization algorithm and deep neural network Transformer were adopted. Based on this theoretical framework, an experimental board was built to verify the theory. Finally, the 16/8/4 -array beam steering was demonstrated by using 4/3/2 active controllers, respectively.

使用波束成形使目标通信成为可能。它广泛应用于许多涉及电磁波的学科,包括阵列超声波、光学和高速无线通信。传统的波束控制通常需要在每个辐射单元之后添加单独的主动振幅和相位控制单元。大规模相控阵的高功耗和复杂性可以通过减少主动控制器的数量来克服,将波束成形推向卫星通信和深空探索。为了解决这个问题,我们提出了一种基于降维级联角偏移相控阵(DRCAO-PAA)的相控阵天线设计。该方法采用奇异值分解(SVD)压缩相移系数矩阵,在保持波束控制性能的同时减少了主动控制器的数量。此外,建议的DRCAO-PAA采用奇异值沉积概念。在实际应用中,采用了粒子群优化算法和深度神经网络变压器。在此理论框架的基础上,搭建了实验板对理论进行验证。最后,分别用4/3/2个有源控制器演示了16/8/4阵列的波束控制。
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引用次数: 0
Harnessing synthetic biology for energy-efficient bioinspired electronics: applications for logarithmic data converters. 利用合成生物学节能生物启发电子学:对数数据转换器的应用。
Pub Date : 2026-02-02 DOI: 10.1038/s44172-026-00589-5
Ilan Oren, Vishesh Gupta, Mouna Habib, Yizhak Shifman, Joseph Shor, Loai Danial, Ramez Daniel

Neuronal networks have driven advances in artificial intelligence, while molecular networks can provide powerful frameworks for energy-efficient information processing. Inspired by biological principles, we present a computational framework for mapping synthetic gene circuits into bio-inspired electronic architectures. In particular, we developed logarithmic Analog-to-Digital Converter (ADC), operating in current mode with a logarithmic encoding scheme, compresses an 80 dB dynamic range into three bits while consuming less than 1 µW, occupying only 0.02 mm², and operating at 4 kHz. Our bio-inspired approach achieves linear scaling of power, unlike conventional linear ADCs where power consumption increases exponentially with bit resolution, significantly improving efficiency in resource-constrained settings. Through a computational trade-off analysis, we demonstrate that logarithmic encoding maximizes spatial resource efficiency among power consumption and computational accuracy. By leveraging synthetic gene circuits as a model for efficient computation, this study provides a platform for the convergence of synthetic biology and bio-inspired electronic design.

神经网络推动了人工智能的进步,而分子网络可以为节能信息处理提供强大的框架。受生物学原理的启发,我们提出了一个计算框架,用于将合成基因电路映射到生物启发的电子结构中。特别是,我们开发了对数模数转换器(ADC),工作在电流模式下,采用对数编码方案,将80 dB动态范围压缩为3位,功耗小于1 μ W,占地面积仅为0.02 mm²,工作频率为4 kHz。我们的仿生方法实现了功率的线性缩放,不像传统的线性adc,功耗随着位分辨率呈指数级增长,显著提高了资源受限环境下的效率。通过计算权衡分析,我们证明对数编码在功耗和计算精度之间最大化空间资源效率。通过利用合成基因电路作为高效计算的模型,本研究为合成生物学和生物启发电子设计的融合提供了一个平台。
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引用次数: 0
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Communications engineering
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