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Electromagnetic radiation estimation at the ground plane near fifth-generation base stations in China by using machine learning method 利用机器学习方法估算中国第五代基站附近地平面的电磁辐射
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-28 DOI: 10.1049/mia2.12467
Dan Shi, Wanqing Li, Keyi Cui, Cheng Lian, Xiaoyong Liu, Zheng Qi, Hui Xu, Juejia Zhou, Zhao Liu, Hua Zhang

A novel method based on machine learning is proposed to estimate the electromagnetic radiation level at the ground plane near fifth-generation (5G) base stations. The machine learning model was trained using data from various 5G base stations, enabling it to estimate the electric field intensity at any arbitrary radiation point when the base station provides service to different numbers of 5G terminals which are in different service modes. The inputs required for the model include the transmit power of the antenna, the antenna gain, the distance between the 5G base station and 5G terminals, terminal service modes, the number of 5G terminals and the environmental complexity around the 5G base station. Experimental results demonstrate the feasibility and effectiveness of the estimation method, with the mean absolute percentage error of the machine learning model being approximately 5.98%. This level of accuracy showcases the reliability of the approach. Moreover, the proposed method offers low costs when compared with on-site measurements. The estimated results can be utilised to reduce test costs and provide valuable guidance for optimal site selection, thereby facilitating radio wave coverage or electromagnetic radiation regulation of 5G base stations.

本文提出了一种基于机器学习的新方法,用于估算第五代(5G)基站附近地平面的电磁辐射水平。该机器学习模型使用来自不同 5G 基站的数据进行训练,当基站为处于不同服务模式的不同数量的 5G 终端提供服务时,该模型能够估算任意辐射点的电场强度。模型所需的输入包括天线发射功率、天线增益、5G 基站与 5G 终端之间的距离、终端服务模式、5G 终端数量以及 5G 基站周围环境的复杂性。实验结果证明了估算方法的可行性和有效性,机器学习模型的平均绝对百分比误差约为 5.98%。这一精确度水平证明了该方法的可靠性。此外,与现场测量相比,建议的方法成本较低。估算结果可用于降低测试成本,并为最佳选址提供有价值的指导,从而促进 5G 基站的无线电波覆盖或电磁辐射监管。
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引用次数: 0
A compact single-layer reflective metasurface for high-efficiency polarisation conversion applications in C and X bands 用于 C 波段和 X 波段高效偏振转换应用的紧凑型单层反射元表面
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-26 DOI: 10.1049/mia2.12465
Kd. M. Raziul Islam, Ardavan Rahimian, Gabriel G. Machado, Muhammad Ali Babar Abbasi, Adnan Ahmad Cheema, Brian J. Meenan

The authors design and experimentally analyse an anisotropic metasurface for the simultaneous conversions of linear cross and circular polarisations in the C and partial X bands. The proposed compact structure utilises a dual-cut square-ring resonator and a square patch on an FR4 substrate above a ground plane. The full-wave simulations exhibit over 92% efficiency in cross-conversion over a fractional bandwidth (BW) of 52.3%. The proposed metasurface efficiently converts linear to circular polarisation in two different bands, achieving left-hand circularly polarised and right-hand circularly polarised efficiencies exceeding 93% and 89%, respectively. The compact unit-cell with dimension 0.22λ × 0.22λ attains stable polarisation transformation efficiency rates exceeding 80% up to 40° incident angles. The design is adaptable for efficient wide BW across both lower and higher (millimetre-wave) frequencies through scaling. A prototype of the proposed polarisation converter (PC) was realised and validated effectively in measurements, aligning well with simulations. This PC features a novel and simple structure with multifunctional wideband operation, stable incident angle output, polarisation insensitivity, and scalability, making it an efficient front-end for various radio frequency applications, including polarisation control and polarisation transformers.

作者设计并实验分析了一种各向异性元表面,用于同时转换 C 波段和部分 X 波段的线性交叉和圆形极化。所提出的紧凑型结构利用了双切方环谐振器和地平面上方 FR4 衬底上的方形贴片。全波模拟显示,在 52.3% 的分数带宽 (BW) 上,交叉转换效率超过 92%。所提出的元表面能在两个不同频带内有效地将线性极化转换为圆形极化,左手圆形极化和右手圆形极化效率分别超过 93% 和 89%。尺寸为 0.22λ × 0.22λ 的紧凑型单元单元在入射角为 40° 时的极化转换效率稳定在 80% 以上。通过扩展,该设计可适用于较低和较高(毫米波)频率的高效宽频带。拟议的偏振转换器(PC)原型已经实现,并在测量中得到了有效验证,与模拟结果十分吻合。该 PC 结构新颖、简单,具有多功能宽带操作、稳定的入射角输出、极化不敏感性和可扩展性,使其成为各种无线电频率应用(包括极化控制和极化变换器)的高效前端。
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引用次数: 0
Analytical modelling with experimental validation of electromagnetic Halbach arrays in wireless power transfer systems 无线电力传输系统中电磁哈尔巴赫阵列的分析建模与实验验证
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-23 DOI: 10.1049/mia2.12460
Tamuno-omie Gogo, Dibin Zhu

A mathematical model is presented for the optimisation of an Electromagnetic Halbach Array (EHA) for wireless power transfer. The mathematical model is based on Biot-Savart's law of magnetic field in a current-carrying square loop. The model is validated through static electromagnetic simulations in ANSYS Maxwell and found to be accurate and effective when predicting the magnetic field within the EHA box. To verify the analytical and simulation results, an EHA was fabricated, and experimental verification was carried out. The results show that the mathematical model can be widely used in the analysis and design optimisation of EHAs of any size and with diverse parameters in the case of single-layer square spiral planar coils.

本文提出了一个数学模型,用于优化用于无线电力传输的电磁哈尔巴赫阵列(EHA)。该数学模型基于载流方形环路中磁场的 Biot-Savart 定律。该模型通过 ANSYS Maxwell 的静态电磁仿真进行了验证,发现其在预测 EHA 箱体内的磁场时准确有效。为了验证分析和模拟结果,制作了一个 EHA,并进行了实验验证。结果表明,该数学模型可广泛用于分析和优化单层方形螺旋平面线圈中任何尺寸和各种参数的 EHA。
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引用次数: 0
Design and fabrication of waveguide-based graded refractive index Rotman lens with an improved insertion loss at Ka-band 设计和制造基于波导的梯度折射率罗特曼透镜,改善 Ka 波段的插入损耗
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-22 DOI: 10.1049/mia2.12457
Milad Hadei, Gholamreza Dadashzadeh

The design and optimisation of a five-cascade layer Rotman Lens based on waveguide with a graded refractive index at Ka-band frequency are presented. The proposed lens incorporates 5 layers within the cavity, utilises a modified three focal Rotman lens design methodology to achieve perfect phasing for true time delay beam steering, and optimises each layer's parameters such as refractive index, vertex location, and contour angle to improve insertion loss between input ports and output array elements. This approach enhances energy concentration between input and output ports, reducing spillover to dummy ports. The graded layers are formed using periodic cubic metallic posts with varying heights within a parallel plate waveguide. The results show an average improvement in the insertion loss of 16% and a peak improvement of 48% across the bandwidth when compared to conventional Rotman lenses. The normalised average phase error across the array elements for all beam ports excitation is 4 × 10−3 and the peak degradation of the main beam during beam scanning from 0° to ±22° varies from 0.7 to 1 dB at different frequencies operating in the Ka-band (24–30 GHz) with potential applications for 5G communications. The simulation results demonstrate good agreement with the measurement results.

本文介绍了基于分级折射率波导的五层级联罗特曼透镜在 Ka 波段频率下的设计和优化。拟议的透镜在腔体内包含 5 层,利用改进的三焦点罗特曼透镜设计方法实现完美的相位,以实现真正的时延光束转向,并优化每一层的参数,如折射率、顶点位置和轮廓角,以改善输入端口和输出阵列元件之间的插入损耗。这种方法提高了输入和输出端口之间的能量集中度,减少了向假端口的溢出。分级层是利用平行板波导中不同高度的周期性立方金属柱形成的。结果表明,与传统的罗特曼透镜相比,插入损耗平均降低了 16%,带宽峰值降低了 48%。在所有波束端口激励下,阵列元件的归一化平均相位误差为 4 × 10-3,在波束扫描从 0° 到 ±22° 的过程中,主波束的峰值衰减在 0.7 到 1 dB 之间,工作频率为 Ka 波段(24-30 GHz),有望应用于 5G 通信。仿真结果与测量结果显示出良好的一致性。
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引用次数: 0
Design of an efficiency enhanced wideband Doherty power amplifier based on synthesising of a modified harmonic-control load modulation network 基于合成改进型谐波控制负载调制网络的增效型宽带 Doherty 功率放大器的设计
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-18 DOI: 10.1049/mia2.12464
A. M. Elelimy Abounemra, Mohamed Helaoui, Fadhel M. Ghannouchi

A design of a broadband Doherty power amplifier (DPA) using a novel harmonic control network (HCN) is presented. The DPA structure focused on manipulating harmonic components using this new HCN to enhance the bandwidth of operation and power efficiency. The proposed HCN combines a third harmonic suppression network (THSN) with the second harmonic impedance inverter circuit (SHIIC). In the design, the second harmonic component of the main transistor and the peaking transistor are short-circuited by their associated SHIIC. Additionally, the carefully designed SHIIC and THSN circuit placed between the main and peaking transistors realise open circuit conditions at the third harmonic for both transistors at the saturation state and back-off regions. Side by side with the aid of the properly designed post-matching tuned network (PMTN), these harmonic loading conditions make both amplifiers to operate in continuous Class-F modes with enhanced-added efficiencies over wideband conditions. As a result, a succession of highly efficient DPA modes can be formed over a continuous frequency range in the full Doherty region, resulting in a reduced-size enhanced power efficiency wideband DPA. For verification, a wideband DPA operating from 1.1 to 1.8 GHz was designed and implemented using the proposed topology. The measured drain efficiency of the implemented DPA at 6-dB back-off is 52.5%–67.5%, while the saturated power across the specified bandwidth is 43–43.7 dBm. The fabricated DPA exhibits an average efficiency of 48.7%–59.4%, when supplied by a 40-MHz long-term evolution (LTE) signal with a 7.5-dB peak-to-average power ratio (PAPR). Performing digital pre-distortion (DPD) improves the adjacent channel power ratio (ACLR) from −25.8 dBc to −47.6 dBc.

本文介绍了一种使用新型谐波控制网络(HCN)的宽带 Doherty 功率放大器(DPA)的设计。DPA 结构的重点是利用这种新型 HCN 控制谐波分量,以提高工作带宽和功率效率。所提出的 HCN 结合了三次谐波抑制网络 (THSN) 和二次谐波阻抗逆变电路 (SHIIC)。在设计中,主晶体管和峰值晶体管的二次谐波分量被其相关的 SHIIC 短路。此外,精心设计的 SHIIC 和 THSN 电路位于主晶体管和峰值晶体管之间,实现了两个晶体管在饱和状态和背关区的三次谐波开路条件。在适当设计的后匹配调谐网络(PMTN)的辅助下,这些谐波加载条件使两个放大器在连续的 F 类模式下工作,并在宽带条件下提高了附加效率。因此,可以在全 Doherty 区域的连续频率范围内形成一连串高效 DPA 模式,从而减小尺寸,提高宽带 DPA 的功率效率。为了进行验证,我们设计了一个工作频率为 1.1 至 1.8 GHz 的宽带 DPA,并使用所提出的拓扑结构进行了实施。在 6 分贝衰减条件下,所实现的 DPA 的实测漏极效率为 52.5%-67.5% ,而指定带宽内的饱和功率为 43-43.7 dBm。当使用峰均功率比(PAPR)为 7.5 dB 的 40 MHz 长期演进(LTE)信号时,所制造的 DPA 的平均效率为 48.7%-59.4%。进行数字预失真(DPD)后,相邻信道功率比(ACLR)从-25.8 dBc提高到-47.6 dBc。
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引用次数: 0
Physics-informed surrogates for electromagnetic dynamics using Transformers and graph neural networks 使用变压器和图神经网络的电磁动力学物理信息代用器
IF 1.1 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-15 DOI: 10.1049/mia2.12463
O. Noakoasteen, C. Christodoulou, Z. Peng, S. K. Goudos

A novel use case for two data-driven models, namely, a Transformer and a convolutional graph neural network (CGNN) is proposed. The authors propose to use these models for emulating the dynamics of electromagnetic (EM) propagation and scattering. The Transformer translates a past sequence into a future sequence by constructing representations from the past and using it to predict the future, taking all of its own previous predictions as input at each step of prediction. The CGNN updates the current state of attribute vectors of each node by passing it information (messages) from all of its neighbouring nodes. We train these models with FDTD simulations of plane waves propagating and scattering from PEC objects. The authors demonstrate that, within the bounds of computational resources, the Transformer can be utilised as a surrogate for EM dynamics, providing 14× speed-up, while the CGNN can be utilised as a next-frame predictor, providing 9× speed-up. When comparing the accuracy of these two models with the authors’ previously developed Encoder-Recurrent-Decoder (ERD) model, it is observed that the error for both the Transformer and the CGNN remains within the same bound for the ERD model. To the best of the authors’ knowledge, this work is the first to utilise the Transformer as a surrogate for EM dynamics.

本文提出了两个数据驱动模型(即变压器和卷积图神经网络 (CGNN))的新用例。作者建议使用这些模型模拟电磁(EM)传播和散射的动态。转换器通过构建过去的表征,将过去的序列转换为未来的序列,并用它来预测未来,在预测的每一步都将自己之前的所有预测作为输入。CGNN 通过传递来自所有相邻节点的信息(消息)来更新每个节点属性向量的当前状态。我们通过对从 PEC 物体传播和散射的平面波进行 FDTD 仿真来训练这些模型。作者证明,在计算资源允许的范围内,Transformer 可用作电磁动力学的替代物,速度提高了 14 倍,而 CGNN 可用作下一帧预测器,速度提高了 9 倍。在将这两个模型的准确性与作者之前开发的编码器-逆流-解码器(ERD)模型进行比较时,可以发现变换器和 CGNN 的误差与 ERD 模型的误差保持在同一范围内。据作者所知,这项工作是首次利用变换器作为电磁动力学的替代物。
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引用次数: 0
Autoregressive modelling for Sub-THz spatio-temporal wideband scattered reflection coefficient measurement of complex structures 用于测量复杂结构的次 THz 时空宽带散射反射系数的自回归模型
IF 1.1 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-13 DOI: 10.1049/mia2.12461
Demos Serghiou, Mohsen Khalily, Ali Ali, Tim Brown, Rahim Tafazolli

The authors present spatio-temporally resolved wideband measurements of Sub-Terahertz (Sub-THz) reflection coefficients in the frequency range of 92–110 GHz. A stochastic model for single reflection fixed links that is capable of modelling random scattering from small-scale discontinuities such as those encountered in complex structures in walls and partitions of buildings is presented. The model auto-regressively produces filter coefficients that are fed into an Infinite-Impulse-Response (IIR) filter which convolves them with the spatio-temporal series in order to generate the next output sample based on previous observations. The IIR filter allows for flexible stochastic generation of samples, and its parameters can be adjusted as needed to suit different channel conditions. A total of 20 suitable start-up filter coefficients are generated from 21.7 % of the sample size for each complex delay tap distribution, which corresponds to 50 complex instances of the channel. These coefficients are then utilised to validate the remaining measured sample set. The model is in quantitative agreement with measurement statistics and can be used to construct relatively simple modified reflection coefficients that can be used in micro-cellular ray-optical network planning tools.

作者介绍了 92-110 千兆赫频率范围内亚太赫兹(Sub-THz)反射系数的时空分辨宽带测量结果。文中介绍了一种用于单反射固定链路的随机模型,该模型能够模拟来自小尺度不连续面的随机散射,例如在复杂结构的墙壁和建筑物隔板中遇到的不连续面。该模型可自动递增滤波器系数,并将其输入无穷脉冲响应(IIR)滤波器,该滤波器将系数与时空序列卷积在一起,以便根据先前的观测结果生成下一个输出样本。IIR 滤波器可以灵活地随机生成样本,其参数可根据需要进行调整,以适应不同的信道条件。从每个复杂延迟抽头分布的 21.7% 样本大小中,共生成 20 个合适的启动滤波器系数,这相当于 50 个复杂的信道实例。然后利用这些系数来验证剩余的测量样本集。该模型在数量上与测量统计数据一致,可用于构建相对简单的修正反射系数,这些系数可用于微蜂窝光线-光学网络规划工具。
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引用次数: 0
Boosting the performance of low-cost eco-friendly pyramidal absorbers with a Salisbury screen 用索尔兹伯里滤网提高低成本环保型金字塔吸收器的性能
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-07 DOI: 10.1049/mia2.12458
A. Sahraei, R. A. Sadeghzadeh, H. Aliakbarian, Guy A. E. Vandenbosch

Instead of using expensive highly performing conventional pyramidal absorbers, in some cases, the use of absorbers based on very cheap eco-friendly materials is an attractive alternative. The authors introduce a novel technique to improve the absorption bandwidth of these intrinsically low-quality absorbers by adding a Salisbury screen at the base of the pyramidal absorber, which adds two extra design parameters. The first is the resistive sheet surface impedance, and the second is the resonance frequency of the Salisbury screen. By tuning these two parameters, better impedance matching can be obtained. This is verified with the help of a transmission line model, full-wave simulations, and measurements. The method is applied to two different lower-quality absorbers found in the literature. In the first absorber, the operating bandwidth is increased at the lower frequency side by 40%, and in the second one, this is about 90%. Finally, a prototype of an eco-friendly combined absorber is designed and fabricated. The measurement validates the expected behaviour.

在某些情况下,与其使用昂贵的高性能传统金字塔形吸收器,使用基于非常廉价的环保材料的吸收器不失为一种有吸引力的替代方法。作者介绍了一种新技术,通过在金字塔形吸收器底部添加索尔兹伯里屏,增加两个额外的设计参数,从而改善这些内在低质量吸收器的吸收带宽。第一个是电阻片表面阻抗,第二个是索尔兹伯里屏的共振频率。通过调整这两个参数,可以获得更好的阻抗匹配。我们借助传输线模型、全波模拟和测量结果验证了这一点。该方法适用于文献中两种不同的低质量吸收器。在第一个吸收器中,低频端的工作带宽增加了 40%,而在第二个吸收器中,工作带宽增加了约 90%。最后,我们设计并制造了一个环保型组合吸收器原型。测量结果验证了预期行为。
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引用次数: 0
A novel 4 × 4 butler matrix with continuously tunable phase covering 360° range and application for 1-D and 2-D beam scanning array 新型 4 × 4 Butler 矩阵,相位连续可调,覆盖 360° 范围,适用于一维和二维光束扫描阵列
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-06 DOI: 10.1049/mia2.12459
Junzhi Zhang, Jianxin Li, Anrong Chen, JianJia Hu, Tao Yang, Pei-Ling Chi

A novel 4 × 4 Butler Matrix (BM) with continuously tunable phase covering phase range from −180° to 180° is proposed using substrate integrated waveguide technology. The proposed BM consists of two H-plane hybrid couplers, two E-plane hybrid couplers and four 180° tunable phase shifters. With this simple configuration, the proposed BM can realise a continuously tunable progressive phase difference from −180° to 180° in a one-dimensional (1-D) or two-dimensional (2-D) form. For demonstration, the proposed BM has been fabricated to feed a 1 × 4 or 2 × 2 broadband microstrip antenna arrays. The fabricated prototype has a 16.7% fractional impendence bandwidth centred at 6 GHz. The measured pattern for the 1-D array showed a continuous beam scanning range from −39° to 39° in H-Plane, while the measured radiation patterns for the 2-D array showed continuous beam range from −27° to 30° in elevation and 0°–180° in azimuth. The measurement results were in good agreement with the simulation results.

利用基底集成波导技术,提出了一种新型 4 × 4 Butler Matrix (BM),其相位连续可调,相位范围从 -180° 到 180°。拟议的 BM 由两个 H 平面混合耦合器、两个 E 平面混合耦合器和四个 180° 可调移相器组成。通过这种简单的配置,拟议的 BM 可以一维(1-D)或二维(2-D)形式实现从 -180° 到 180° 的连续可调渐进相位差。为进行演示,我们制作了拟议的 BM,用于为 1 × 4 或 2 × 2 宽带微带天线阵列提供馈电。制作的原型具有 16.7% 的分数阻抗带宽,中心频率为 6 GHz。一维阵列的测量图案显示出 H 平面上 -39° 至 39° 的连续波束扫描范围,而二维阵列的测量辐射图案显示出仰角 -27° 至 30° 和方位角 0° 至 180° 的连续波束范围。测量结果与模拟结果十分吻合。
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引用次数: 0
Compact Archimedean spiral antenna with high gain for electrostatic discharge detection 用于静电放电检测的高增益紧凑型阿基米德螺旋天线
IF 1.7 4区 计算机科学 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-26 DOI: 10.1049/mia2.12455
Tong Wang, Dongwei Chen, Mingjie Li, Weidong Liu, Qingyuan Fang

A compact Archimedean spiral antenna with high gain for electrostatic discharge (ESD) detection is investigated. A frustum-shaped cavity proposed in this work is formed to optimise the maximum antenna gain. Additionally, a helix arm is loaded to enhance antenna gain in lower band. The measured results demonstrate that the proposed antenna, which employs a unidirectional radiation mode, exhibits a maximum antenna gain ranging from −0.74 dBi to 9.46 dBi and a voltage standing wave ratio less than 3 across a frequency range of 0.65–5 GHz. A test system consisted of proposed antenna and a commercial ESD detection antenna is established. The verified results indicate that the proposed antenna has a performance close to the commercial antenna, so that proposed antenna with compact size is preferred to be utilised for ESD detection.

研究了一种用于静电放电(ESD)检测的高增益紧凑型阿基米德螺旋天线。这项工作中提出的一个渐开线形空腔可优化天线的最大增益。此外,还加载了一个螺旋臂,以提高低频段的天线增益。测量结果表明,采用单向辐射模式的拟议天线在 0.65-5 GHz 的频率范围内表现出 -0.74 dBi 至 9.46 dBi 的最大天线增益,电压驻波比小于 3。建立了一个测试系统,该系统由提出的天线和商用 ESD 检测天线组成。验证结果表明,拟议天线的性能接近商用天线,因此拟议天线体积小巧,更适合用于 ESD 检测。
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引用次数: 0
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Iet Microwaves Antennas & Propagation
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