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ELM (Extreme Learning Machine) Based Correlated Interference Canceller for Small Aperture Array Antenna

机译：基于ELM（极限学习机）的小孔径阵列天线相关干扰消除器

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The multipath effect creates a highly correlated interference. Subsequently, small aperture array antennas equipped in mobile devices must be able to effectively cancel this coherent interference. Spatial smoothing MMSE is a typical coherent interference cancellation algorithm; however, this method further reduces the small aperture size and reduces the number of coherent interferences to cancel out. This paper proposes a new method to reject coherent interferences without a reduction in the antenna aperture size. We show the superiority of the proposed algorithm through a comparison of cancellation performance with existing adaptive beamforming algorithms.

机译：多径效应产生高度相关的干扰。随后，移动设备中配备的小孔径阵列天线必须能够有效消除这种相干干扰。空间平滑MMSE是一种典型的相干干扰消除算法；然而，该方法进一步减小了小孔径尺寸并减少了相干干扰的数量以抵消。本文提出了一种在不减小天线孔径的情况下抑制相干干扰的新方法。通过将抵消性能与现有的自适应波束形成算法进行比较，我们展示了所提出算法的优越性。

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Lim Junseok; Pang Heesuk; Hong Wooyoung;
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年度 2014
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机译：MI-ELM：基于分层极限学习机的高效多实例学习
2. AL-ELM: One uncertainty-based active learning algorithm using extreme learning machine [J] . Yu Hualong, Sun Changyin, Yang Wankou, Neurocomputing . 2015,第octa20期

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3. CHELM: Convex Hull based Extreme Learning Machine for salient object detection [J] . Singh Vivek Kumar, Kumar Nitin Multimedia Tools and Applications . 2021,第9期

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4. A Scalable Extreme Learning Machine (S-ELM) for Class-incremental ECG-based User Identification [C] . Cheng-Lin Lee, Yi-Ta Chen, An-Yeu Andy Wu IEEE International Symposium on Circuits and Systems . 2021

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5. Interference cancelling receivers with multiple antennas for CDMA systems. [D] . Ghazi-Moghadam, Vafa. 1997

机译：用于CDMA系统的具有多个天线的干扰消除接收机。
6. SGB-ELM: An Advanced Stochastic Gradient Boosting-Based Ensemble Scheme for Extreme Learning Machine [O] . Hua Guo, Jikui Wang, Wei Ao, 2018

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7. Icing Forecasting of Transmission Lines with a Modified Back Propagation Neural Network-Support Vector Machine-Extreme Learning Machine with Kernel (BPNN-SVM-KELM) Based on the Variance-Covariance Weight Determination Method [O] . Dongxiao Niu, Yi Liang, Haichao Wang, 2017

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ELM (Extreme Learning Machine) Based Correlated Interference Canceller for Small Aperture Array Antenna

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