Multi-adversarial domain adaptation method based on feature correction by Yong ZHANG, Haoshuang LIU, Qi ZHANG, Wenzhe LIU

“…Domain adaptation can transfer labeled source domain information to an unlabeled but related target domain by aligning the distribution of source domain and target domain.However, most existing methods only align the low-level feature distributions of the source and target domains, failing to capture fine-grained information within the samples.To address this limitation, a feature correction-based multi-adversarial domain adaptation method was proposed.An attention mechanism to highlight transferable regions was introduced in this method and a feature correction module was deployed to align the high-level feature distributions between the two domains, further reducing domain discrepancies.Additionally, to prevent individual classifiers from overfitting their own noisy pseudo-labels,dual classifier co-training was proposed and the feature aggregation property of graph neural networks was utilized to generate more accurate source domain labels.Extensive experiments on three benchmark datasets for transfer learning demonstrate the effectiveness of the proposed method.…”
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Optimization of SLAM Graph Based on Optimization Levenberg-Marquardt Method by DAI Tian-hong, LI Zhi-cheng

“…Aimed at the present situation of the visualSimultaneous Localization and Mapping technology of complex nonlinear optimization method of process，optimization of slow speed and low accuracy of optimization shortcomings，in the wide application of nonlinear optimization method based on the framework of Bundle Adjustment，drops to its core strategy Levenberg-Marquardt method is optimized，so as to improve the traditional Levenberg-Marquardt deficiency in Bundle Adjustment nonlinear optimization. …”
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A Chaotic Pulse-Time Modulation Method for Digital Communication by Nguyen Xuan Quyen, Vu Van Yem, Thang Manh Hoang

“…We present and investigate a method of chaotic pulse-time modulation (PTM) named chaotic pulse-width-position modulation (CPWPM) which is the combination of pulse-position-modulation (PPM) and pulse-width modulation (PWM) with the inclusion of chaos technique for digital communications. …”
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Highly informative integrated method for determining the type of engine oil by A. Mamykin, O. Kukla, L. Matvienko, G. Dorozinska, V. Maslov, G. Dorozinsky

“…The presence of correlation dependences between the type of motor oil and its refractometric and electrophysical characteristics (refractive index, specific resistance and dielectric constant) is experimentally shown. Methods for determining the type of engine oil are proposed, based on the measurement of these characteristics, as well as prototypes of portable measuring devices that implement these methods. …”
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Novel Debris Material Identification Method Based on Impedance Microsensor by Haotian Shi, Yucai Xie, Hongpeng Zhang

“…Based on experimental and simulation results, iron, stainless steel, aluminum, copper, and brass particles are effectively distinguished. This method is not affected by oil’s light transmittance, other impurities, and debris surface dirt and can be used to distinguish metals with similar colors. …”
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Fingerprint Image Denoising Method Based on Improved Threshold Function by ZHANG Zhao-ru, DENG Cai-xia, YUE Xin-hua

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Unsplit Youngs Method for Tracking the Moving Interface of Expansible Grout by Xiaolong Li, Tiantian Zhang, Meimei Hao, Bei Zhang, Wenyi Yao, Zhenzhou Shen

“…The new method can effectively improve the grout-air interface tracking accuracy.…”
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EXPANSION OF OPPORTUNITIES OF THE FLOW CYTOMETRY METHOD FOR CLINICAL AND IMMUNOLOGYCAL PRACTICE by S. V. Khaidukov, A. V. Zurochka

“…The purpose of this article was to make a broad audience of experts familiar to new developments in the method of flow cytometry that have found applications in medical and biologic studies, in order of their further implementation into everyday practice. …”
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Intelligent Analysis Method of Gear Faults Based on FRWT and SVM by Hongfang Chen, Yanqiang Sun, Zhaoyao Shi, Jiachun Lin

“…Experimental results show that the gear fault analysis method proposed in this paper is able to effectively extract the weak fault signal. …”
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Dual-verified secure localization method for unmanned intelligent vehicles by GU Xiaodan, XIA Guozheng, SONG Bingchen, YANG Ming, LUO Junzhou

“…The experimental results in the real indoor scenarios show that the proposed method can effectively track the positions of the target unmanned intelligent vehicle, and the positioning accuracy is better than existing benchmark algorithms.…”
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Tooth position prediction method based on adaptive geometry optimization. by Tian Ma, Yijie Zeng, Wenda Pei, Chao Li, Yuancheng Li

“…A multi-layer feature optimization Transformer-based tooth position prediction method is proposed to address the problems of difficult access to high-precision medical data and the difficulty of capturing and representing hierarchical features and spatial relationships among teeth by current methods. …”
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Determination of residual strain in steel wire cord by chemical method by N. A. Zmeeva

“…The causes of residual strain, the effect on the quality of finished product and the determination of the degree of residual strain by chemical method are considered. …”
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An attack detection method based on deep learning for internet of things by Yihan Yu, Yu Fu, Taotao Liu, Kun Wang, Yishuai An

“…The results demonstrate that this method exhibits superior performance on two IoT benchmark datasets, effectively enhancing the performance of IoT attack detection.…”
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Establishment method of civil aircraft abnormal operation procedure items by ZHANG Congyuan, YANG Yanyan

“…The corresponding procedure items establishment methods are proposed. Learned from similar types and other methods，abnormal operation procedures are established，based on "operation requirements"，through regulation inquiry，system security analysis，failure mode and effect analysis（FMEA）and functional hazard analysis（FHA），which can obtain the more accurate results. …”
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Quantum computing for solving Bayesian networks of bridges – method and recommendations by Tareq Abdelmalek, Fadi Oudah

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RESEARCH ON THE IMPROVEMENT OF THE INPUT SHAFT’S CONNECTION METHOD OF A AGITATOR by TAO Jun, ZHONG Ying, FEI LingZhi

“…The theoretical analysis method and finite element method were used to demonstrate the improvement scheme. …”
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CBID: A Scalable Method for Distributed Data Aggregation in WSNs by Aristides Mpitziopoulos, Damianos Gavalas, Charalampos Konstantopoulos, Grammati Pantziou

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The lip reading method based on Adaptive Pooling Attention Transformer by YAO Yun, HU Zhenxiao, DENG Tao, WANG Xiao

“…Experiments on the CMLR and GRID datasets show that the proposed APAT-LR method can reduce the recognition error rate, thus verifying the effectiveness of the proposed method.…”
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Research on unsupervised domain adaptive bearing fault diagnosis method by WU ShengKai, SHAO Xing, WANG CuiXiang, GAO Jun

“…In order to verify the effectiveness of the proposed method, relevant comprehensive experiments were carried out on the bearing dataset of Case Western Reserve University of American and the bearing dataset of the University of Paderborn in Germany. …”
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A Random Compressive Sensing Method for Airborne Clustering WSNs by Wei Zhou, Bo Jing, Yifeng Huang

“…On the one hand, the reconstruction precision of the composite chaotic-genetic MP method can reach a magnitude of 10 −15 , and the average search speed is about 37 time that of the MP reconstruction method, which can effectively improve the reconstruction performance of the cluster head or Sink; on the other hand, by diminishing the sampling frequency to 1/8 of the original sampling frequency, the random compressive sensing technique can dramatically reduce the sampling quantity and the energy consumption of the cluster members, with the reconstruction precision reaching a magnitude of 10 −7 .…”
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