Hyperspectral signature-band extraction and adaptation for sugar content prediction on Ziziphus mauritiana and Syzygium samarangense by Yung-Jhe Yan, Jen-Tzung Chien, Zi-Yin Hong, Wen-Li Lee, Kuo-Dung Chiou, Chi-Cho Huang, Mang Ou-Yang

“…For Ziziphus mauritiana, the 1D-CNN model trained solely on signature bands achieved an average mean absolute error (MAE) of 1.04 °Brix. By incorporating domain adaptation, the MAE was significantly reduced to 0.71 °Brix. …”
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Image-to-Point Cloud Registration using Camera Motion Generation and Monocular Depth Estimation by M. Kamali, B. Atazadeh, A. Rajabifard, Y. Chen

“…Image-to-point cloud (I2P) registration plays a vital role in applications requiring accurate spatial alignment between 2D images and their corresponding 3D point clouds. …”
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Direction of Arrival Estimation Algorithm for Underwater Distributed Sources Based on Deep Neural Network by Yinian LIANG, Jie LI, Fangjiong CHEN, Fei JI, Hua YU

“…In the range of full coherence coefficients, the proposed methods all show better estimation performance, which proves their applicability in complex underwater environments.…”
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A deep learning approach for SMAP soil moisture downscaling informed by thermal inertia theory by Mengyuan Xu, Haoxuan Yang, Annan Hu, Lee Heng, Linyi Li, Ning Yao, Gang Liu

“…Deep learning (DL) based methods have recently made remarkable progress in remote sensing (RS) soil moisture (SM) retrieval applications. However, their purely “black box” algorithms suffer from a lack of interpretability, whereas methods based solely on physical mechanisms often underperform in complex scenarios. …”
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Semi-automated layer-by-layer biofabrication using rotational internal flow layer engineering technology by Gwyneth West, Sneha Ravi, Jamie A Davies, Ian Holland

“…Semi-automated dosing reduced the manual operations in the RIFLE process, reducing the workload on researchers and minimising the opportunity for human error. Further opportunity exists for higher levels of automation in the overall process, particularly needed in the preparation of cell-hydrogel suspensions, a common manual labour-intensive process in many biofabrication technologies.…”
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Weibull-Type Incubation Period and Time of Exposure Using <i>γ</i>-Divergence by Daisuke Yoneoka, Takayuki Kawashima, Yuta Tanoue, Shuhei Nomura, Akifumi Eguchi

“…Moreover, applications to real-world surveillance data on COVID-19 illustrate the practical advantages of the proposed method. …”
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Electromagnetic coil optimization for reduced Lorentz forces by Siena Hurwitz, Matt Landreman, Paul Huslage, Alan Kaptanoglu

“…Importantly, the magnet optimization approach here can be used also for tokamaks, other fusion concepts, and applications outside of fusion.…”
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Numerical solution and stability analysis of non-Newtonian hybrid nanofluid flow subject to exponential heat source/sink over a Riga sheet by Yasmin Humaira, Bossly Rawan, Alduais Fuad S., Al-Bossly Afrah, Saeed Anwar

“…The present findings have shown the best correlation with the previous published studies. The relative error between the published and present study at Pr = 10 (Prandtl number) is 0.00046%, which is gradually reduced up to 0.00202% with the variation of Pr = 0.7. …”
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LightHand99K: A Synthetic Dataset for Hand Pose Estimation With Wrist-Worn Cameras by Jeongho Lee, Changho Kim, Jaeyun Kim, Seon Ho Kim, Younggeun Choi, Sang-Il Choi

“…Incorporating three data augmentation techniques, LightHand99K demonstrated a 36% increase in area under the curve (AUC) and a 6.2-mm reduction in average endpoint error (EPE) compared to existing datasets. These results underscore the value of LightHand99K in advancing hand-pose estimation, particularly in wrist-worn camera applications. …”
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Supervised machine learning prediction and investigation of nonlinear optical rectification in Ge/Si0.15Ge0.85 asymmetric coupled triangle quantum wells by A. Cherni, N. Yahyaoui, N. Zeiri, M.L. Bouazizi, M.Al. Zahrani

“…This methodology provides an effective and efficient tool for the design and optimization of ADTQW in future photonic engineering applications.…”
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A seamless LiDAR/IMU/RTK fused localization method for UAV-Based bridge inspection by A. Liang, Y. Pan, Y. Huo, Q. Li, B. Zhou, Z. Chen

“…The results show that our method can achieve centimetre-level cross-scene localization accuracy in bridge inspection applications, which indicates its feasibility and effectiveness.…”
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LDPC-Coded Generalized Frequency Division Multiplexing for Intensity-Modulated Direct-Detection Optical Systems by Dong Guo, Wei Zhang, Feng Tian, Jianyang Shi, Kaihui Wang, Miao Kong, Junwen Zhang, Kai Lv, Deng'ao Li, Xiaolong Pan, Xiangjun Xin

“…Then, we experimentally demonstrate an LDPC-coded GFDM with 16-quadrature amplitude modulation (16QAM) system transmitted over 20-km standard single-mode fiber at different symbol rates to verify the applicability of the proposed scheme. Furthermore, the proposed scheme with trellis-coded 32-quadrature amplitude modulation (TC-32QAM) has also been investigated and compared with the bit error rate (BER) performance with 16QAM-modulated condition. …”
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A novel inversion method of slope rock mechanical parameters using differential evolution gray wolf algorithm to optimize support vector regression by Tingkai Hou, Zonghong Zhou, Yonggang Zhang, Jing Zhang

“…The results demonstrate that the DE-GWO-SVR method achieves the best results but requires the shortest inversion time.ResultsThe inversed RMMPs fall within acceptable ranges, while the error between the forward and monitored displacements is less than 10%, with a maximum deviation of 9.52%. …”
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Axial compressive behavior of partial CFRP-jacketed coal samples: Effects of CFRP layers and strip coverage ratio by Qingwen Li, Yuqi Zhong, Mengjiao Xu, Chuangchuang Pan, Fanfan Nie, Hao Yang

“…Carbon fiber-reinforced polymer (CFRP) confined coal samples significantly improve the axial compressive behavior and stability of the internal core coal, demonstrating promising applications for stabilizing abandoned coal pillar in goaf. …”
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Assessing Atopic Dermatitis Control in Chinese Patients: Validation of the Chinese Version of Recap of Atopic Eczema Questionnaire (RECAP) and an Investigation into Its Interpretab... by Junfen Zhang, Shunmin Zhu, Liyan Yuan, Xiaoling Yu, Shiqi Ling, Jiao Zhang, Bin Yang

“…Construct validity was evaluated through hypothesis testing, while reliability was assessed using standard error of measurement (SEMagreement) and intraclass correlation coefficient (ICCagreement). …”
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Maximizing steel slice defect detection: Integrating ResNet101 deep features with SVM via Bayesian optimization by Prabira Kumar Sethy, Laxminarayana Korada, Santi Kumari Behera, Akshay Shirole, Rajat Amat, Aziz Nanthaamornphong

“…These results demonstrate the robustness and adaptability of the proposed method, offering an efficient and reliable solution for automating steel defect detection and surface defect classification in industrial applications.…”
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CMACGSA: Improved Gravitational Search Algorithm Based on Cerebellar Model Articulation Controller for Optimization by Nazmiye Ebru Bulut, Emre Dandil, Ugur Yuzgec, Alpaslan Duysak

“…Additional enhancements include L&#x00E9;vy mutation, boundary control methods and an error handling mechanism, which together improve the robustness and adaptability of the algorithm. …”
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Neural network quantification for solar radiation prediction: An approach for low power devices by Brenda Alejandra Villamizar-Medina, Angelo Joseph Soto Vergel, Byron Medina-Delgado, Darwin Orlando Cardozo-Sarmiento, Dinael Guevara-Ibarra, Oriana Alexandra Lopez-Bustamante

“…Metrics such as root mean square error (RMSE) of 44.24 and R² of 0.96 indicate that the selected quantized model differs from the original non-quantized model by less than 0.5% in RMSE and 0.04% in R². …”
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Transforming gotu kola (Centella asiatica L.) chemical properties inspection through advanced spectroscopy technology by Kusumiyati Kusumiyati, Ine Elisa Putri, Yuda Hadiwijaya, Agus Arip Munawar

“…Asiaticoside obtained values of Rcal (0.92), root mean square error of the calibration (RMSEC) (78.23), Rcv (0.88), and RPD (2.14). …”
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Design and Research of Large-Scale Curvature Adjustment Optical Mirror by Kailun Zhao, Liuxing Song, Dewei Sun, Qiaolin Huang, Rongguang Guo, Guoliang Tian, Jinping He

“…This research is anticipated to offer technical support and serve as a reference for the assembly, adjustment, and inspection of large-aperture segmented mirrors, as well as for the curvature radius variation in multiple segmented mirrors, thereby holding substantial practical value in engineering applications.…”
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