An effective feature selection approach based on hybrid Grey Wolf Optimizer and Genetic Algorithm for hyperspectral image by Yiqun Shang, Minrui Zheng, Jiayang Li, Xinqi Zheng

“…The results highlight GWOGA’s robustness, generalizability, and potential for real-world applications in HSI FS.…”
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A machine learning technique for optimizing load demand prediction within air conditioning systems utilizing GRU/IASO model by Meng He, Hui Wang, Myo Thwin

“…The proposed GRU/IASO model is trained and tested utilizing data of real-world obtained through a commercial complex situated within an area characterized by high humidity and hot climate. …”
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Colorimetric identification of colorless acid vapors using a metal-organic framework-based sensor by Wonhyeong Jang, Hyejin Yoo, Dongjun Shin, Seokjin Noh, Jin Yeong Kim

“…This provides experimental validation as a practical sensor capable of on-site 24-hour monitoring in the real world.…”
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EM-AUC: A Novel Algorithm for Evaluating Anomaly Based Network Intrusion Detection Systems by Kevin Z. Bai, John M. Fossaceca

“…Although unsupervised models do not require labels during the training and testing phases, the assessment of their performance metrics during the evaluation phase still requires comparing anomaly scores against labels. In real-world scenarios, the absence of labels in massive network datasets makes it infeasible to calculate performance metrics. …”
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OVERCOMING THE CULTURAL DIFFERENCES: PARABLE AS A MEANS OF INTERCULTURAL DIALOGUE by Tetyana V. Danylova

“…Conclusion: Parables uniquely reflect the real world and contribute to personal understanding of reality. …”
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Exploring nonlinearity in quarter car models with an experimental approach to formulating fractional order form and its dynamic analysis by Tadios Molla, Prakash Duraisamy, Karthikeyan Rajagopal, Anitha Karthikeyan, Salah Boulaaras

“…Fractional order dynamics emphasize nonlinearities in quarter car models, capturing real-world dynamics effectively. The proposed fractional-order nonlinear quarter car model employed Caputo derivative. …”
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Improving classic hungarian algorithm considering uncertainty by applying for grey numbers by Shahram Ariafar, Seyed Hamed Moosavirad, Ali Soltanpour

“…The elements of the DM are often deterministic in MCDM. However, in the real world, the value of the elements of the DM might not be specified precisely. …”
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Smart manufacturing system with rework and partial outsourcing for battery industry by Ritu Arora, Divya Chauhan, Anubhav Pratap Singh, Anu Sayal

“…Demand is viewed as an advertisement cost and selling price dependent due to variations in real-world demand. Simulated annealing has been used to optimize profit, and the developed model has been validated with sensitivity analysis and numerical examples. …”
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Context-dependent modulation of spatial attention: prioritizing behaviourally relevant stimuli by Noah Britt, Jackie Chau, Hong-jin Sun

“…Using a driving simulator, we simulated a real-world driving task representing an overlearned behaviour for licensed drivers. …”
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Relieving the Impact of Transit Signal Priority on Passenger Cars through a Bilevel Model by Ding Wang, Wenxin Qiao, Chunfu Shao

“…The parameters which will affect the efficiency of the bilevel model have been analyzed based on a hypothetical intersection. Finally, a real-world intersection has been studied, and the average vehicle delay in the nonpriority direction decreased 11.28 s and 22.54 s (under different delay variation constraint) compared to the models that only minimize average passenger delay, while the vehicle delay in the priority direction increased only 1.37 s and 2.87 s; the results proved the practical applicability and efficiency of the proposed bilevel model.…”
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Exploring Student Acceptance and Perceptions of AI-Assisted PowerPoint Creation by Svetoslav Georgiev, Joseph Tinsley

“…This paper addresses the need to examine students’ perceptions and acceptance of teacher GenAI usage in real world classroom settings. Using a qualitative research design, we explore the student acceptance and perceptions of AI-assisted learning materials (i.e., presentation slides generated by Microsoft PowerPoint Designer). …”
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Incremental Structure from Motion for Small-Scale Scenes Based on Auxiliary Calibration by Sixu Li, Jiatian Li, Tao Yang, Xiaohui A, Jiayin Liu

“…Experimental results demonstrate that the proposed method achieves superior reconstruction completeness and accuracy. In three real-world experiments, the average re-projection errors were 0.5245, 0.4151, and 0.4996 pixels, outperforming competing methods. …”
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Automatic brake Driver Assistance System based on deep learning and fuzzy logic. by A R García-Escalante, R Q Fuentes-Aguilar, A Palma-Zubia, E Morales-Vargas

“…While indoor experiments are prevalent due to computational demands and safety concerns, there is a pressing need for research and development of new features to achieve complete automation, addressing real-world implementation challenges by testing them in outdoor environments. …”
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Temporal and Spatial Distribution Characteristics of NOx Emissions of City Buses on Real Road Based on Spatial Autocorrelation by Qikai Peng, Jiaqiang Li, Yanyan Wang, Longqing Zhao, Jianwei Tan, Chao He

“…Abstract To characterize the spatial and temporal distribution of NOx exhausted by urban buses, we measured real-world on-road NOx emissions from these vehicles in the city of Kunming, China, using an onboard monitoring platform. …”
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Applying Fourier Neural Operator to insect wingbeat sound classification: Introducing CF-ResNet-1D by Béla J. Szekeres, Máté Natabara Gyöngyössy, János Botzheim

“…Despite recent advancements in Deep Learning, Fourier Neural Operators (FNO), efficient for solving Partial Differential Equations due to their global spectral representations, have yet to be thoroughly explored for real-world time series classification or regression tasks. …”
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House Price Prediction: A Multi-Source Data Fusion Perspective by Yaping Zhao, Jichang Zhao, Edmund Y. Lam

“…We validate our approach using a dataset of 28550 real-world transactions in Beijing, China, providing a comprehensive analysis of the drivers influencing house prices. …”
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Adaptive Similarity Function with Structural Features of Network Embedding for Missing Link Prediction by Chuanting Zhang, Ke-Ke Shang, Jingping Qiao

“…To evaluate the performance of our proposed algorithm, we conduct extensive experiments on eleven disparate networks of the real world. Experimental results show that AdaSim achieves better performance than state-of-the-art algorithms and is robust to different sparsities of the networks.…”
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Trajectory Simulation of Emergency Vehicles and Interactions with Surrounding Traffic by Cristián E. Cortés, Bruno Stefoni

“…Basic information about these real-world effects was gleaned from video footage recorded in Santiago, Chile, by traffic cameras, fire truck-mounted cameras, and truck-originated GPS pulses. …”
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A Generalized Zero-Shot Deep Learning Classifier for Emotion Recognition Using Facial Expression Images by Vishal Singh Bhati, Namita Tiwari, Meenu Chawla

“…In the real world environment, various micro and nano facial expressions are generated according to the mental state of thought, which leads to a change in an emotional state. …”
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A novel wind power forecast diffusion model based on prior knowledge by Li Han, Yingjie Cheng, Shuo Chen, Shiqi Wang, Junjie Wang

“…Finally, the superiority of the proposed method is verified by using the wind power data from two real‐world wind farms.…”
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