Sparse convolutional neural network acceleration with lossless input feature map compression for resource‐constrained systems by Jisu Kwon, Joonho Kong, Arslan Munir

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A Holistic Review of the TinyML Stack for Predictive Maintenance by Emil Njor, Mohammad Amin Hasanpour, Jan Madsen, Xenofon Fafoutis

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Enhancing Long-Duration Multi-Person Tracking in Hospitality Settings Through Random-Skip Sub-Track Correction by Yu Nakayama, Masayuki Mikuriya, Fumitoshi Ogino

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Hybrid scheduling approach for concurrent task execution on microcontroller-based systems by Nuru DASHDAMIRLI

“…Additionally, the paper explores the challenges associated with implementing hybrid scheduling in resource-constrained systems and proposes solutions to overcome them.…”
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Multiple deception resources deployment strategy based on reinforcement learning for network threat mitigation by Changsong Li, Ning Zhao, Hao Wu

“…However, in reality, honeypots are usually deployed in resource-constrained systems. Therefore, how to effectively deploy deception resources is an urgent problem that needs to be addressed. …”
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CURDIS: A template for incremental curve discretization algorithms and its application to conics by Philippe Latour, Marc Van Droogenbroeck

“…Surprisingly, the criterion for conics requires between one and three sign tests and four additions per pixel, making the algorithm efficient for resource-constrained systems and feasible for fixed-point or integer arithmetic implementations. …”
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Parameter-Efficient Vehicle Trajectory Prediction Based on Attention-Enhanced Liquid Structural Neural Model by Ruochen Wang, Yue Chen, Renkai Ding, Qing Ye

“…Notably, it reduces computational complexity and model size while maintaining superior accuracy, making it well suited for deployment in resource-constrained systems. The results highlight the effectiveness of the Attn-LTC model in balancing precision and efficiency, paving the way for its application in real-time autonomous driving systems.…”
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Intelligent Robot in Unknown Environments: Walk Path Using Q-Learning and Deep Q-Learning by Mouna El Wafi, My Abdelkader Youssefi, Rachid Dakir, Mohamed Bakir

“…Simulations carried out in MATLAB environments validate the proposed approach, illustrating its effectiveness in resource-constrained systems while preserving robust and efficient decision-making. …”
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Doppler Effect Estimation and Compensation for Satellite Systems in Geolocation Problems by Marcello Asciolla, Angela Cratere, Francesco Dell'Olio

“…The target application is relevant to satellite missions with resource-constrained systems based on low-cost hardware platforms and the innovation of the paper is on the error compensation strategy and on the proposal of an approximate polynomial model. …”
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Low-Cost Direct Digital Synthesis-Based On-Chip Waveform Generation for Analog/Mixed Signal BIST Applications by Emmanuel Nti Darko, Isaac Bruce, Ekaniyere Oko-Odion, Kushagra Bhatheja, Saeid Karimpour, Degang Chen

“…The ultra-low cost and high linearity benefit of the proposed waveform generator makes it highly suitable for integration into resource-constrained systems. The proposed approach is validated using simulation results of the small-area DAC designed in TSMC 0.18 μm technology and the testing and calibration algorithms implemented in MATLAB. …”
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Optimizing Bearing Fault Diagnosis in Rotating Electrical Machines Using Deep Learning and Frequency Domain Features by Eduardo Quiles-Cucarella, Alejandro García-Bádenas, Ignacio Agustí-Mercader, Guillermo Escrivá-Escrivá

“…The proposed methodology ensures higher reliability and operational efficiency and demonstrates the feasibility of transfer learning in industrial diagnostic applications, particularly for optimizing resource-constrained systems. These findings improve the robustness and precision of machine fault diagnosis systems.…”
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Uniform Quantization for Multi-Antenna Amplify–Quantize–Forward Relay by Gangsan Jeong, Xianglan Jin

“…Notably, the USL-MC method stands out for its significantly reduced complexity, both in practical implementation and training, rendering half-duplex AQF relays viable for practical resource-constrained systems.…”
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Supporting menstrual health in homeless services: provider-informed strategies for multilevel change by Emma Schnolis, Sofia Hrubiak, Anukriti Arora, Kinzie Gamaleldin, Rebecca Martinez, Risa Cromer, Yumary Ruiz, Natalia M. Rodriguez, Andrea L. DeMaria

“…Social service providers (SSPs) and healthcare providers (HCPs) are critical in supporting PEH but often work within resource-constrained systems. This study explores SSP and HCP perspectives on the menstrual health needs of PEH in a rural-serving community in the U.S., using the Social-Ecological Model (SEM) to identify multilevel barriers and opportunities for intervention. …”
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