Sufficient Energy Landscape by Fabrizio D’Angelo, Marco Ranzato

“…Concurrently, EU policies have long privileged the economic and technical dimensions of energy, often neglecting its impact on space and people.However, these urban contexts layered with levels of complexity such as dense and historic fabrics, climate hotspots, governance inertia, require a thoughtful design that combines technological innovation, social needs and ecological balances in a general lack of space and resources. …”
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Exploring Decentralized Warehouse Management Using Large Language Models: A Proof of Concept by Tomaž Berlec, Marko Corn, Sergej Varljen, Primož Podržaj

“…This paper presents a novel approach to decentralized warehouse management integrating Large Language Models (LLMs) into the decision-making processes of autonomous agents, which serves as a proof of concept for shared manufacturing. A multi-layered system architecture consisting of physical, digital shadow, organizational, and protocol layers was developed to enable seamless interactions between parcel and warehouse agents. …”
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Computing Continuum Simulator: A comprehensive framework for continuum architecture evaluation by Pablo Rodríguez, Sergio Laso, Javier Berrocal, Pablo Fernández, Antonio Ruiz-Cortés, Juan Manuel Murillo

“…However, evaluating the performance and reliability of continuum architectures is challenging due to the complexity and high costs of setting up customizable and scalable near-realistic multi-layered environments. …”
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End‐To‐End Deep Learning Temperature Prediction Algorithms of a Phase Change Materials From Experimental Photos by Mohammad Hassan Ranjbar, Kobra Gharali, Artie Ng

“…Initially, the networks were built using different convolutional layers and weights for feature extraction, and then the fully connected layers extracted the temperature profiles of the PCM. …”
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Une circulation virale de la parole scientifique ? À propos des republications de The Conversation France dans les médias partenaires by Ingrid Mayeur

“…After clarifying how these views are distributed and questioning the relevance of characterizing this dissemination as viral, we study how republications occur within partner media, highlighting variations that account for the complexity of the enunciative layers they articulate.…”
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Implementing deep soil and dynamic root uptake in Noah-MP (v4.5): impact on Amazon dry-season transpiration by C. A. Bieri, F. Dominguez, G. Miguez-Macho, Y. Fan

“…Each experiment incrementally adds physical complexity. The experiments include the default Noah-MP with free drainage (FD), a case with an activated groundwater scheme that resolves water table variations (GW), a case with eight added soil layers and soil properties that vary with depth (SOIL), and a case with DynaRoot activated (ROOT).…”
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Discipline-based Teaching and Identity Expansion – Teacher Education and the Tertiary Vocational Educator in New Zealand by Lisa Maurice-Takerei, Helen Anderson

“…With diverse work-based backgrounds, vocational educators undertake their work within the teaching workforce often without a strong sense of their educational position or function and there is little guidance in the complexities and realities of the role. This paper considers the role of vocational educators and the practices of professional development or tertiary teacher education that might support building a multi-layered identity encompassing their discipline expertise and their role as an educator. …”
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Novi pristup u upravljanju hidroelektranama zasnovan na neuronskim mrežama by Radmila Koleva, Darko Babunski, Emil Zaev, Atanasko Tuneski, Laze Trajkovski

“…Artificial Neural Networks (ANN) as a technique used in the HPP control systems have advantages in getting a stable and faster response but the complexity of the structure behind the neural networks (NN), meaning algorithms, number of hidden layers, training function, activation function can complicate and destabilize the process. …”
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Improper antiferroelectricity in NaNbO3-based perovskites driven by antiferrodistortive modulation by Chao Xu, Nengneng Luo, Cenchen Zhong, Gengguang Luo, Ruoxuan Che, Xuyun Guo, Changsheng Chen, Shujun Zhang, Ye Zhu

“…Contrary to the prevailing understanding that such octahedral-rotation-driven improper polarization requires symmetry breaking at the interfaces in layered perovskites, our observation indicates that it can also be enabled in non-layered perovskites, by modulated octahedral rotations following an alternating sequence of (a − b − c +) m (m = integer) and a − b + c + that is tunable via chemical doping. …”
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Reliability Allocation Method of NC Servo Tool Rest Based on Improved Comprehensive Factor Method by CHEN Chuanhai, GUO Jinyan, LIU Mingying, LIU Zhifeng, YANG Zhaojun, QI Baobao

“…Aiming at the uncertainty caused by independent consideration of influencing factors and expert scoring in the process of reliability allocation, a reliability allocation method of NC tool holder based on grey correlation theory, fuzzy set theory and ordered weighted averaging operator is proposed The technical level,importance, complexity, operation environment, maintainability, cost effectiveness ratio and other influencing factors are comprehensively considered.The factors are refined and organized into layers to establish a layered comprehensive factor evaluation model. …”
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Hybrid lightweight temporal-frequency analysis network for multi-channel speech enhancement by Yinghan Cao, Shiyun Xu, Wenjie Zhang, Mingjiang Wang, Yun Lu

“…Lightweight models, which utilize numerous convolution layers for feature extraction, substantially reduce model complexity but tend to focus too much on local features, often achieving suboptimal performance. …”
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The Intersection of French Immersion Teachers’ Identities and Teaching French Immersion by François-Daniel Portelance

“…The findings underscore the need for more inclusive and culturally responsive practices, as well as institutional support for teachers in holding complexity rather than simplifying it. Broader research that includes multiple interest-holder perspectives and French as a Second Language (FSL) program types to respond to and consider  the layered realities of bilingual individuals and education in Canada. …”
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Attitudes and Motivation in Early Foreign Language Learning by Jelena Mihaljević Djigunović

“…The overall conclusion of this review paper is that young foreign language learners’ attitudes and motivations are not stable learner characteristics but change over time, creating layers of  complexity that warrant further research. …”
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Quantum DeepONet: Neural operators accelerated by quantum computing by Pengpeng Xiao, Muqing Zheng, Anran Jiao, Xiu Yang, Lu Lu

“…Given the progress in quantum algorithms and hardware, here we propose to utilize quantum computing to accelerate DeepONet evaluations, yielding complexity that is linear in input dimensions. Our proposed quantum DeepONet integrates unary encoding and orthogonal quantum layers. …”
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A novel controllability method on temporal networks based on tree model by Peyman Arebi

“…Results show that the proposed algorithm with linear complexity of $${\varvec{O}}({{\varvec{N}}}^{2}{\varvec{l}}{\varvec{o}}{\varvec{g}}{\varvec{N}}{\Delta {\varvec{t}}}^{4})$$ O ( N 2 l o g N Δ t 4 ) . …”
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YOLOv10-kiwi: a YOLOv10-based lightweight kiwifruit detection model in trellised orchards by Jie Ren, Wendong Wang, Yuan Tian, Jinrong He

“…Second, to further reduce model complexity, a novel C2fDualHet module is proposed by integrating two consecutive Heterogeneous Kernel Convolution (HetConv) layers as a replacement for the traditional Bottleneck structure. …”
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Enhanced distillate production of stepped solar still via integration with multi-stage membrane distillation by A. A. Mahgoub, S. M. Elsherbiny, O. A. A. El-Masry, O. A. Elsamni

“…The system employs multiple membrane layers and water–vapor absorbent wicks to capture vapor and transfer latent heat, enabling cascading preheating of brine layers. …”
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A stream classification system to explore the physical habitat diversity and anthropogenic impacts in riverscapes of the eastern United States. by Ryan A McManamay, Matthew J Troia, Christopher R DeRolph, Arlene Olivero Sheldon, Analie R Barnett, Shih-Chieh Kao, Mark G Anderson

“…Describing the physical habitat diversity of stream types is important for understanding stream ecosystem complexity, but also prioritizing management of stream ecosystems, especially those that are rare. …”
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Fine‐Tuning the Microstructure and Photophysical Characteristics of Fluorescent Conjugated Copolymers Using Photoalignment and Liquid‐Crystal Ordering by Yuping Shi, Katharina Landfester, Stephen M. Morris

“…Abstract Replicating the microstructural basis and the near 100% excitation energy transfer efficiency in naturally occurring light‐harvesting complexes (LHCs) remains challenging in synthetic energy‐harvesting devices. …”
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ContourTL-Net: Contour-Based Transfer Learning Algorithm for Early-Stage Brain Tumor Detection by N. I. Md. Ashafuddula, Rafiqul Islam

“…An increasing patient longevity rate requires prompt detection; however, the complexities of brain tissue make early diagnosis challenging. …”
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