Artificial neural networks solutions for solving differential equations: A focus and example for flow of viscoelastic fluid with microrotation by Abdullah, null, Faye, Ibrahima, Laila Amera, Aziz

“…PINN offers an alternative to classical numerical methods. …”
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Data-driven forward and inverse analysis of two-dimensional soil consolidation using physics-informed neural network by Wang, Yu, Shi, Chao, Shi, Jiangwei, Lu, Hu

“…Different random seeds are used to test the robustness of the PINN developed and quantify the associated model uncertainty. …”
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Physics-informed neural network for fast prediction of temperature distributions in cancerous breasts as a potential efficient portable AI-based diagnostic tool by Mukhmetov, Olzhas, Zhao, Yong, Mashekova, Aigerim, Zarikas, Vasilios, Ng, Eddie Yin Kwee, Aidossov, Nurduman

“…This work presents the development of a novel Physics-Informed Neural Network (PINN) method for fast forward simulation of heat transfer through cancerous breast models. …”
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Artificial Intelligence for the Electron Ion Collider (AI4EIC) by Allaire, C., Ammendola, R., Aschenauer, E.-C., Balandat, M., Battaglieri, M., Bernauer, J., Bondì, M., Branson, N., Britton, T., Butter, A., Chahrour, I., Chatagnon, P., Cisbani, E., Cline, E. W., Dash, S., Dean, C., Deconinck, W., Deshpande, A., Diefenthaler, M., Ent, R., Fanelli, C., Finger, M., Finger, M., Fol, E., Furletov, S., Gao, Y., Giroux, J., Waduge, N. C. Gunawardhana, Hassan, O., Hegde, P. L., Hernández-Pinto, R. J., Blin, A. Hiller, Horn, T., Huang, J., Jalotra, A., Jayakodige, D., Joo, B., Junaid, M., Kalantarians, N., Karande, P., Kriesten, B., Elayavalli, R. Kunnawalkam, Li, Y., Lin, M., Liu, F., Liuti, S., Matousek, G., McEneaney, M., McSpadden, D., Menzo, T., Miceli, T., Mikuni, V., Montgomery, R., Nachman, B., Nair, R. R., Niestroy, J., Oregon, S. A. Ochoa, Oleniacz, J., Osborn, J. D., Paudel, C., Pecar, C., Peng, C., Perdue, G. N., Phelps, W., Purschke, M. L., Rajendran, H., Rajput, K., Ren, Y., Renteria-Estrada, D. F., Richford, D., Roy, B. J., Roy, D., Saini, A., Sato, N., Satogata, T., Sborlini, G., Schram, M., Shih, D., Singh, J., Singh, R., Siodmok, A., Stevens, J., Stone, P., Suarez, L., Suresh, K., Tawfik, A.-N., Acosta, F. Torales, Tran, N., Trotta, R., Twagirayezu, F. J., Tyson, R., Volkova, S., Vossen, A., Walter, E., Whiteson, D., Williams, M., Wu, S., Zachariou, N., Zurita, P.

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A two-dimensional co-rotational Timoshenko beam element with XFEM formulation by Xu, Jin, Lee, Chi King, Tan, Kang Hai

“…Pin connections and plastic hinges produce non-smooth displacement fields in beam structures. …”
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Physics-Informed Deep Learning for Plasma Etch Optimization by Dighamber, Mohit

“…Future work includes utilizing the PINN model in a Bayesian framework to facilitate recipe optimization for the desired etch profile.…”
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Design and analysis of a flexure bearing by Balakrishnan Sathish Kumar

“…Hence, a more compliant bearing using flexures in a cross form can be chosen for hinges requiring large deflections with is robust.…”
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Process re-engineering of airfreight export operations by Chow, Yew Sun.

“…This fact is predicated on Singapore's position as a major manufacturing base for high technology products and the concomitant trends that is the quintessential of such industries: JIT; small shipments; more frequent shipments; CRM which hinges on quicker response to customer orders.…”
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US and East Asia Summit : international security begins at home by Long, Joey S. R., Khan, Amos

“…The political demise of prime ministers Yukio Hatoyama and Kevin Rudd is a reminder that national leaders’ capacity to contribute to international security hinges on the stability of their domestic authority. …”
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Development of a system to detect hidden information in a document using steganography software by Wuan, Neng Jie

“…The accuracy of detection depends on the trained Support Vector Machine (SVM) model used, and therefore, accuracy hinges on the type of training data and test images used. …”
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LIKU-LIKU PERTEMUAN BALING / by Nor Ibrahim Sulaiman, author 645421

“…Tunku tidak akan mengiktiraf Parti Komunis Malaya (PKM) dan bertegas supaya parti tersebut dibubarkan serta pengganas komunis menyerah diri, namun pendirian Chin Peng sebaliknya. Kegagalan pertemuan ini membawa kemerdekaan Persekutuan Tanah Melayu, manakala Chin Peng dan gerilanya terus menjadi buruan pasukan keselamatan.…”

America’s “China-First” grand strategy and the transatlantic bargain: revisiting the security–economics nexus by Desmaele, Linde

“…This debate has overlooked a crucial point: Washington’s security commitment to Europe is not only about military power but also hinges on European acquiescence to Washington’s politico-economic leadership position. …”
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Anomaly detection in aerosol jet printing via computer vision & machine learning by Ang, Ryan Wei Hao

“…Hence, this paper aims to develop, and more importantly, fine-tune, an in-situ monitoring algorithm that will be implemented into the Aerosol Jet Printing system with the help of an Object Detection Model, which hinges upon the principles of Deep Learning (DL), and Computer Vision (CV). …”
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4D printing of heat-driven self-assembly structures (Part II) by Teo, Jin Howe

“…First, the fabrication conditions of heat-driven self-assembly structures are examined. Hinges are printed with varying materials and dimensional parameters, and the resulting recovery time and the angle integrity are analysed. …”
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On fundamental aspects of quantum extreme learning machines by Xiong, W, Facelli, G, Sahebi, M, Agnel, O, Chotibut, T, Thanasilp, S, Holmes, Z

“…Notably, the expressivity of QELMs is fundamentally limited by the number of Fourier frequencies and the number of observables, while the complexity of the prediction hinges on the reservoir. As a cautionary note on scalability, we identify four sources that can lead to the exponential concentration of the observables as the system size grows (randomness, hardware noise, entanglement, and global measurements) and show how this can turn QELMs into useless input-agnostic oracles. …”

Designing a mechanism to cleave silicon wafers by Figueroa, Victor, 1982-

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The ideational approach by Busby, Ethan, Chryssogelos, Angelos, Hawkins, Eliza Tanner, Hawkins, Kirk, Littvay, Levente, Wiesehomeier, Nina

“…At all three levels, we argue that populism has a distinct impact that hinges on the intensity of populist beliefs of actors, particularly when these are in power. …”
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Impinging jet mixers: A review of their mixing characteristics, performance considerations, and applications by Devos, Cedric, Mukherjee, Saikat, Inguva, Pavan, Singh, Shalini, Wei, Yi, Mondal, Sandip, Yu, Huiwen, Barbastathis, George, Stelzer, Torsten, Braatz, Richard D, Myerson, Allan S

“…Optimal control over fast chemical processes hinges on the achievement of rapid and effective mixing. …”
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“Clicking” compliant mechanism for flapping-wing micro aerial vehicle by Chin, Yao-Wei, Lau, Gih Keong

“…The thorax-like compliant mechanism can store elastic energy in flexible hinges and is good for storing kinetic energy expended during wing reversal. …”
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A proposed framework of research on the influencing factors of burnout-based on the perspective of individual work scenarios by Lu, Guangguo, Kanjanapathy, Malini, Mohamed Saat, Maisarah

“…This issue is particularly significant in the manufacturing industry where the future growth hinges on the expertise and well-being of highly skilled professionals. …”
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