Výsledky vyhľadávania - "Physics-based Models"

Toward the Integration of Machine Learning and Molecular Modeling for Designing Drug Delivery Nanocarriers Autor Gao, Xuejiao J., Ciura, Krzesimir, Ma, Yuanjie, Mikolajczyk, Alicja, Jagiello, Karolina, Wan, Yuxin, Gao, Yurou, Zheng, Jiajia, Zhong, Shengliang, Puzyn, Tomasz, Gao, Xingfa

“…The pioneering work on liposomes in the 1960s and subsequent research in controlled drug release systems significantly advances the development of nanocarriers…”
Získať plný text

Machine Learning for the Geosciences: Challenges and Opportunities Autor Karpatne, Anuj, Ebert-Uphoff, Imme, Ravela, Sai, Babaie, Hassan Ali, Kumar, Vipin

“…Geosciences is a field of great societal relevance that requires solutions to several urgent problems facing our humanity and the planet. As geosciences enters…”
Získať plný text

Modeling Time-varying Reliability and Resilience of Deteriorating Infrastructure Autor Iannacone, Leandro, Sharma, Neetesh, Tabandeh, Armin, Gardoni, Paolo

“…•Modeling of the physical state and functionality of deteriorating infrastructure.•Effects of deterioration on the ability of infrastructure to recover after…”
Získať plný text

Lithium-ion battery digitalization: Combining physics-based models and machine learning Autor Amiri, Mahshid N., Håkansson, Anne, Burheim, Odne S., Lamb, Jacob J.

“…Digitalization of lithium-ion batteries can significantly advance the performance improvement of lithium-ion batteries by enabling smarter controlling…”
Získať plný text

Review of “grey box” lifetime modeling for lithium-ion battery: Combining physics and data-driven methods Autor Guo, Wendi, Sun, Zhongchao, Vilsen, Søren Byg, Meng, Jinhao, Stroe, Daniel Ioan

“…Lithium-ion batteries are a popular choice for a wide range of energy storage system applications. The current motivation to improve the robustness of…”
Získať plný text

Two-stage physics-based Wiener process models for online RUL prediction in field vibration data Autor Yan, Bingxin, Ma, Xiaobing, Huang, Guifa, Zhao, Yu

“…•We propose the two-stage physics-based Wiener process models.•An online stage division principle is developed to detect the change point.•An online remaining…”
Získať plný text

A continuum of physics-based lithium-ion battery models reviewed Autor Brosa Planella, F, Ai, W, Boyce, A M, Ghosh, A, Korotkin, I, Sahu, S, Sulzer, V, Timms, R, Tranter, T G, Zyskin, M, Cooper, S J, Edge, J S, Foster, J M, Marinescu, M, Wu, B, Richardson, G

Získať plný text

Do all roads lead to Rome? A comparison of knowledge-based, data-driven, and physics-based surrogate models for performance-based early design Autor Zaker Esteghamati, Mohsen, Flint, Madeleine M.

“…•The relative capabilities knowledge-based, machine learning-based, and mechanistic surrogate models are compared to estimate the life-cycle seismic loss of…”
Získať plný text

Lithium‐ion battery state‐of‐charge estimation of an order‐reduced physics‐based model in electric vehicles considering erroneous initialization Autor Tang, Aihua, Yao, Lei, Gong, Peng, Jiang, Yihan

“…Summary Intelligent battery management systems (BMSs) require immediate and precise state of charge (SoC) estimation of the lithium‐ion cell for efficient use…”
Získať plný text

Information-theoretic and Bayesian model selection for physics-based modeling: Balancing fit, complexity, and generalization Autor Xu, Xinyue, Wang, Julian

“…•Review information-theoretic and Bayesian criteria for model selection.•Address the trade-off between model fit, complexity, and generalization.•Investigate…”
Získať plný text

Predictive maintenance approaches: A systematic literature review Autor Taoufyq, Hicham, El Guemmat, Kamal, Mansouri, Khalifa, Akef, Fatiha

“…Purpose: Predictive maintenance (PdM) aims to optimize maintenance operations by detecting operational anomalies and potential equipment failures before they…”
Získať plný text

Review of modeling methods for HVAC systems Autor Afram, Abdul, Janabi-Sharifi, Farrokh

“…This work presents the literature review of the methods used to model the heating, ventilation, and air conditioning (HVAC) systems. The model development is…”
Získať plný text

Microstructure Generation via Generative Adversarial Network for Heterogeneous, Topologically Complex 3D Materials Autor Hsu, Tim, Epting, William K., Kim, Hokon, Abernathy, Harry W., Hackett, Gregory A., Rollett, Anthony D., Salvador, Paul A., Holm, Elizabeth A.

“…Using a large-scale, experimentally captured 3D microstructure data set, we implement the generative adversarial network (GAN) framework to learn and generate…”
Získať plný text

Advancements in battery state prediction methods: A comprehensive review of data-driven approaches and degradation mechanisms Autor Zheng, Wentao, Wu, Dinglan, Yuan, Chenbo, Jiang, Huan, Wang, Shenghan

“…Predicting the state of lithium-ion batteries (LIBs) plays a vital role in proactively identifying aging and damage, thereby enabling timely maintenance and…”
Získať plný text

ASM GaN: Industry Standard Model for GaN RF and Power Devices-Part-II: Modeling of Charge Trapping Autor Albahrani, Sayed Ali, Mahajan, Dhawal, Hodges, Jason, Chauhan, Yogesh Singh, Khandelwal, Sourabh

“…Because of charge trapping in GaN HEMTs, dc characteristics of these devices are not representative of high-frequency operation. The advanced spice model GaN…”
Získať plný text

Impacts of climate change and meteo-solar parameters on photosynthetically active radiation prediction using hybrid machine learning with Physics-based models Autor Chukwujindu Nwokolo, Samuel, Ogbulezie, Julie C., Umunnakwe Obiwulu, Anthony

“…The photosynthetically active radiation (PAR) ratio of 0.45 has been applied in numerous ecological studies to convert global solar radiation (H) to PAR by…”
Získať plný text

Application of transfer learning on physics-based models to enhance vessel shaft power predictions Autor Mavroudis, Stamatis, Tinga, Tiedo

“…International shipping must reduce its emissions to meet global targets, with improving energy efficiency being a crucial step in this journey. Predictive…”
Získať plný text

Some Challenges and Opportunities in Reliability Engineering Autor Zio, Enrico

“…Today's fast-pace evolving and digitalizing World is posing new challenges to reliability engineering. On the other hand, the continuous advancement of…”
Získať plný text

Theoretical insights into the impact of border and interface traps on hysteresis in monolayer MoS2 FETs Autor Ghosh, Rittik, Provias, Alexandros, Karl, Alexander, Wilhelmer, Christoph, Knobloch, Theresia, Davoudi, Mohammad Rasool, Sattari-Esfahlan, Seyed Mehdi, Waldhör, Dominic, Grasser, Tibor

“…Threshold voltage hysteresis ΔVh in two-dimensional transistor transfer characteristics poses a bottleneck in achieving stable 2D CMOS integrated circuits…”
Získať plný text

Peatland dynamics: A review of process-based models and approaches Autor Mozafari, Behzad, Bruen, Michael, Donohue, Shane, Renou-Wilson, Florence, O'Loughlin, Fiachra

“…Despite peatlands' important feedbacks on the climate and global biogeochemical cycles, predicting their dynamics involves many uncertainties and an…”
Získať plný text