A novel macro-scale machine learning prediction based on high-fidelity CFD simulations: A case study on the pore-scale porous Trombe wall with phase change material capsulation

A novel macro-scale machine learning prediction based on high-fidelity CFD simulations: A case study on the pore-scale porous Trombe wall with phase change material capsulation

In the present study, multi-layer calculations loops based on machine learning used to simulate the flow pattern and the thermal behavior through pore scale porous media (PSPM) walls, including phase-change materials (PCMs) in Trombe walls. A study of the thermal behavior of PSPM walls over a 24 hr...

Полное описание

Библиографическая информация
Опубликовано в: :	Journal of building engineering Vol. 54. P. 104505 (1-19)
Другие авторы:	Saboori, Tabassom, Zhao, Lei, Mesgarpour, Mehrdad, Wongwises, Somchai, Mahian, Omid
Формат:	Статья в журнале
Язык:	English
Предметы:	машинное обучение материалы с фазовым переходом Монте-Карло метод статьи в журналах
Online-ссылка:	http://vital.lib.tsu.ru/vital/access/manager/Repository/koha:001000089

Похожие документы

The effect of hot wall configuration on melting flow of nano-enhanced phase change material inside a tilted square capsule

A bibliometrics study of phase change materials (PCMs)

Heat transfer performance in a concrete block containing a phase change material for thermal comfort in buildings
по: Bondareva, Nadezhda S.

Study of tree-shaped optimized fins in a heat sink filled by solid-solid nanocomposite phase change material

Natural convection melting of phase change material in corrugated porous cavities

Influence of finned charges on melting process performance in a thermal energy storage

Study on the regeneration process and overall performance of a microencapsulated phase change material slurry dehumidification system

The influence of the metal foam layer shape on the thermal charging response time of a latent heat thermal energy storage system

Influence of PCM heat sink shape on cooling of heat-generating elements in electronics
по: Bondareva, Nadezhda S.

Heat transfer augmentation of triplex type latent heat thermal energy storage using combined eccentricity and longitudinal fin
по: Patel, Jay R.

Phase change heat transfer and energy storage in a wavy-tube thermal storage unit filled with a nano-enhanced phase change material and metal foams

Study of paraffin-based composite-phase change materials for a shell and tube energy storage system: A mesh adaptation approach

Computational study of heat transfer inside different PCMs enhanced by Al2O3 nanoparticles in a copper heat sink at high heat loads
по: Bondareva, Nadezhda S.

Influence of phase change material melting point and its location on heat and mass transfer in a brick
по: Bondareva, Nadezhda S.

The effect of nano encapsulated phase change materials and nanoparticles on turbulent heat transport: A conical diffuser scenario

The influence of external temperature and convective heat exchange with an environment on heat transfer inside phase change material embedded brick
по: Bondareva, Nadezhda S.

Decoding the atomic structure of Ga2Te5 pulsed laser deposition films for memory applications using diffraction and first-principles simulations

Melting control of phase change material of semi-cylinders inside a horizontal baffled channel: Convective laminar fluid-structure interaction

Effect of nano-sized heat transfer enhancers on PCM-based heat sink performance at various heat loads
по: Bondareva, Nadezhda S.

Low power reconfigurable multilevel nanophotonic devices based on Sn-doped Ge2Sb2Te5 thin films

Numerical study on charging performance of multi-enclosed thermal storage: Multiple versus integrated thermal storage
по: Alshuraiaan, Bader

Multiple thermal cycling and phase transitions in Ge-Sb-Te materials

Natural convection melting influence on the thermal resistance of a brick partially filled with phase change material
по: Bondareva, Nadezhda S.

Effect of the time‑dependent volumetric heat flux on heat transfer performance inside a heat sink based on the phase change materials
по: Bondareva, Nadezhda S.

Latent heat thermal energy storage in a shell-tube design: Impact of metal foam inserts in the heat transfer fluid side

Influence of the fin shape on heat transport in phase change material heat sink with constant heat loads
по: Bondareva, Nadezhda S.

Numerical study on charging process inside a grid-structure thermal storage

An intelligence parameter classification approach for energy storage and natural convection and heat transfer of nano-encapsulated phase change material: Deep neural networks

The impact of random porosity distribution on the composite metal foam-phase change heat transfer for thermal energy storage

Computational study of phase change heat transfer and latent heat energy storage for thermal management of electronic components using neural networks

Pore Scale Geochemical Processes.
Публикация: (2015)

Oxidation-affected erosion of porous Ni-Al intermetallic alloy in combustion applications: Pore-scale simulation

Nonlinear Phenomena in Complex Systems: From Nano to Macro Scale
Публикация: (2014)

Оптическая бистабильность и гистерезис в распределенных нелинейных системах
по: Розанов, Николай Николаевич 1940-
Публикация: (1997)

Porous Metals with Directional Pores
по: Nakajima, Hideo
Публикация: (2013)

Comparative study to evaluate the drying kinetics of boreal peats from micro to macro scales

Gas flow in a long tube with a permeable porous wall
по: Bakulin, V. N.

Effect of a solid wall on the formation of a porous layer structure
по: Dyachenko, E. N.

Comparison of terrain-based drift models to improve the quality of soil predictive mapping at a field scale
по: Ryazanov, S. S.

Исследование RQ-системы M/E2/1 с вытеснением заявок и фазовым дообслуживанием
по: Измайлова, Яна Евгеньевна