Status, challenges, and potential for machine learning in understanding and applying heat transfer phenomena

MT Hughes, G Kini, S Garimella - Journal of Heat …, 2021 - asmedigitalcollection.asme.org
Abstract Machine learning (ML) offers a variety of techniques to understand many complex
problems in different fields. The field of heat transfer, and thermal systems in general, are …

Prediction of ammonia contaminants in the aquaculture ponds using soft computing coupled with wavelet analysis

TV Nagaraju, BM Sunil, B Chaudhary, CD Prasad… - Environmental …, 2023 - Elsevier
Intensive aquaculture practices generate highly polluted organic effluents such as biological
oxygen demand (BOD), alkalinity, total ammonia, nitrates, calcium, potassium, sodium, iron …

Influence of thermodynamically consistent data on artificial neural network modeling: Application to NH3 solubility data in room temperature ionic liquids

A Saali, M Shokouhi, MK Salooki, M Esfandyari… - Journal of Molecular …, 2023 - Elsevier
A general thermodynamic consistency of temperature, pressure, and solubility (TPx) data for
binary mixtures including, ammonia+ Room Temperature Ionic Liquids (ILs), has been …

Influence of thermodynamically inconsistent data on modeling the solubilities of refrigerants in ionic liquids using an artificial neural network

EN Fierro, CA Faúndez, AS Muñoz - Journal of Molecular Liquids, 2021 - Elsevier
In this work, a general thermodynamic consistency test is applied to analyze phase
equilibrium data (PTx) for binary refrigerant and ionic liquid mixtures. The Valderrama-Patel …

[HTML][HTML] Performance prediction for a marine diesel engine waste heat absorption refrigeration system

Y Sun, P Sun, Z Zhang, S Zhang, J Zhao, N Mei - Energies, 2022 - mdpi.com
The output of the absorption refrigeration system driven by exhaust gas is unstable and the
efficiency is low. Therefore, it is necessary to keep the performance of absorption …

Optimizing a Cogeneration sCO2 CSP–MED Plant Using Neural Networks

RA Caceres Gonzalez, Y Zheng, KB Hatzell… - ACS ES&T …, 2020 - ACS Publications
Defining optimal cogeneration system design requires the use of complex analyses capable
of capturing dynamic processes within multiple subsystems and individual devices in …

The calculation models of vapor-liquid equilibrium, enthalpy and entropy for R152a/R1234ze (E)

L Feng, B Li, Y Dai - Journal of the Iranian Chemical Society, 2021 - Springer
To mitigate the impact of human activities on the environment, R22 with ODP not equal to 0
and high GWP must be weeded out. R1234ze has excellent environmental performance but …

Integration of a Solid Oxide Fuel Cell system with a heat driven refrigeration system for refrigerated transportation application

B Pandya - 2023 - etheses.bham.ac.uk
This study investigates a novel combined cooling and power concept with a Solid Oxide
Fuel Cell (SOFC) driven Vapour Absorption Refrigeration System (VARS) for automotive …

[PDF][PDF] Performance Prediction for a Marine Diesel Engine Waste Heat Absorption Refrigeration System. Energies 2022, 15, 7070

Y Sun, P Sun, Z Zhang, S Zhang, J Zhao, N Mei - 2022 - psecommunity.org
The output of the absorption refrigeration system driven by exhaust gas is unstable and the
efficiency is low. Therefore, it is necessary to keep the performance of absorption …

Development of a novel integrated thermally driven adsorption ‚Äöv† v¿ absorption (AD ‚Äöv† v¿ AB) refrigeration system

R Nikbakhti - 2020 - figshare.utas.edu.au
Over the last decades, demand in the field of cooling devices has been considerably
increased to satisfy the requirements for human comfort. The increased demand for energy …