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Neural network based prediction method for preventing condensation in chilled ceiling systems

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/er.1458openalex-snapshot
A grey-box model of next-day building thermal load prediction for energy-efficient control
inferredcites →https://doi.org/10.1007/0-387-29295-0_79openalex-snapshot
Research on Prediction about Fruit Tree Diseases and Insect Pests Based on Neural Network
inferredcites →https://doi.org/10.1007/s12273-012-0087-2openalex-snapshot
Optimization of a liquid desiccant based dedicated outdoor air-chilled ceiling system serving multi-zone spaces
inferredcites →https://doi.org/10.1016/j.apenergy.2011.04.045openalex-snapshot
Model-based optimal control of a dedicated outdoor air-chilled ceiling system using liquid desiccant and membrane-based total heat recovery
inferredcites →https://doi.org/10.1016/j.applthermaleng.2004.01.017openalex-snapshot
Simplified cooling capacity estimation model for top insulated metal ceiling radiant cooling panels
inferredcites →https://doi.org/10.1016/j.applthermaleng.2006.07.009openalex-snapshot
Performance of chilled ceiling panels using phase change material slurries as the heat transport medium
inferredcites →https://doi.org/10.1016/j.applthermaleng.2010.05.032openalex-snapshot
Radiant ceiling systems coupled to its environment part 2: Dynamic modeling and validation
inferredcites →https://doi.org/10.1016/j.applthermaleng.2010.05.033openalex-snapshot
Radiant ceiling systems coupled to its environment part 1: Experimental analysis
inferredcites →https://doi.org/10.1016/j.buildenv.2003.08.003openalex-snapshot
Prediction of the time of room air temperature descending for heating systems in buildings
inferredcites →https://doi.org/10.1016/j.enbuild.2005.09.007openalex-snapshot
Prediction of building's temperature using neural networks models
inferredcites →https://doi.org/10.1016/j.enbuild.2011.02.011openalex-snapshot
Control strategies for a liquid desiccant air-conditioning system
inferredcites →https://doi.org/10.1016/j.enconman.2003.10.009openalex-snapshot
Cooling load prediction for buildings using general regression neural networks
inferredcites →https://doi.org/10.1016/j.ijheatmasstransfer.2007.11.006openalex-snapshot
Simultaneous heat and moisture transfer through a composite supported liquid membrane
inferredcites →https://doi.org/10.1016/j.ijrefrig.2009.09.016openalex-snapshot
Independent air dehumidification with membrane-based total heat recovery: Modeling and experimental validation
inferredcites →https://doi.org/10.1016/s0196-8904(03)00044-xopenalex-snapshot
Application of artificial neural network to predict the optimal start time for heating system in building
inferredcites →https://doi.org/10.1016/s0306-2619(02)00027-2openalex-snapshot
Energy conservation in buildings through efficient A/C control using neural networks
inferredcites →https://doi.org/10.1016/s0360-1323(02)00018-5openalex-snapshot
Indoor humidity behaviors associated with decoupled cooling in hot and humid climates
inferredcites →https://doi.org/10.1016/s0378-7788(01)00134-7openalex-snapshot
A critical review on the performance and design of combined cooled ceiling and displacement ventilation systems
inferredcites →https://doi.org/10.1016/s0378-7788(98)00084-xopenalex-snapshot
Thermal comfort and energy consumption of the radiant ceiling panel system.
inferredcites →https://doi.org/10.1016/s0378-7788(98)00085-1openalex-snapshot
Performance of radiant cooling system integrated with ice storage
inferredcites →https://doi.org/10.1016/s1359-4311(00)00036-3openalex-snapshot
Modelling of vapour-compression liquid chillers with neural networks

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4648217openalex-extracted
Optimization of Anti-Condensation Control Strategy of Radiant Cooling System Based on Dew Point and Pre-Dehumidification Startup Time Prediction
inferred← citeshttps://doi.org/10.1007/s12209-014-2092-2openalex-snapshot
Energy performance and condensation risk of DCDV system in subtropical Hong Kong
inferred← citeshttps://doi.org/10.1007/s12273-020-0753-8openalex-snapshot
Applicability of high-temperature cooling systems in different European countries from the view of the condensation risk
inferred← citeshttps://doi.org/10.1016/j.applthermaleng.2016.06.017openalex-snapshot
A dynamic simplified model of radiant ceiling cooling integrated with underfloor ventilation system
inferred← citeshttps://doi.org/10.1016/j.applthermaleng.2018.07.046openalex-snapshot
Experimental study on control performance comparison between model predictive control and proportion-integral-derivative control for radiant ceiling cooling integrated with underfloor ventilation system
inferred← citeshttps://doi.org/10.1016/j.applthermaleng.2024.124693openalex-snapshot
Evaporation temperature prediction of the refrigerant-direct convective-radiant cooling system based on LSTM neural network
inferred← citeshttps://doi.org/10.1016/j.buildenv.2013.09.016openalex-snapshot
Experimental investigation on the heat transfer performance and water condensation phenomenon of radiant cooling panels
inferred← citeshttps://doi.org/10.1016/j.buildenv.2015.12.003openalex-snapshot
Theoretical and experimental study of condensation rates on radiant cooling surfaces in humid air
inferred← citeshttps://doi.org/10.1016/j.buildenv.2016.02.008openalex-snapshot
Study on the reduction of condensation risks on the radiant cooling ceiling with superhydrophobic treatment
inferred← citeshttps://doi.org/10.1016/j.buildenv.2016.03.009openalex-snapshot
Cooling capacity improvement for a radiant ceiling panel with uniform surface temperature distribution
inferred← citeshttps://doi.org/10.1016/j.buildenv.2017.01.001openalex-snapshot
Theoretical and experimental study of departure duration of condensate droplets from radiant cooling ceiling surfaces
inferred← citeshttps://doi.org/10.1016/j.buildenv.2018.08.046openalex-snapshot
A novel real-time method for HVAC system operation to improve indoor environmental quality in meeting rooms
inferred← citeshttps://doi.org/10.1016/j.buildenv.2019.106312openalex-snapshot
A computational model of an improved cooling radiant ceiling panel system for optimization and design
inferred← citeshttps://doi.org/10.1016/j.buildenv.2020.106788openalex-snapshot
The performance of a closed cavity radiation system with built-in heat exchanger
inferred← citeshttps://doi.org/10.1016/j.buildenv.2021.107802openalex-snapshot
A novel pulse width modulation for metal radiant panels to control the condensation risk in a hot and humid environment
inferred← citeshttps://doi.org/10.1016/j.cej.2021.128725openalex-snapshot
A breathable and environmentally friendly superhydrophobic coating for anti-condensation applications
inferred← citeshttps://doi.org/10.1016/j.egypro.2017.12.396openalex-snapshot
An experimental study on moisture distribution and a way of mitigating condensation in a bedroom with a radiation-based task air conditioning system applied to sleeping environments
inferred← citeshttps://doi.org/10.1016/j.enbenv.2022.08.004openalex-snapshot
Predicting moisture condensation risk on the radiant cooling floor of an office using integration of a genetic algorithm-back-propagation neural network with sensitivity analysis
inferred← citeshttps://doi.org/10.1016/j.enbuild.2012.12.041openalex-snapshot
Investigation of a novel thermoelectric radiant air-conditioning system
inferred← citeshttps://doi.org/10.1016/j.enbuild.2013.08.015openalex-snapshot
Evaluating and adapting low exergy systems with decentralized ventilation for tropical climates
inferred← citeshttps://doi.org/10.1016/j.enbuild.2016.07.041openalex-snapshot
A study on inherent correlation of thermal performances and condensation free control of the radiant system
inferred← citeshttps://doi.org/10.1016/j.enbuild.2017.12.003openalex-snapshot
Experimental investigation and data-driven regression models for performance characterization of single and multiple passive chilled beam systems
inferred← citeshttps://doi.org/10.1016/j.enbuild.2019.01.031openalex-snapshot
Energy savings potential of passive chilled beams vs air systems in various US climatic zones with different system configurations
inferred← citeshttps://doi.org/10.1016/j.enbuild.2019.109654openalex-snapshot
Performance evaluation and design guide for a coupled displacement-ventilation and passive-chilled-beam system
inferred← citeshttps://doi.org/10.1016/j.enbuild.2023.113338openalex-snapshot
Experimental study on the characteristics of radiation floor cooling system based on an earth–air heat exchanger
inferred← citeshttps://doi.org/10.1016/j.enbuild.2023.113398openalex-snapshot
A novel research for restraining the condensation of radiant air conditioner by superhydrophobic surface
inferred← citeshttps://doi.org/10.1016/j.enbuild.2024.114097openalex-snapshot
Structure optimization of radiant cooling panel: A literature review and assessment
inferred← citeshttps://doi.org/10.1016/j.enbuild.2025.116309openalex-snapshot
Applicability analysis of thermoelectric active condensation prevention system in buildings
inferred← citeshttps://doi.org/10.1016/j.enbuild.2026.117459openalex-snapshot
Condensation prevention strategies in radiant cooling systems: A comprehensive review
inferred← citeshttps://doi.org/10.1016/j.energy.2017.08.046openalex-snapshot
Displacement ventilation with cooled liquid desiccant dehumidification membrane at ceiling; modeling and design charts
inferred← citeshttps://doi.org/10.1016/j.energy.2020.117694openalex-snapshot
Theoretical study of infrared transparent cover preventing condensation on indoor radiant cooling surfaces
inferred← citeshttps://doi.org/10.1016/j.energy.2026.141162openalex-snapshot
Demand response with PCM-based pipe-embedded wall in commercial buildings: Joint influence mechanism of dual pre-cooling parameters
inferred← citeshttps://doi.org/10.1016/j.jobe.2021.103483openalex-snapshot
Research on operation strategy of radiant cooling system based on intermittent operation characteristics
inferred← citeshttps://doi.org/10.1016/j.jobe.2022.105288openalex-snapshot
Investigation of supply air parameters of a new method to control the condensation risk in radiant cooling panels
inferred← citeshttps://doi.org/10.1016/j.jobe.2024.109206openalex-snapshot
Direct/indirect optimal use of shallow geothermal energy in floor radiant cooling system coupled with air-handling system
inferred← citeshttps://doi.org/10.1016/j.nucengdes.2026.115129openalex-snapshot
Prediction of condensation heat transfer in steam–air mixtures using artificial neural networks: a comparative study with empirical correlation
inferred← citeshttps://doi.org/10.1016/j.rser.2025.115428openalex-snapshot
Radiation cooling system: Limitations, solutions, and future challenges
inferred← citeshttps://doi.org/10.1016/j.sbspro.2015.01.011openalex-snapshot
A Case Study on Moisture Problems and Building Defects
inferred← citeshttps://doi.org/10.1016/j.seta.2021.101012openalex-snapshot
Thermal performance improvement for the ceiling radiant cooling panel with an inbuilt air gap by the convection shield
inferred← citeshttps://doi.org/10.1016/j.snb.2013.04.011openalex-snapshot
Plasmon-resonance dew condensation sensor made of gold-ceramic nanocomposite and its application in condensation prevention
inferred← citeshttps://doi.org/10.1080/00986445.2018.1539710openalex-snapshot
Artificial neural network simulation of the condenser of seawater greenhouse in Oman
inferred← citeshttps://doi.org/10.1080/09613218.2019.1617668openalex-snapshot
Numerical and experimental study on the characteristics of radiant ceiling systems
inferred← citeshttps://doi.org/10.1080/13467581.2023.2244730openalex-snapshot
Developing simplified numerical calculation and BP neural network modeling for the cooling capacity in a radiant floor cooling system
inferred← citeshttps://doi.org/10.1080/19401493.2014.899394openalex-snapshot
Review of modelling approaches for passive ceiling cooling systems
inferred← citeshttps://doi.org/10.1080/23744731.2016.1260411openalex-snapshot
Study of a condensation-prevention method based on water supply regulation for a radiant ceiling cooling system
inferred← citeshttps://doi.org/10.1088/1755-1315/474/5/052102openalex-snapshot
Experimental Study on Indoor Thermal Environment of Capillary Radiant Cooling Based on Different Installation Methods
inferred← citeshttps://doi.org/10.1142/s0218348x14400027openalex-snapshot
DEVELOPMENT OF FRACTAL ULTRA-HYDROPHOBIC COATING FILMS TO PREVENT WATER VAPOR DEWING AND TO DELAY FROSTING
inferred← citeshttps://doi.org/10.1142/s2010132519300027openalex-snapshot
Thermoelectric Air-Conditioning System: Building Applications and Enhancement Techniques
inferred← citeshttps://doi.org/10.1177/1420326x20967389openalex-snapshot
Evaluation of membrane-based air pre-dehumidification for a capillary radiant air conditioning system
inferred← citeshttps://doi.org/10.3390/en15020449openalex-snapshot
Radiant Conditioning Retrofitting for Residential Buildings
inferred← citeshttps://doi.org/10.3390/en9110875openalex-snapshot
Condensation Risk Due to Variations in Airtightness and Thermal Insulation of an Office Building in Warm and Wet Climate
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