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A review of machine learning methods in turbine cooling optimization.
IIR document
Estimation of Ranque-Hilsch vortex tube performance by machine learning techniques.
Recommended by the IIR / IIR document
Soft faults evaluation for electric heat pumps: Mechanistic models versus machine learning tools.
Refrigerant leak detection in industrial vapor compression refrigeration systems using machine learning.
A robust fault diagnosis method for HVAC systems with domain knowledge augmented machine learning.
Investigation of refrigerant leakage behavior prediction using machine learning.
Fault detection and diagnosis in refrigeration systems using machine learning algorithms.
Prediction of water status during freeze drying with genetic and whale algorithms of machine learning.
Machine learning based prediction of airflow maldistribution in A-type heat exchangers.
An interpretable machine learning method for fault diagnosis of heating, ventilation and air conditioning systems.
Edge computing approach to indoor temperature prediction using machine learning.
Informed machine learning to develop a reduced order model of unitary equipment.
Rapid energy optimization of vapor compression systems using probabilistic machine learning and extremum seeking control.
Computer vision and machine learning methods for heat transfer and fluid flow in complex structural microchannels: a review.
Machine learning and high-throughput screening algorithms for optimization of magnetocaloric effect in all-d-metal Heusler alloys.
Refrigeration sector monitoring
9 results
Reinventing domestic refrigeration: How machine learning is powering energy savings
A team of researchers from Zhejiang University and HangZhou Kangbei Motor Co., Ltd in China developed a control strategy for domestic refrigerators based on behaviour prediction and...
Must read in IJR: a comprehensive review on fault detection in HVAC systems
The latest research and developments in the fault detection and diagnostics of HVAC systems are presented in several articles recently published in the IJR.
Applications of Artificial Intelligence to refrigeration systems
AI techniques, which are currently very topical, are the subject of intense research and development. Overview of their applications and benefits in the refrigeration sector, based on the latest articles...
Applications of artificial intelligence to refrigeration plants
A paper from the IIR TPTPR conference presents the energy performance and maintenance benefits of 19 refrigeration plants using artificial intelligence techniques.
Artificial intelligence techniques for energy-efficient HVAC systems
The benefits of Artificial Intelligence (AI) for Heating, Ventilation, and Air-Conditioning (HVAC) systems was one of the hot topics of the IIR-co-sponsored International Conference on Emerging Technologies for Sustainable and Intelligent HVACR...
UK: Artificial intelligence and data centre cooling
Data centre traffic being on the rise, many companies are looking at how they can use artificial intelligence to make their data centres more efficient.
Refrigerated self-driving grocery stores in San Francisco
At the last Consumer Electronic Show (CES) in Las Vegas in January, the Robomart start-up presented refrigerated self-driving stores equipped with shelves to stock fresh products.
Design and operate data centres for the AI era
In order to meet the demanding workload from artificial intelligence (AI) along with the increased cooling needs, the industry must upgrade and innovate when designing data...
ICCC2020 highlights: Benefits of IoT technologies for cold chain management
Internet of Things and cloud services are promising solutions for smart management and maintenance of the multiple cold rooms of supermarket chains.
IIR news
4 results
CEEE Hosts International Conference THERMAG - IX 2021
More than 200 people from around the world attended the THERMAG - IX June 7-11, 2021 hosted by The Center for Environmental Energy Engineering at University of Maryland, College Park (US).
Two IIR Informatory Notes on hot topics
The IIR has recently published two Informatory Notes on high-stakes subjects: flammable refrigerants and the Internet of Things and Artificial Intelligence in refrigeration and air...
We are hiring a Data Scientist – Refrigeration and Sustainability Analytics
The IIR is seeking a talented and impact-driven Data Scientist to lead the design, analysis, and visualisation of data-driven insights across the refrigeration sector. This role will play a critical part in...
Focus on the last events in June 2021
In June 2021, the IIR organised two conferences: Thermag and HFO. It also participated in the European Conferences on the latest technologies in refrigeration and air conditioning organised by Centro Studi...
