2:05pm - 2:25pmID: 1116
/ Session 4a: 1
Full Paper
Topics: Building resilient cold chains, Reducing risk of overheating/Indoor air quality matters, Risk in the Global Cold Chain, Adaptation strategies and plans for existing buildings and processesKeywords: AI, Machine learning, Fault detection, Risk management, IoT
An Automated Fault Detection And Diagnosis System For IoT Connected Controller Devices For the Cold Chain
Pere Moreno1, Cesar Fernandez2, Gabriel Zsembinszki2, Luisa F. Cabeza2, Xavier Albets-chico1
1AKO, Spain; 2GREiA Research Group, Spain
Climate change and the associated temperature rising obliges cold chain to work under more adverse conditions, increasing the risk related to malfunctions or failures of refrigeration apparatus and systems, especially those corresponding to commercial refrigeration, where plug-in cabinets are often used. To reduce failure risk, automated fault detection and diagnosis methods represent a very interesting approach as malfunctions can be immediately detected or even prevented. However, such methods were historically based on large amount (high frequency) of data produced by multiple sensors that are often difficult to install in real commercial refrigeration systems. The current paper presents an automated fault detection and diagnosis system based on artificial intelligence (AI) algorithms that is specifically designed to be incorporated into low-cost internet of things (IoT) temperature controller devices. Those IoT controllers involve limited temperature sensors and low data register frequency. The purpose of the system is to detect and prevent common commercial refrigeration apparatus faults without increasing typical installation complexity.
2:25pm - 2:45pmID: 1160
/ Session 4a: 2
Full Paper
Topics: Building resilient cold chains, Meet the increased demand for cooling and lower carbon emissions, Adaptation strategies and plans for existing buildings and processesKeywords: energy efficiency, seafood, refrigeration, processing
Current Energy Use and Energy Efficiency Measures in the Norwegian Seafood Industry
Eirik Starheim Svendsen, Kristina Norne Widell, Hans Tobias Slette, Jan Bengsch, Lukas Köster, Tom Ståle Nordtvedt
SINTEF Ocean, Norway
This study examines the current energy use across sectors and segments of the Norwegian onshore seafood industry, with a focus on farmed fish, as well as pelagic, shrimp and whitefish from capture fisheries. Data on specific energy consumption, production, and exports were collected from open sources, reports, industry communications and site inspections. Extrapolation methods were applied to estimate the overall energy use across the subsectors. The findings reveal a significant dependency on fossil fuels in some sectors. Thermal processes, including refrigeration and heating, are the largest contributors to energy consumption, making these systems a priority for energy efficiency strategies. Rising temperatures, particularly of seawater, could have significant implications not only for marine life but also for the performance of thermal energy systems. Implementing energy efficiency measures is crucial for adaptation, and this work identifies and describes several such measures tailored to the seafood industry.
2:45pm - 3:05pmID: 1130
/ Session 4a: 3
Full Paper
Topics: Management of heat in buildings and processes, Adaptation strategies and plans for existing buildings and processesKeywords: DHN, Heat pump, Heat recovery, R744, Waste heat
Transcritical CO2 Refrigeration System Integrated with a Heat Pump for Heat Export to District Heating
Guruchethan A M1, Milad Morid Zadeh1, Roozbeh Izadi-Zamanabadi2, Samer Sawalha3, Paride Gullo1
1University of Southern Denmark (SDU): Sønderborg, 6400, Denmark; 2Danfoss A/S: Nordborg, 6430, Denmark; 3KTH Royal Institute of Technology: Stockholm, 114 28, Sweden
The rising global temperatures associated with global warming enforce to reduce the emissions from heating and cooling systems. Conventionally, the refrigeration and space heating demand of a supermarket is catered by the refrigeration system and the natural gas fired/electric boiler, respectively. The environmental and economic advantage of replacing these systems with a conventional booster CO2 refrigeration system with heat recovery and an integrated heat pump (CB_HP) were analysed in this study. The variation in ambient temperature, electricity price, heat selling price and heating and refrigeration demand of the supermarket on a cold day in Stockholm (Sweden) were considered for the analysis. The results show that the total emissions and operating cost could be reduced by 94 % and 91 % as the conventional systems were replaced by CB_HP, respectively. Furthermore, the optimization of the economic performance of CB_HP for varying gas cooler pressure and temperature is carried out.
3:05pm - 3:25pmID: 1135
/ Session 4a: 4
Full Paper
Topics: Building resilient cold chains, Risk in the Global Cold Chain, Adaptation strategies and plans for existing buildings and processes, Retrofitting solutionsKeywords: Adaptation, Retrofit, Cold storage, Energy, Ammonia
Strategies for Adaptation by Augmenting System Capacity
Andy Pearson
Star Refrigeration Ltd, United Kingdom
The effect of climate change on cold storage facilities will be evident in several different ways, including increased heat load on the plant, reduced capacity of the refrigeration system, impaired efficiency, higher energy costs and increased business risk resulting from all of the above. If the plant is already old and in a poor state of repair the additional stresses on operation could be substantial. Modifying older plant to account for these factors can increase the risk of premature failure. The business risk can be mitigated by adding refrigerating capacity modules to the facility without making any changes to the existing system and without sinking significant additional capital into an aged plant. This paper presents the factors to be considered when contemplating this type of problem and provides a case study of a beneficial project which enabled a cold store operator to spread the capital requirement over several years while gaining the benefits of improved reliability and reduced energy costs.
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