Case sharing of CO2 TC ejector system in Asia and potential in Japan plus plu...CAREL Industries S.p.A
This document discusses CAREL's natural refrigerant solutions including their first CO2 trans-critical system installed in Asia at a training center in China. It also discusses over 150 CO2 systems installed in Japan using CAREL controllers and expansion valves, and a case study of an R290 freezer using CAREL BLDC control that showed improved temperature stability and 25% energy savings.
Energy saving technologies for alternative refrigerant- based systemsCAREL Industries S.p.A
On 4 and 6 December 2017, in Buenos Aires and Rosario, Argentina, two conferences entitled “Commercial Refrigeration: Experiences on new Low-GWP Technological Alternatives”, were held with the focus on the debate between speakers and the audiences on the future trends in commercial refrigeration. The conferences have been organised by the United Nations Industrial Development Agency (UNIDO) and Centro Studi Galileo in collaboration with the Argentinian Ministry of Environment and Sustainable Development and the Italian Ministry of the Environment.
CAREL participated at the two conferences with a presentation entitled “Energy saving technologies for alternative refrigerant-based systems” by Miriam Solana, HVAC/R Engineer at our Knowledge Centre. The presentation will give an overview of the current scenario in the refrigeration sector, with a focus on the technologies that can be used to face the challenges dictated by the request for much lower GWP refrigerants, with lower energy consumption.
Tecnologie ad alta efficienza con refrigeranti alternativi agli HFCCAREL Industries S.p.A
The recent introduction of international directives on the control of environmental CO2 emissions has had a major impact on the commercial refrigeration sector. Governments around the world are planning to soon approximate into national law directives on the reduction of HFC refrigerants, the so-called F-gases with high environmental impact, and establish regulations to promote the transition to natural refrigerants.
“High-efficiency technology using alternative refrigerants to HFCs” is the title of the presentation by Biagio Lamanna, CAREL HVAC/R Knowledge Center Manager, aimed at underlining how it is possible to combine natural refrigerants with energy saving.
Raul Simonetti, CAREL HVAC/R Knowledge Centre Corporate Business Manager, has held a webinar organised by Centro Studi Galileo, speaking about alternative refrigerants for the air conditioning.
Which is the best solution for commercial and professional plug-in cabinets?CAREL Industries S.p.A
Miriam Solana Cipres, HVAC/R Knowledge Centre Engineer at Chillventa eSpecial 2020. This presentation describes the main objectives when designing a plug-in cabinet and Heosone, CAREL’s solution for commercial or professional plug-in cabinets.
Know more: natref.carel.com
Increasing CO2 gas cooler efficiency and safety with CAREL's chillBoosterCAREL Industries S.p.A
Giovanni Bonesso, Sales & Marketing Humidification Product Specialist and Federico Ferrari, Sales & Marketing Refrigeration Application Specialist at ATMO Virtual Trade Show 2021. Increasingly high summer temperature peaks impact condenser and gas cooler performance. Evaporative cooling is an effective solution to give new life to installed coils, increasing their efficiency and reliability, or reducing coil size for new installations. This webinar presents chillBoster, with the focus on the benefits it brings to food retail refrigeration systems.
Know more: natref.carel.com
Case sharing of CO2 TC ejector system in Asia and potential in Japan plus plu...CAREL Industries S.p.A
This document discusses CAREL's natural refrigerant solutions including their first CO2 trans-critical system installed in Asia at a training center in China. It also discusses over 150 CO2 systems installed in Japan using CAREL controllers and expansion valves, and a case study of an R290 freezer using CAREL BLDC control that showed improved temperature stability and 25% energy savings.
Energy saving technologies for alternative refrigerant- based systemsCAREL Industries S.p.A
On 4 and 6 December 2017, in Buenos Aires and Rosario, Argentina, two conferences entitled “Commercial Refrigeration: Experiences on new Low-GWP Technological Alternatives”, were held with the focus on the debate between speakers and the audiences on the future trends in commercial refrigeration. The conferences have been organised by the United Nations Industrial Development Agency (UNIDO) and Centro Studi Galileo in collaboration with the Argentinian Ministry of Environment and Sustainable Development and the Italian Ministry of the Environment.
CAREL participated at the two conferences with a presentation entitled “Energy saving technologies for alternative refrigerant-based systems” by Miriam Solana, HVAC/R Engineer at our Knowledge Centre. The presentation will give an overview of the current scenario in the refrigeration sector, with a focus on the technologies that can be used to face the challenges dictated by the request for much lower GWP refrigerants, with lower energy consumption.
Tecnologie ad alta efficienza con refrigeranti alternativi agli HFCCAREL Industries S.p.A
The recent introduction of international directives on the control of environmental CO2 emissions has had a major impact on the commercial refrigeration sector. Governments around the world are planning to soon approximate into national law directives on the reduction of HFC refrigerants, the so-called F-gases with high environmental impact, and establish regulations to promote the transition to natural refrigerants.
“High-efficiency technology using alternative refrigerants to HFCs” is the title of the presentation by Biagio Lamanna, CAREL HVAC/R Knowledge Center Manager, aimed at underlining how it is possible to combine natural refrigerants with energy saving.
Raul Simonetti, CAREL HVAC/R Knowledge Centre Corporate Business Manager, has held a webinar organised by Centro Studi Galileo, speaking about alternative refrigerants for the air conditioning.
Which is the best solution for commercial and professional plug-in cabinets?CAREL Industries S.p.A
Miriam Solana Cipres, HVAC/R Knowledge Centre Engineer at Chillventa eSpecial 2020. This presentation describes the main objectives when designing a plug-in cabinet and Heosone, CAREL’s solution for commercial or professional plug-in cabinets.
Know more: natref.carel.com
Increasing CO2 gas cooler efficiency and safety with CAREL's chillBoosterCAREL Industries S.p.A
Giovanni Bonesso, Sales & Marketing Humidification Product Specialist and Federico Ferrari, Sales & Marketing Refrigeration Application Specialist at ATMO Virtual Trade Show 2021. Increasingly high summer temperature peaks impact condenser and gas cooler performance. Evaporative cooling is an effective solution to give new life to installed coils, increasing their efficiency and reliability, or reducing coil size for new installations. This webinar presents chillBoster, with the focus on the benefits it brings to food retail refrigeration systems.
Know more: natref.carel.com
Increasing CO2 gas cooler efficiency and safety with CAREL's chillBoosterCAREL Industries S.p.A
Giacomo Favari, Marketing Manager Refrigeration – North America at ATMO Vitual Trade Show 2021. Increasingly high summer temperature peaks impact condenser and gas cooler performance. Evaporative cooling is an effective solution to give new life to installed coils, increasing their efficiency and reliability, or reducing coil size for new installations. This webinar presents chillBoster, with the focus on the benefits it brings to food retail refrigeration systems.
Know more: natref.carel.com
This document discusses Carel's waterloop refrigeration systems that use natural refrigerants such as propane and CO2. It provides details of projects testing these systems, including a comparison of temperature and humidity control between HEOS waterloop systems and conventional waterloop systems using a fixed speed compressor. The document outlines the benefits of natural refrigerants such as lower carbon emissions and operating costs. It also shares preliminary positive results from real-world testing of HEOS systems using propane and CO2 refrigerants.
The heat pump market is now growing faster, aided by carbon emission reduction goals and the availability of more renewable energy sources.
In this presentation, held in March 2020 at Forum Wentylacja in Warsaw, CAREL presents its control solutions.
The document discusses ecodesign and energy labelling regulations for refrigeration equipment in the European Union. It provides background on ecodesign and energy labelling, outlines the key requirements for different refrigeration product categories like condensing units and refrigerated cabinets, and notes that a draft regulation for commercial refrigeration is pending but may take effect in June 2019. The document is intended to help refrigeration manufacturers understand the impact of evolving EU regulations on their products and business.
Benefits of integration between heat pumps and food refrigeration systems for...CAREL Industries S.p.A
The document discusses the benefits of integrating heat pumps and food refrigeration systems for commercial applications. It describes a case study of a facility in Germany that uses a water loop connected to an R-744 heat pump to provide cooling for food refrigeration cabinets. Test results showed improved temperature and energy regulation after tuning the heat pump and electronic expansion valves. The integration provides efficient energy recovery for near zero energy buildings.
This document discusses CAREL's solutions for commercial cold rooms, focusing on their modular control system. The system includes a main control unit (SmartCella, MasterCella, UltraCella) that can be expanded with additional modules to manage features like electric valve control, power management, and three-phase loads. The modularity allows the system to be flexible, upgradeable, and customizable to different project needs while reducing installation costs compared to competitors' solutions.
At the technology round table strategic presentations on Commercial Refrigeration will be presented by leading industry representatives, followed by a panel discussion.
This document discusses CAREL's experiences improving energy efficiency in refrigeration systems for Biedronka retail stores in Poland using CO2 booster packs. Data from four stores shows refrigeration energy use was 42.2% lower in DC rotary compressor stores compared to reciprocating compressor stores when outdoor temperatures were between 16-25°C. Overall, DC rotary technology provided an estimated average 22.8% reduction in refrigeration energy use and costs savings of over 5,000 euros per year for the stores analyzed. The document concludes real store performance data supports the estimated 15% energy savings potential of DC rotary compressor technology found in prior modeling and testing.
This document discusses Carel's ExV Sistema electronic expansion valves. It notes that the document and its contents are confidential and for internal Carel use only. It provides information on the components of the ExV Sistema, including electronic expansion valves, EVD drivers, pressure and temperature probes. It compares ExV Sistema valves to traditional thermostatic valves, noting advantages like improved performance, food quality, energy savings, reliability and usability of ExV valves. The document also provides guidance on selecting the appropriate expansion valve and EVD driver for cold room design applications.
Transcritical CO2 - controller solution - Made in Ecuador Rack (in Spanish)CAREL Industries S.p.A
Carlos Mojica, Sales Consultant of CAREL Sud América, at ATMO Virtual Trade Show 2021. Introduction of CAREL solutions for CO2 compressor racks - pRack300T. This introduction presents a simplified view of the P+I control for a standard CO2 system in multiple configurations (parallel compressor, emJ), the main features available on the controller and a brief overview of the first compressor rack designed and assembled in South America.
Know more: natref.carel.com
This document discusses CAREL's experience improving energy efficiency in Biedronka retail stores in Poland through the use of CO2 booster packs. It notes that Biedronka operates over 2900 stores across Poland with over 4 million customer visits daily. The document analyzes energy usage data from 4 Biedronka stores, finding that stores using CAREL's new DC Rotary compressor technology for refrigeration consumed 22.8% less energy on average for refrigeration compared to standard reciprocating compressor technology. It estimates that the DC Rotary technology can provide an average 15% energy savings for refrigeration in Biedronka stores. The document concludes the real-world energy usage data supports the theoretical energy savings estimates
Biagio Lamanna, HVAC/R Knowledge Center Manager focus on the interaction between building management systems via the IoT and machine learning and heat pumps featuring advanced controls. The idea is to highlight its potential in terms of reducing energy consumption, lowering operating costs and optimisation.
This document discusses how machine learning and IoT technologies can be applied to heat pumps to improve efficiency and operation. Data collected from connected heat pumps can be analyzed to establish a performance baseline and detect deviations. Applications include fine-tuning systems for better efficiency, issuing alerts for underperformance, detecting maintenance issues, and benchmarking different units and models. The goal is to transform electricity into household comfort through smart, efficient heat pump operation optimized for different conditions.
Stay in Business - Stop installing R-404A / R-507AAaron P. Gerber
The massive HFC phase-down step in 2018 and the Global Warming Potential (GWP) limit of 2500 in 2020 do not leave you any choice:
If you want to stay in business,
you have to stop installing
R-404A / R-507A - NOW!
At the technology round table strategic presentations on Commercial Refrigeration will be presented by leading industry representatives, followed by a panel discussion.
Plug-in cabinets solutions overview for commercial and professional refrigera...CAREL Industries S.p.A
Giovanni Tonin, Sales & Marketing Refrigeration Application Manager and Sebastiano Di Lena, Sales & Marketing Refrigeration Group Marketing – Food Retail at Chillventa eSpecial 2020. From iJ to HEOSone: CAREL's solutions for plug in cabinets
Know more: natref.carel.com
How indoor air quality and relative humidity control affect your life: fighti...CAREL Industries S.p.A
Andrea Oscar Frisiero, Sales & Marketing HVAC Application Specialist at Chillventa eSpecial 2020. This presentation describes the role of air quality and humidity control in fighting the spread of airborne diseases and in preserving human health and the role of an HVAC company to reach these goals.
Know more: healthcare.carel.com
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Giacomo Favari, Marketing Manager Refrigeration – North America at ATMO Vitual Trade Show 2021. Increasingly high summer temperature peaks impact condenser and gas cooler performance. Evaporative cooling is an effective solution to give new life to installed coils, increasing their efficiency and reliability, or reducing coil size for new installations. This webinar presents chillBoster, with the focus on the benefits it brings to food retail refrigeration systems.
Know more: natref.carel.com
This document discusses Carel's waterloop refrigeration systems that use natural refrigerants such as propane and CO2. It provides details of projects testing these systems, including a comparison of temperature and humidity control between HEOS waterloop systems and conventional waterloop systems using a fixed speed compressor. The document outlines the benefits of natural refrigerants such as lower carbon emissions and operating costs. It also shares preliminary positive results from real-world testing of HEOS systems using propane and CO2 refrigerants.
The heat pump market is now growing faster, aided by carbon emission reduction goals and the availability of more renewable energy sources.
In this presentation, held in March 2020 at Forum Wentylacja in Warsaw, CAREL presents its control solutions.
The document discusses ecodesign and energy labelling regulations for refrigeration equipment in the European Union. It provides background on ecodesign and energy labelling, outlines the key requirements for different refrigeration product categories like condensing units and refrigerated cabinets, and notes that a draft regulation for commercial refrigeration is pending but may take effect in June 2019. The document is intended to help refrigeration manufacturers understand the impact of evolving EU regulations on their products and business.
Benefits of integration between heat pumps and food refrigeration systems for...CAREL Industries S.p.A
The document discusses the benefits of integrating heat pumps and food refrigeration systems for commercial applications. It describes a case study of a facility in Germany that uses a water loop connected to an R-744 heat pump to provide cooling for food refrigeration cabinets. Test results showed improved temperature and energy regulation after tuning the heat pump and electronic expansion valves. The integration provides efficient energy recovery for near zero energy buildings.
This document discusses CAREL's solutions for commercial cold rooms, focusing on their modular control system. The system includes a main control unit (SmartCella, MasterCella, UltraCella) that can be expanded with additional modules to manage features like electric valve control, power management, and three-phase loads. The modularity allows the system to be flexible, upgradeable, and customizable to different project needs while reducing installation costs compared to competitors' solutions.
At the technology round table strategic presentations on Commercial Refrigeration will be presented by leading industry representatives, followed by a panel discussion.
This document discusses CAREL's experiences improving energy efficiency in refrigeration systems for Biedronka retail stores in Poland using CO2 booster packs. Data from four stores shows refrigeration energy use was 42.2% lower in DC rotary compressor stores compared to reciprocating compressor stores when outdoor temperatures were between 16-25°C. Overall, DC rotary technology provided an estimated average 22.8% reduction in refrigeration energy use and costs savings of over 5,000 euros per year for the stores analyzed. The document concludes real store performance data supports the estimated 15% energy savings potential of DC rotary compressor technology found in prior modeling and testing.
This document discusses Carel's ExV Sistema electronic expansion valves. It notes that the document and its contents are confidential and for internal Carel use only. It provides information on the components of the ExV Sistema, including electronic expansion valves, EVD drivers, pressure and temperature probes. It compares ExV Sistema valves to traditional thermostatic valves, noting advantages like improved performance, food quality, energy savings, reliability and usability of ExV valves. The document also provides guidance on selecting the appropriate expansion valve and EVD driver for cold room design applications.
Transcritical CO2 - controller solution - Made in Ecuador Rack (in Spanish)CAREL Industries S.p.A
Carlos Mojica, Sales Consultant of CAREL Sud América, at ATMO Virtual Trade Show 2021. Introduction of CAREL solutions for CO2 compressor racks - pRack300T. This introduction presents a simplified view of the P+I control for a standard CO2 system in multiple configurations (parallel compressor, emJ), the main features available on the controller and a brief overview of the first compressor rack designed and assembled in South America.
Know more: natref.carel.com
This document discusses CAREL's experience improving energy efficiency in Biedronka retail stores in Poland through the use of CO2 booster packs. It notes that Biedronka operates over 2900 stores across Poland with over 4 million customer visits daily. The document analyzes energy usage data from 4 Biedronka stores, finding that stores using CAREL's new DC Rotary compressor technology for refrigeration consumed 22.8% less energy on average for refrigeration compared to standard reciprocating compressor technology. It estimates that the DC Rotary technology can provide an average 15% energy savings for refrigeration in Biedronka stores. The document concludes the real-world energy usage data supports the theoretical energy savings estimates
Biagio Lamanna, HVAC/R Knowledge Center Manager focus on the interaction between building management systems via the IoT and machine learning and heat pumps featuring advanced controls. The idea is to highlight its potential in terms of reducing energy consumption, lowering operating costs and optimisation.
This document discusses how machine learning and IoT technologies can be applied to heat pumps to improve efficiency and operation. Data collected from connected heat pumps can be analyzed to establish a performance baseline and detect deviations. Applications include fine-tuning systems for better efficiency, issuing alerts for underperformance, detecting maintenance issues, and benchmarking different units and models. The goal is to transform electricity into household comfort through smart, efficient heat pump operation optimized for different conditions.
Stay in Business - Stop installing R-404A / R-507AAaron P. Gerber
The massive HFC phase-down step in 2018 and the Global Warming Potential (GWP) limit of 2500 in 2020 do not leave you any choice:
If you want to stay in business,
you have to stop installing
R-404A / R-507A - NOW!
At the technology round table strategic presentations on Commercial Refrigeration will be presented by leading industry representatives, followed by a panel discussion.
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Giovanni Tonin, Sales & Marketing Refrigeration Application Manager and Sebastiano Di Lena, Sales & Marketing Refrigeration Group Marketing – Food Retail at Chillventa eSpecial 2020. From iJ to HEOSone: CAREL's solutions for plug in cabinets
Know more: natref.carel.com
How indoor air quality and relative humidity control affect your life: fighti...CAREL Industries S.p.A
Andrea Oscar Frisiero, Sales & Marketing HVAC Application Specialist at Chillventa eSpecial 2020. This presentation describes the role of air quality and humidity control in fighting the spread of airborne diseases and in preserving human health and the role of an HVAC company to reach these goals.
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Michele Mohorovicich, Marketing Manager Refrigeration – EMEA CAREL, at Eurovent Middle East 2020. This presentation describes the solution trends for Supermarket retrofit and the benefits of DC inverter technology and EXV in food retail applications. Explore CAREL DC technology solutions to reach energy efficiency and food preservation.
Sistemi di umidificazione adiabatica secondo normativa VDI6022; aspetti tecno...CAREL Industries S.p.A
Andrea Oscar Frisiero, Application Specialist – Indoor Air Quality and Climate Control e Andrea Pagan, Application Manager – Ventilation and Systems a MCE Live & Digital 2021.
La recente pandemia ha evidenziato l'importanza di un corretto controllo dell'umidità (RH 40-60%) al fine di limitare la diffusione ed il rischio di contagio all'interno degli edifici.
Le tecnologie di umidificazione adiabatica sono la risposta più idonea al fine di garantire massima igienicità ed efficienza.
La norma VDI6022 costituisce il riferimento per le caratteristiche funzionali e costruttive per la gestione, la conduzione e la manutenzione sia dell'umidificatore che dell'intero sistema di ventilazione.
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Scopri di più: healthcare.carel.com
Gestione integrata di impianti meccanici HVAC: esempi pratici per garantire i...CAREL Industries S.p.A
Andrea Pagan, Application Manager – Ventilation and Systems e Alberto Bussotti, Area Manager HVAC Project & Dealer Filiale Italia a MCE Live & Digital 2021. Le azioni per garantire i corretti livelli di igienicità negli impianti di ventilazione sono spesso in contrasto con i più tradizionali principi volti a minimizzare il consumo energetico.
Questa situazione non è sostenibile nel lungo periodo a causa di maggiori consumi e costi operativi.
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Know more: natref.carel.com
Gaurav Bali, Manager Technical Sales- Refrigeration & Retail (India), at ATMO Virtual Trade Show 2021. Ammonia is the perfect refrigerant in terms of refrigeration performance; however, safety and low charge are important for ammonia-based rack systems.
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From system approach to monitoring solutions, exploiting also devices configuration through smartphone APPs.
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Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
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CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTjpsjournal1
The rivalry between prominent international actors for dominance over Central Asia's hydrocarbon
reserves and the ancient silk trade route, along with China's diplomatic endeavours in the area, has been
referred to as the "New Great Game." This research centres on the power struggle, considering
geopolitical, geostrategic, and geoeconomic variables. Topics including trade, political hegemony, oil
politics, and conventional and nontraditional security are all explored and explained by the researcher.
Using Mackinder's Heartland, Spykman Rimland, and Hegemonic Stability theories, examines China's role
in Central Asia. This study adheres to the empirical epistemological method and has taken care of
objectivity. This study analyze primary and secondary research documents critically to elaborate role of
china’s geo economic outreach in central Asian countries and its future prospect. China is thriving in trade,
pipeline politics, and winning states, according to this study, thanks to important instruments like the
Shanghai Cooperation Organisation and the Belt and Road Economic Initiative. According to this study,
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governments. This success may be attributed to the effective utilisation of key tools such as the Shanghai
Cooperation Organisation and the Belt and Road Economic Initiative.
Introduction- e - waste – definition - sources of e-waste– hazardous substances in e-waste - effects of e-waste on environment and human health- need for e-waste management– e-waste handling rules - waste minimization techniques for managing e-waste – recycling of e-waste - disposal treatment methods of e- waste – mechanism of extraction of precious metal from leaching solution-global Scenario of E-waste – E-waste in India- case studies.
Low power architecture of logic gates using adiabatic techniquesnooriasukmaningtyas
The growing significance of portable systems to limit power consumption in ultra-large-scale-integration chips of very high density, has recently led to rapid and inventive progresses in low-power design. The most effective technique is adiabatic logic circuit design in energy-efficient hardware. This paper presents two adiabatic approaches for the design of low power circuits, modified positive feedback adiabatic logic (modified PFAL) and the other is direct current diode based positive feedback adiabatic logic (DC-DB PFAL). Logic gates are the preliminary components in any digital circuit design. By improving the performance of basic gates, one can improvise the whole system performance. In this paper proposed circuit design of the low power architecture of OR/NOR, AND/NAND, and XOR/XNOR gates are presented using the said approaches and their results are analyzed for powerdissipation, delay, power-delay-product and rise time and compared with the other adiabatic techniques along with the conventional complementary metal oxide semiconductor (CMOS) designs reported in the literature. It has been found that the designs with DC-DB PFAL technique outperform with the percentage improvement of 65% for NOR gate and 7% for NAND gate and 34% for XNOR gate over the modified PFAL techniques at 10 MHz respectively.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
International Conference on NLP, Artificial Intelligence, Machine Learning an...gerogepatton
International Conference on NLP, Artificial Intelligence, Machine Learning and Applications (NLAIM 2024) offers a premier global platform for exchanging insights and findings in the theory, methodology, and applications of NLP, Artificial Intelligence, Machine Learning, and their applications. The conference seeks substantial contributions across all key domains of NLP, Artificial Intelligence, Machine Learning, and their practical applications, aiming to foster both theoretical advancements and real-world implementations. With a focus on facilitating collaboration between researchers and practitioners from academia and industry, the conference serves as a nexus for sharing the latest developments in the field.
Literature Review Basics and Understanding Reference Management.pptxDr Ramhari Poudyal
Three-day training on academic research focuses on analytical tools at United Technical College, supported by the University Grant Commission, Nepal. 24-26 May 2024
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELgerogepatton
As digital technology becomes more deeply embedded in power systems, protecting the communication
networks of Smart Grids (SG) has emerged as a critical concern. Distributed Network Protocol 3 (DNP3)
represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
Acquisition (SCADA)-based smart grids to facilitate real-time data gathering and control functionalities.
Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
of the interconnection of these networks, which makes them vulnerable to a variety of cyberattacks. To
solve this issue, this paper develops a hybrid Deep Learning (DL) model specifically designed for intrusion
detection in smart grids. The proposed approach is a combination of the Convolutional Neural Network
(CNN) and the Long-Short-Term Memory algorithms (LSTM). We employed a recent intrusion detection
dataset (DNP3), which focuses on unauthorized commands and Denial of Service (DoS) cyberattacks, to
train and test our model. The results of our experiments show that our CNN-LSTM method is much better
at finding smart grid intrusions than other deep learning algorithms used for classification. In addition,
our proposed approach improves accuracy, precision, recall, and F1 score, achieving a high detection
accuracy rate of 99.50%.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
Overview on Refrigerants Context: What this all means for the industry
1. 9 maggio 2016 / 9 May 2016
09.00 – 18.00
Hotel NH Laguna Palace
Mestre (VE)
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Overview on Refrigerants
Context:
What this all means for the industry
Mestre, 09 May 2016
Miriam Solana
This document and all its contents are for Carel internal use only and strictly CONFIDENTIAL
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by anyone other than Carel employees is severely forbidden
3. This document and all its contents are for Carel internal use only and strictly CONFIDENTIAL
All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Agenda
1. F-gas: What does the Regulation say?
2. Example: plug-in cabinet
3. Example: chiller
4. This document and all its contents are for Carel internal use only and strictly CONFIDENTIAL
All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Agenda
1. F-gas: What does the Regulation say?
2. Example: plug-in cabinet
3. Example: chiller
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All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
GWPODP
GLIDE ATEX
A1 B1
A2L B2L
A2 B2
A3 B3
Toxicity
Flammability
Safety standard
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All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Movable room air-conditioning equipment
Domestic refrigerators and freezers Refrigerators and freezers for
commercial use
Multipack centralized refrigeration
systems for commercial use
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All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
2500
1500
750
150
Domestic refrigerators and freezers 1 January 2015
Refrigerators and freezers for commercial
use (hermetically sealed equipment)
1 January 2022
Multipack centralized refrigeration
systems for commercial use with a rated
capacity of 40 kW or more
1 January 2022
Movable room air-conditioning equipment 1 January 2020
8. This document and all its contents are for Carel internal use only and strictly CONFIDENTIAL
All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Single split air-conditioning systems
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All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
2500
1500
750
150
Single split air-conditioning systems containing
less than 3 kg of fluorinated greenhouse gases
1 January 2025
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All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Stationary refrigeration equipment
Stationary air conditioning equipment
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All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
2500
1500
750
150
Refrigerators and freezers for commercial use
(hermetically sealed equipment)
1 January 2020
Stationary refrigeration and air conditioning equipment
(including multipack centralized refrigeration systems for
commercial use with a rated capacity of less than 40 kW)
1 January 2020
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All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Tonnes of CO2-eq. per circuit Frequency of leak checking
Less than 5 (=5000 kg)
(e.g. for R-404A, GWP 3922: less than
5000/3922=1.3 kg)
Exempted
Less than 10, if hermetically sealed and
labelled as such
(e.g. for R-404A: less than 10000/3922=2.6 kg)
Exempted
5-50
(e.g. for R-404A: 1.3-13 kg)
Every 12 months (or 24 months with a
leakage detection and monitoring system).
50-500
(e.g. for R-404A: 13-130 kg)
Every 6 months (or 12 months with a
leakage detection and monitoring system).
Over 500
(e.g. for R-404A: over 130 kg)
Every 3 months (or 6 months with a leakage
detection and monitoring system).
For stationary refrigeration equipment, stationary
air conditioning equipment and stationary heat
pumps:
Leak detection system
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by anyone other than Carel employees is severely forbidden
To be considered…
Probably increase of price of
refrigerants with high GWP:
35 € / ton of CO2-eq*
*Green Cooling Technologies: Market trends in selected refrigeration and air conditioning subsectors. G-S02-2014-en-01.
Eschborn, May 2014.
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Agenda
1. F-gas: What does the Regulation say?
2. Example: plug-in cabinet
3. Example: chiller
15. This document and all its contents are for Carel internal use only and strictly CONFIDENTIAL
All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Plug-in cabinet
The most used refrigerant,
R-404A (GWP=3922), will
be banned from 2020.
Refrigerators and freezers for commercial
use (hermetically sealed equipment)
HFCs with GWP≤2500 1 January 2020
HFCs with GWP≤150 1 January 2022
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Short term alternatives (GWP lower than 2500), 2020-2022:
R-410A, R-448A, R-449A, R-407A, R-407F, R-452A
The tonnes of CO2 equivalents per circuit in this application are
generally lower than 10 (e.g. 7.2 kg of R-449A):
Exempted of leak checking
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After 2022 (medium and long term), the alternatives are:
R-744 (CO2)
High pressure and the high level of technical knowledge.
R-290 (propane), R-600a (isobutane), R-600 (butane)
Flammability (A3): charge limits
E.g. for a room of 100 m3, the limits are 0.8 kg for R-290
and R-600; and 1.1 kg for R-600a. Maximum 1.5 kg.
ATEX compliance and local norms, if any.
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R-455A
No leak checking
GLIDE=12°C
Flammability (A2L): Charge limits to be defined
Other alternatives (only for medium temperature applications):
R-1234yf and R-1234ze(E)
No leak checking
Flammability (A2L): charge limits
E.g. for a room of 100 m3 the maximum charge is 6 kg per
circuit (R-1234yf); for a room of 100 m3 the maximum charge is
9 kg per circuit (R-1234ze(E)). Maximum: 11.4-14.1 kg.
19. This document and all its contents are for Carel internal use only and strictly CONFIDENTIAL
All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Agenda
1. F-gas: What does the Regulation say?
2. Example: plug-in cabinet
3. Example: chiller
20. This document and all its contents are for Carel internal use only and strictly CONFIDENTIAL
All unauthorized use, reproduction or distribution of this document or the information contained in it,
by anyone other than Carel employees is severely forbidden
Chiller
Stationary refrigeration and air conditioning
equipment
(including multipack centralized refrigeration systems for
commercial use with a rated capacity of less than 40 kW)
HFCs with GWP≤2500 1 January 2020
The most used refrigerants
nowadays will still be accepted:
R-410A, R-407C
Leak checking will be necessary
if the charge is higher than 2.4
and 2.8 kg, respectively.
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Alternatives with lower GWP are:
R-32, DR-55, DR-5A, R-450A, R-513A
Leak checking from 7.4 kg for R-32 and DR-55, 10.8 kg for
DR-5A, 9.1 kg for R-450A and 7.9 kg for R-513A.
R-1234yf and R-1234ze(E) (both only for medium and high temperature)
R-290, R-600a, R-600 and R-1270
ATEX compliance and local norms, if any.
It should be noted that chillers are generally placed outside the locals.
In this case, there are no charge limits due to flammability.
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Conclusions
THERE IS NOT A PERFECT REFRIGERANT
Each case should be analyzed independently. The
design targets will be:
• GWP
• Application
• Flammability and other drawbacks
F-gas limits, leak checking
Probably increase of price
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One last point…
TEWI: Total Equivalent Warming Impact
TEWI balances:
• GWP
• Charge level
• Leakage emissions
efficiency of the refrigerant
• CO2 indirectly produced for
generating the electricity
Nowadays, the environmental impact of a refrigerant is based on its
GWP, since the current F-gas do not consider the TEWI value.
Will TEWI be taken into account in future rules?
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