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Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Inspection and monitoring of
refrigeration and HVAC systems
Results of the iSERVcmb project
Marco Masoero
Politecnico di Torino
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
iSERVcmb – the continuous monitoring
and benchmarking of HVAC systems
• www.iservcmb.info May 2011 – May 2014
• iSERVcmb is the largest EC project ever funded under the IEE
funding stream (2011)
• iSERV builds on AUDITAC (2005 – 2007) and HARMONAC
(2007 – 2010) www.harmonac.info
• Until recently HARMONAC was also the second largest project
ever funded under the IEE stream
• The projects are high-profile within the EC and will help
inform future policy in this area
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
iSERV Partners and Steering Group
Welsh School of Architecture,
Cardiff University
Building energy use experts
K2n Ltd
Energy database experts
MacWhirter Ltd
Installation, Maintenance and
Energy Inspections
National and Kapodistrian
University of Athens
Indoor Air Quality experts
University of Porto
HVAC and Engineering experts
Politecnico di Torino
HVAC and Engineering experts
Université de Liège
HVAC and Modelling experts
Univerza v Ljubljani
HVAC and Engineering experts
University of Pecs
HVAC and Engineering experts
Austrian Energy Agency
Dissemination and Legislation
REHVA
HVAC Professional Body
CIBSE
HVAC Professional Body
SKANSKA
Building Developer
Camfil Farr
Filter manufacturer
SWEGON
AHU System manufacturer
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
What does iSERVcmb do?
• iSERVcmb has 5 main aims:
– Show how an automatic energy monitoring and feedback
system based on physical assets might look like in reality in the EU-27
– Show the in-use energy savings being achieved in real buildings
from implementation of such a system from data collected across the
EU-27
– Provide guidance to the EU – 27 Member State policymakers about
how to write legislation for such systems
– Provide benchmark ranges for the achieved energy performance
of HVAC components in practice when servicing stated end-use
activities
– Produce measurement based guidance to the professions on
how to reduce the in-use energy consumption of HVAC systems in
buildings
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Italian building basis
About 100 buildings:
– 60 bank agencies
– 1 data center
– 10 Office buildings
– 20 retail shops
– 9 Supermarkets
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Italian Supermarkets
• Total GIA between 8’000 and 19’000 square meters:
– Sales area
– Warehouse
– Catering area
– Offices
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Italian Supermarkets
Rooftop system
serving the sales area
Air and water system
serving offices
Industrial cooling
Positive 4°C
Negative -20°C
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Electric Submetering
• Metering generally comprehend:
– Lighting
– Positive cooling
– Negative cooling
– Rooftop HVAC system
– Other loads
• Other loads are:
– Owens (bakery) (250 kW)
– Food preparation (50 kW)
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Metering difficulties
• Electric panel and distribution not suitable for “complete
metering”
• Lighting is often split between normal line and UPS line
• Spatial distribution of systems
• Different approach to HVAC and industrial cooling (separate
maintenance contract, separate control, etc...)
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Data overview
SHOP SALE AREA (m2
) LIGHTING
POSITIVE
COOLING
NEGATIVE
COOLING
HVAC
OTHER
LOADS
TOTAL
A 8877 69.8 47.3 12.2 81.3 279.5 490.1
B 7250 N/A 86.9 41.8 100.3 460.3 689.3
C 12576 172.4 N/A 35.1 17.7 218.7 443.8
D 7000 38.7 51.1 16.4 45.1 348.8 500.0
E 13000 54.2 57.8 46.2 55.7 195.3 409.2
F 5403 123.2 93.5 57.2 97.8 458.5 830.2
G 8123 72.2 52.8 18.4 37.5 352.4 533.2
H 5900 72.7 16.8 35.5 17.5 414.6 557.0
I 13400 N/A 55.6 19.9 62.9 399.3 537.7
mean 9058.8 86.2 57.7 31.4 57.3 347.5 554.5
std.dev. 3132.7 46.1 23.9 15.5 31.2 97.9 130.1
Std.dev/
mean
% 35% 53% 41% 49% 54% 28% 23%
Yearly specific consumption of different loads (kWh/m2
)
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Data overview
Yearly specific consumption of different loads (kWh/m2
)
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Data overview
0
1
2
3
4
5
6
7
8
jan feb mar apr may jun jul aug sep oct nov dec
kWh/m2
Month
Lighting consumption
D E G H A
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Data overview
0
2
4
6
8
10
12
14
16
18
20
22
jan feb mar apr may jun jul aug sep oct nov dec
kWh/m2
Months
HVACsystem electric consumption
C D E G H A B I
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Data overview
0
1
2
3
4
5
6
7
8
9
10
jan feb mar apr may jun jul aug sep oct nov dec
kWh/m2
Month
Positive cooling consumption
D E G H A B I
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Data overview
0
1
1
2
2
3
3
4
4
5
5
jan feb mar apr may jun jul aug sep oct nov dec
kWh/m2
Month
Negative cooling consumption
C D E G H A B I
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Metering problems
• Wrong classification or unknown electric distribution
Lighting consumption
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Metering problems
• Meters shut down
Negative cooling
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Metering problems
• Presence of Photovoltaic system, double metering required
Global electric energy
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Control problems
• Poor control during summer
Rooftop consumption
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Control problems
• High lighting consumption during night (poor scalability of lighting electric lines)
Lighting consumption
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Control problems• Random lighting consumption during night (manual control of security company)
Lighting consumption
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Other findings
• Negative cooling systems
Well dimensioned
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Other findings
• Negative cooling systems
Close to its maximum power
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Benchmarking HVAC consumption
• Focusing on benchmarking evaluation for HVAC consumption,
a multi-linear regression was evaluated to describe the HVAC
consumption in respect of:
– 1.Gross internal area GIA
– 2.Climatic conditions (monthly mean temperature) ExtT
– 3.Working hours Occ
– 4.Internal electric loads (lighting+other loads) Loads
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Benchmarking HVAC consumption:
3-variable model
0
20000
40000
60000
80000
100000
120000
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
kWh
Monthly HVAC Electric Consumption(GIA, Occ, ExtT)
Calculated
Measured
Test to minimize the number of inputs (no loads).
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Benchmarking HVAC consumption:
4-variable model
Good evaluation with 4 variables. (R2
≈ 0.8)
0
10000
20000
30000
40000
50000
60000
70000
80000
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
kWh
Monthly HVAC Electric Consumption(GIA, Occ, ExtT, Light, SP)
Calculated
HVAC
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Benchmarking HVAC consumption
Calculated measured
kWh kWh/m2
kWh/m2
Jan 18455 1.11 1.17
Feb 10875 0.65 0.75
Mar 13339 0.80 0.65
Apr 7582 0.45 0.34
May 18698 1.12 1.14
Jun 23418 1.40 1.31
Jul 38533 2.31 2.10
Aug 53087 3.18 2.72
Sep 37287 2.24 1.87
Oct 28629 1.72 1.53
Nov 25034 1.50 1.40
Dec 15741 0.94 1.01
YEAR 290679 17.44 15.99
Specific consumption is related to the other variables,
Supermaket C,
16’000 m2
Year global consumption:
8.3 GWh
Year HVAC consumption:
291 MWh
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Benchmarking HVAC consumption:
Supermarket C
0
10000
20000
30000
40000
50000
60000
70000
80000
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
kWh
Monthly HVAC Electric Consumption(GIA, Occ, ExtT, Light, SP)
Calculated
HVAC
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Benchmarking HVAC consumption
Specific consumption is related to the other variables,
Supermarket F,
7’800 m2
Yearly global consumption:
6.8 GWh
Yearly HVAC consumption:
590 MWh (evauated, one
month missing)
Calculated measured
kWh kWh/m2
kWh/m2
Jan 60151 7.65 6.93
Feb 30257 3.85 3.36
Mar 9987 1.27 1.35
Apr 33081 4.21 4.35
May 0 0.00 0.00
Jun 43568 5.54 7.33
Jul 74999 9.54 9.25
Aug 67352 8.57 9.08
Sep 65939 8.39 7.24
Oct 53669 6.83 6.81
Nov 54273 6.90 6.43
Dec 61702 7.85 7.26
YEAR 554978 70.59 69.39
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Benchmarking HVAC consumption:
Supermarket F
0
20000
40000
60000
80000
100000
120000
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
kWh
Monthly HVAC Electric Consumption(GIA, Occ, ExtT, Light, SP)
Calculated
HVAC
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Benchmarking HVAC consumption:
Supermarket C vs F
0.00
0.50
1.00
1.50
2.00
2.50
3.00
3.50
4.00
4.50
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
kWh
Monthly HVAC Electric Consumption(GIA, Occ, ExtT, Light, SP)
Calculated
HVAC
0.00
2.00
4.00
6.00
8.00
10.00
12.00
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
kWh/m2 MILANO Monthly HVACElectric Consumption (GIA, Occ, ExtT, Light, SP)
Calculated
HVAC
Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015
Thank you for your attention
marco.masoero@polito.it

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XVI CONVEGNO EUROPEO M. Masoero - Inspection and monitoring of refrigeration and HVAC systems

  • 1. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Inspection and monitoring of refrigeration and HVAC systems Results of the iSERVcmb project Marco Masoero Politecnico di Torino
  • 2. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 iSERVcmb – the continuous monitoring and benchmarking of HVAC systems • www.iservcmb.info May 2011 – May 2014 • iSERVcmb is the largest EC project ever funded under the IEE funding stream (2011) • iSERV builds on AUDITAC (2005 – 2007) and HARMONAC (2007 – 2010) www.harmonac.info • Until recently HARMONAC was also the second largest project ever funded under the IEE stream • The projects are high-profile within the EC and will help inform future policy in this area
  • 3. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 iSERV Partners and Steering Group Welsh School of Architecture, Cardiff University Building energy use experts K2n Ltd Energy database experts MacWhirter Ltd Installation, Maintenance and Energy Inspections National and Kapodistrian University of Athens Indoor Air Quality experts University of Porto HVAC and Engineering experts Politecnico di Torino HVAC and Engineering experts Université de Liège HVAC and Modelling experts Univerza v Ljubljani HVAC and Engineering experts University of Pecs HVAC and Engineering experts Austrian Energy Agency Dissemination and Legislation REHVA HVAC Professional Body CIBSE HVAC Professional Body SKANSKA Building Developer Camfil Farr Filter manufacturer SWEGON AHU System manufacturer
  • 4. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 What does iSERVcmb do? • iSERVcmb has 5 main aims: – Show how an automatic energy monitoring and feedback system based on physical assets might look like in reality in the EU-27 – Show the in-use energy savings being achieved in real buildings from implementation of such a system from data collected across the EU-27 – Provide guidance to the EU – 27 Member State policymakers about how to write legislation for such systems – Provide benchmark ranges for the achieved energy performance of HVAC components in practice when servicing stated end-use activities – Produce measurement based guidance to the professions on how to reduce the in-use energy consumption of HVAC systems in buildings
  • 5. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Italian building basis About 100 buildings: – 60 bank agencies – 1 data center – 10 Office buildings – 20 retail shops – 9 Supermarkets
  • 6. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Italian Supermarkets • Total GIA between 8’000 and 19’000 square meters: – Sales area – Warehouse – Catering area – Offices
  • 7. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Italian Supermarkets Rooftop system serving the sales area Air and water system serving offices Industrial cooling Positive 4°C Negative -20°C
  • 8. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Electric Submetering • Metering generally comprehend: – Lighting – Positive cooling – Negative cooling – Rooftop HVAC system – Other loads • Other loads are: – Owens (bakery) (250 kW) – Food preparation (50 kW)
  • 9. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Metering difficulties • Electric panel and distribution not suitable for “complete metering” • Lighting is often split between normal line and UPS line • Spatial distribution of systems • Different approach to HVAC and industrial cooling (separate maintenance contract, separate control, etc...)
  • 10. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Data overview SHOP SALE AREA (m2 ) LIGHTING POSITIVE COOLING NEGATIVE COOLING HVAC OTHER LOADS TOTAL A 8877 69.8 47.3 12.2 81.3 279.5 490.1 B 7250 N/A 86.9 41.8 100.3 460.3 689.3 C 12576 172.4 N/A 35.1 17.7 218.7 443.8 D 7000 38.7 51.1 16.4 45.1 348.8 500.0 E 13000 54.2 57.8 46.2 55.7 195.3 409.2 F 5403 123.2 93.5 57.2 97.8 458.5 830.2 G 8123 72.2 52.8 18.4 37.5 352.4 533.2 H 5900 72.7 16.8 35.5 17.5 414.6 557.0 I 13400 N/A 55.6 19.9 62.9 399.3 537.7 mean 9058.8 86.2 57.7 31.4 57.3 347.5 554.5 std.dev. 3132.7 46.1 23.9 15.5 31.2 97.9 130.1 Std.dev/ mean % 35% 53% 41% 49% 54% 28% 23% Yearly specific consumption of different loads (kWh/m2 )
  • 11. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Data overview Yearly specific consumption of different loads (kWh/m2 )
  • 12. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Data overview 0 1 2 3 4 5 6 7 8 jan feb mar apr may jun jul aug sep oct nov dec kWh/m2 Month Lighting consumption D E G H A
  • 13. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Data overview 0 2 4 6 8 10 12 14 16 18 20 22 jan feb mar apr may jun jul aug sep oct nov dec kWh/m2 Months HVACsystem electric consumption C D E G H A B I
  • 14. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Data overview 0 1 2 3 4 5 6 7 8 9 10 jan feb mar apr may jun jul aug sep oct nov dec kWh/m2 Month Positive cooling consumption D E G H A B I
  • 15. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Data overview 0 1 1 2 2 3 3 4 4 5 5 jan feb mar apr may jun jul aug sep oct nov dec kWh/m2 Month Negative cooling consumption C D E G H A B I
  • 16. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Metering problems • Wrong classification or unknown electric distribution Lighting consumption
  • 17. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Metering problems • Meters shut down Negative cooling
  • 18. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Metering problems • Presence of Photovoltaic system, double metering required Global electric energy
  • 19. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Control problems • Poor control during summer Rooftop consumption
  • 20. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Control problems • High lighting consumption during night (poor scalability of lighting electric lines) Lighting consumption
  • 21. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Control problems• Random lighting consumption during night (manual control of security company) Lighting consumption
  • 22. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Other findings • Negative cooling systems Well dimensioned
  • 23. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Other findings • Negative cooling systems Close to its maximum power
  • 24. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Benchmarking HVAC consumption • Focusing on benchmarking evaluation for HVAC consumption, a multi-linear regression was evaluated to describe the HVAC consumption in respect of: – 1.Gross internal area GIA – 2.Climatic conditions (monthly mean temperature) ExtT – 3.Working hours Occ – 4.Internal electric loads (lighting+other loads) Loads
  • 25. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Benchmarking HVAC consumption: 3-variable model 0 20000 40000 60000 80000 100000 120000 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec kWh Monthly HVAC Electric Consumption(GIA, Occ, ExtT) Calculated Measured Test to minimize the number of inputs (no loads).
  • 26. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Benchmarking HVAC consumption: 4-variable model Good evaluation with 4 variables. (R2 ≈ 0.8) 0 10000 20000 30000 40000 50000 60000 70000 80000 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec kWh Monthly HVAC Electric Consumption(GIA, Occ, ExtT, Light, SP) Calculated HVAC
  • 27. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Benchmarking HVAC consumption Calculated measured kWh kWh/m2 kWh/m2 Jan 18455 1.11 1.17 Feb 10875 0.65 0.75 Mar 13339 0.80 0.65 Apr 7582 0.45 0.34 May 18698 1.12 1.14 Jun 23418 1.40 1.31 Jul 38533 2.31 2.10 Aug 53087 3.18 2.72 Sep 37287 2.24 1.87 Oct 28629 1.72 1.53 Nov 25034 1.50 1.40 Dec 15741 0.94 1.01 YEAR 290679 17.44 15.99 Specific consumption is related to the other variables, Supermaket C, 16’000 m2 Year global consumption: 8.3 GWh Year HVAC consumption: 291 MWh
  • 28. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Benchmarking HVAC consumption: Supermarket C 0 10000 20000 30000 40000 50000 60000 70000 80000 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec kWh Monthly HVAC Electric Consumption(GIA, Occ, ExtT, Light, SP) Calculated HVAC
  • 29. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Benchmarking HVAC consumption Specific consumption is related to the other variables, Supermarket F, 7’800 m2 Yearly global consumption: 6.8 GWh Yearly HVAC consumption: 590 MWh (evauated, one month missing) Calculated measured kWh kWh/m2 kWh/m2 Jan 60151 7.65 6.93 Feb 30257 3.85 3.36 Mar 9987 1.27 1.35 Apr 33081 4.21 4.35 May 0 0.00 0.00 Jun 43568 5.54 7.33 Jul 74999 9.54 9.25 Aug 67352 8.57 9.08 Sep 65939 8.39 7.24 Oct 53669 6.83 6.81 Nov 54273 6.90 6.43 Dec 61702 7.85 7.26 YEAR 554978 70.59 69.39
  • 30. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Benchmarking HVAC consumption: Supermarket F 0 20000 40000 60000 80000 100000 120000 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec kWh Monthly HVAC Electric Consumption(GIA, Occ, ExtT, Light, SP) Calculated HVAC
  • 31. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Benchmarking HVAC consumption: Supermarket C vs F 0.00 0.50 1.00 1.50 2.00 2.50 3.00 3.50 4.00 4.50 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec kWh Monthly HVAC Electric Consumption(GIA, Occ, ExtT, Light, SP) Calculated HVAC 0.00 2.00 4.00 6.00 8.00 10.00 12.00 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec kWh/m2 MILANO Monthly HVACElectric Consumption (GIA, Occ, ExtT, Light, SP) Calculated HVAC
  • 32. Latest Technologies in Refrigeration and Air Conditioning - XVI European Conference Milano, 12th - 13th June 2015 Thank you for your attention marco.masoero@polito.it