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Developing a Decision Aid for Selecting Low-carbon Refurbishment Solutions for Multi-story Residential Buildings in Subtropical Cities

Authors:

Abstract

This paper describes the development of a prototype systematic web-based decision aid for selecting low-carbon refurbishment solutions for multi-story residential buildings in high-density subtropical cities, with special reference to Hong Kong. 88 potential general sustainable refurbishment approaches are identified from a comprehensive literature review, later narrowed down to 39 considered to be relevant to Hong Kong's climatic condition and building characteristics, and then to 17 solutions for common areas and 14 for privately-occupied areas after interviewing industry experts and verification by questionnaire survey of the occupants. A set of methods is then established through literature review and energy simulation based on a case study, to calculate the CO2 emission reductions achievable. The system is then described, which includes a set of criteria for identifying individual applicable refurbishment solutions, methods of calculating CO2 emission reductions, parameter input/output and user interface design for a particular building. Finally, a validation process involving industry experts is followed to ascertain the system's practical usefulness and possible refinements for implementation.
Paper Submitted to:
ENERGY AND BUILDINGS
Paper Title:
Developing a Decision Aid for Selecting Low-carbon Refurbishment
Solutions for Multi-story Residential Buildings for Subtropical Cities
Jun Li a, S. Thomas Ng a,* and Martin Skitmore b
Department of Civil Engineering, The University of Hong Kong, Pokfulam, Hong Kong
School of Civil Engineering and Built Environment, Queensland University of Technology,
GPO Box 2434, Brisbane, Q4001, Australia

 !"# !
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.##
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Developing a Decision Aid for Selecting Low-carbon Refurbishment
Solutions for Multi-story Residential Buildings in Subtropical Cities
ABSTRACT
00120
0120  2  2
 0 0 1 0 0   ! %%  
  0    0  1
11-,0 !3000
 000    /(   0   /4  2
00   1   +  0  5
  00 6         1 
0007'00
    0 10 0    0   individual
0     00 7'  0 
  8    0   0  9
0+10300

Keywords::10*;* 2*00*0
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1. Introduction
0  4<=   0-<=  > >
1?/@#001100
 0 +  0
01+/&2200
?/@A00! !1
1 4= 0 ?'@  +0      0
+10  > >   0
0   +     ?-4@ + 
       0  
 ?&)(@ 2 ?%,/<@
50   0    0    
00?///'@0#
BC" ?/-@";"AD?/4@!et
al.?/&@0
!0&<2)<='<<&
'<'<?/)@ 10E000
 00  0  00  ?/(@ +  
0100#
0  ?/%@F ?/,'<@
 20 ?'/''@      #   
00?'-'4@
?'&@?')@
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!0 ,<=     2
/<2-<?'4@01
 0 0   0 120  
2 ! 

7'00*00
      0  *   8
0100
2. Literature review
2.1. Overview of sustainable refurbishment
605
?&'(@00?%,@ 
 ?'%@ D 0  1  0 
+01?/%@11F
?/,'<@0020?'/''@
G 0   0    0  
000?'(@"6?&@?)@H?',@
 ## et al ?//@   1   00 
?'@?-@881#
0#?/4@0
 1  +   0  
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  00 0+ 1  ?'(@  "6 ?&@  0 0 
G0*H3?',@1#2
1*H#3?%@2
A0000 !
020?-<@1
    1  0   0 00
0 !?/%'<-<@00
(?-/@,<=20
1?'-@
2    0   0  0  
0?-'@0
 ?--@      ?/%'<@  0  
0 ?'-')@ 1
00  2 0  0   
 ?-<@0
  E 000   0     

2.2. Decision support for sustainable refurbishment
#
0    0  0  0 0  2
E0FE000E0
000?-4@6
&
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0    0  
0000000
  0 0     0 0
?-4-&@A0#+F
020   E0     0 1
 0 0   00  0   0
0?-4@D5
    0      0  
 ?-4@ 0     1 0  
010E0+F0000
  D et al ?-4@   0   #   0 
 E0 10 00  
F 5   0 0     
00#?-4@
0
    0   E0 + 0
?/-'%@0
0?-)@500?/'-(@100
?-%@# ?-,@0
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 1      0  > >  
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10> >
0 ?4'@    0   1  0 
10> >
0?4-@et al?4/@0
000F0
0
00 !10#
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6 50   0 #
  ?-4@ 0 0   00  
 7       5  
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 F  0   020   1I0 ?4%@
  0   0 1 2  2
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?4,@:  ?&<@  0  ?&/@ D et al ?/'@  0 
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00500#*
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 0  0 *  ; et al ?&'@ 0  02
   0 1    10 0   
0
G#+ life cycle0
  0  00  ?4-&-@   0  
 0 +0      00  0  
11?&4@1
2 0#  ! ?&-@ 1  0
  00    1 0F ?4)@    5
0000
?&/@6+0 !CG?&&@J0?4/@K1
 000 2 0
00
3. Methodology
3.1. Identification of sustainable refurbishment solutions
%%+1
#10006
2011001+0+
  #  0   0 
%
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
  00      F   
0         1
100FF1110
1100
0100J/K003000
E0*J'K+1
00300001
F0J000K
0000 "25  
/<=        0     0 
0
9 %%0 4,10
    ! 00 0   000*  %
 1   1   +   003
000200105
     0  /(    
0/4200
3.2. Assessment of emission reductions
601000
0 6 0   1  0 
0
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 1        00  
0
1000 !3+
  0           
 "     1 1   
09000
0050
101011F
0and1#00
6 1    E      
0  ?&)@ L 1 0  F   0  
        20 0
0001
 0  0 A operational stage  
119
E0 0 0 #  
010 00   0  
   9  0 1 0 0   3
 J0  0 11     
00#
  0 K   1    
050G1
0  0 1 00    0   
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0 1 0    embodied carbons 1 00 
0050
0090
 0   1    0 1 
00
3.3. System development process
9/0001
00
016
 8  1 0
       1 10
00     0 1        
1  1  

< Figure 1 >
3.4. Validation
6010
00#   3
 0   00       
101
  /&2  0     
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 00        1 1 
    0   0  5 9 
01010
4. Development of the system
4.1. System architecture
9'0000
           
  000
000
00000
0011
K Input   #  0  000    0 
    0   0  00
*
K Applicability assessment  0  0     00#
1        0 0  
*
0K Emission calculation000
  0     00   
*
K Output015
0
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< Figure 2 >
4.2. Emission assessment methods and input / output variables
0
900000
   1  J /  -K   
0J4K
0100
1 08 0 1 
000   0 00   1 
0
00000
< Table 1 >
< Table 2 >
< Table 3 >
< Table 4 >
200
H00012
0
0  J &K  200  J )K    0
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  0 1 0    8     0
D00808
11   10 0   0     00 
  0    0   +     
 010  08 00
E     00# 1  0   
0A10000

< Table 5 >
< Table 6 >
7

00#0*5
  0  0   00  1   0
0*00
1
100210
00 A
100A
          +0 H  
0 1 0 1 0     
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010100#
1?(/@ +H+?('@3 ?(-@ 1
0M000A
1   
+00
 60 0 NB"N JB"K DL:N 1
10
4.3. Programming
91#10
6 0 0  DL: 1   
   B" 0 ?(4@  9 -   1#  
10E?(4(&()((@
J/K 6 5    031 1  1   +
"0J "K*
J'K 10F "5B"*
J-K  B" B"0 B 10 
*
J4K  +0B00 50
1 D:J +D#:K 
+0    ; J0    K  
DL:
J&K 11 "031
/&
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< Figure 3 >
"0
A0101
1    0
0   00    0    8  
010B6
01;J0
 K  1      9  
     1       

4.4. System operation flow
100 0  
00  0    
000
194
< Figure 4 >
/0000
/)
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9&100 010
000#O6"PO6"0P
0;0
< Figure 5 >
'A
9 ) 1 0 10 000 E0
0
9(100020

< Figure 6 >
< Figure 7 >
-
9 % 1            
   #  0    
17'00A
100
+
< Figure 8 >
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4.5. Validation
7 4< 00  1 ) M 0 -  0 /
0'00201(1
< Table 7 >
61/<
J%K0J/
4K    0 0 1       
comprehensiveness J1 0     
implementability J1    0     E0K
accuracy J100     0K* effectiveness J1
 0 #    K  user friendliness
J  0    K  , 1   1
020/JOPK&JO+0PK
< Table 8 >
< Table 9 >

9011
A0+
080
0
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0  2 0 0  
20000
00J0KF
0000000
01  +20
+00000 9
 0           1  
 00 0   0 2

5. Conclusions
00+000
    00 0   000  2
0 0 0   !     0   0

2 ! 
      0    1
000000
60 0   00   
0  0     7' 0  0 
00
6 E 00          
5600
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0       0     
0 !
         0    2
00
007'0
60 1# 0 2
00 !00
1method00
0   1     00 1# 1   
0+000
 0 0  0     0  
0000+
 3 00 0  00   
 0  #    0 9   
  + 100 
  0+ 21  
00
Acknowledgements
1##;0>0 !6;>
0>;09J>(/)<8//K
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?4@ QQQGQB LC;F;J'</)K60
0+0Journal
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?&@ "6J'</<K An Introduction to Low Carbon Domestic Refurbishment0
"060:
?)@ J'</<KSustainable Home Refurbishment: The Earthscan Expert Guide to
Retrofitting Homes for Efficiency0:
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?-(@ 6    D> 6  C  : J'</'K D2E0
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680
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682
683
684
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686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
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703
704
705
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-<
706
707
708
Figure 1: System development process
-/
709
710
711
712
713
714
715
Figure 2: System architecture
-'
716
717
718
720
721
722
723
Figure 3: Framework of the web application
--
724
725
727
728
729
730
Figure 4: Operation flow
-4
Create and
specify the type
Edit
Delete
Input Parameters
Display Results
Main menu
Input
Output
731
732
735
736
737
738
Figure 5: Main menu
-&
739
740
741
742
743
744
745
746
Figure 6: Input of basic project information
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747
748
749
751
752
753
754
Figure 7: Numerical and non-numerical inputs
-(
755
756
757
759
760
761
Figure 8: Results display
-%
762
763
764
766
767
768
769
Table 1: Methods of calculating the energy savings of the sustainable refurbishment solutions
Refurbishment
solutions
Formula of calculating annual energy saving Reference
&0
E= N × H × <-- ÷/<<<
1XJ#GK*"X1
0JGK*X0* X

?4,@
:
E= N × H × <(( ÷/<<<
1XJ#GK*"X1
JGK*X* X

?&<@
0
0

E= N × H × <(& ÷/<<<
1XJ#GK*"X1
00JGK*X* X
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?&(@
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E= N × H × <'& ÷/<<<
1XJ#GK*"X1
0JGK*X* X
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E= N × H ÷ /<<<
1XJ#GK*"X1
JGK*X0* X0

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D
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JGK*X0
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E=E<× P ×<'
1XJ#GK*<X
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<1'
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:1
0RRR2
90
E=E<× P ×<4
1XJ#GK*<X
0J#GK*00
<1'
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E=E<× P ×<'
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1XJ#GK*<X
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00<1'
>
E=Etotal ×</
1XJ#GK*X
0J#GK*

?)/@
;
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F

0
E= N × H ÷ /<<<
1XJ#GK*"X1
JGK*X0* X0

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00K
"0

E=A ×/'< ×<% ÷0 '' °=A ×/<4-
1XJ#GK*6XJ'K
?)'@
10
E= N × H ÷ /<<<
1XJ#GK*"X1
JGK*X0* X0

6J0
00K
;01
1
00

E= N × H × <<'
1XJ#GK*"X1
J#GK*X* X
?)-@
0
E=Etotal ×<' ×<<&
1XJ#GK*X
0J#GK
?)4@


E=Etotal ×<</%
1XJ#GK*X
0J#GK
?)&@
A12
1
1
E=Etotal ×<& ×</(
1XJ#GK*X
0J#GK
?))@
;0

001

E=No×&&' × T × 4' ×/<-× D ÷
(
-) ×/<)
)
= T × N o× D × <<)44
1XJ#GK*X
00*
T
X0J
K*X
1
?)(@
0
00
E=Etotal ×
(
<' ×</&+</)×<'&
)
=Etotal ×<<(
1XJ#GK*X
?)%@
4<
0 0J#GK
0
0#
E=Etotal ×<'&( ×<-=Etotal ×<<((
1XJ#GK*X
0J#GK
?),@
4/
773
774
775
Table 2: Method of calculating the annual consumption of lifts
Type Number of lifts Annual energy consumption
(kWh)
N<3 N>=3
6
0
!/X/)!'X<& !/X/)!'X<- <X!/Y!'Y<-&Y Y
'<<<<<Y"ZJ-)<<Y'K
1<X
0J#GK* X
JK
R
50
!/X/<!'X<& !/X/<!'X<-
"1

!/X<)!'X<& !/X<)!'X<-
"
0
6 6
Source: Nipkow & Schalcher, 2006 ?(<@
4'
776
777
778
779
780
781
782
Table 3: Overall emission reductions per flat of the refurbishment solutions in private-
occupied area
Refurbishment
solutions
Operational
energy
savings
(kWh)
Operational
emission
reduction
(kg CO2)
Embodied
carbon
emission
(kg CO2)
Annual
emission
reduction
(kg CO2)
Percentage
of total
emission
(%)
0 4% -%  -% /'<
F '' /( <<<4 /( <&-
;0F 44 -4 <<<4 -4 /<(
8
F
-/ '& <</' '& <(,
 %) )%  )% '/4
A121
1
4<% -''  -'' /</-
;0
00
1
--) '))  ')) %-(
;0
03

/%( /4%  /4% 4))
0
000
--) ')&  ')& %-4
00# -,( -/-  -/- ,%&
Total 1895 1496 0.02 1496 47.07
4-
783
784
785
786
787
788
789
Table 4: Numerical inputs for emission estimation
Common area Private-occupied area
:  90
Power (W) "1JGK Power (W)
Number  Number
Daily operation hours ;0 Daily operational hours
: D :
Power (kW) Power (W) Power (W)
Height of building (m) Number Number
Number Reduced operation hours Daily operational hours
" ;J'K 1JK
Power (kW) 60 220JK
Number Public zone (kWh) 00
10 Private zone (kWh) 60
Power (W) Electricity (kWh)
Number Gas (KJ)
Reduced operation hours Water (m3)
44
790
791
792
793
794
795
Table 5: Non-numerical inputs for refurbishment in common areas
Item Options (fixtures that are already
in place)
Rules for selecting solutions
 6 %/'0
H &0
 A00
 00
J9:K
 :
6A60
01&0A
0019:
:0
 6 D
H 00
A6001
000
 6 0
H R
50JRRR9K
 "1
 "0

A6001
0A
H0
00


6 
H 00
 
A6001
000
10

D
>
7
R0
;
00
"0
6 
H 

"10 6 #00
J K
H :C"1J:"K
010
0010
0
4&
796
797
798
799
800
Table 6: Non-numerical inputs for refurbishment in privately-occupied area
Item Options (fixtures that are already
in place)
Rules for selecting solutions
90 6 %/'0
H &0
A6001&
0
H 6 D
H 00
A6001
000
: 6 A00
H 00
J9:K
 :
A60019:
:0
G 6 00
H 7
A600
1
# 6 >
H A00#
A6001
00#0
 6 
H 


"10 6 #00
J K
H :C"1J:"K
010
0010
0
4)
801
802
803
804
805
Table 7: Profile of the interviewees
Interviewee ID Position Organization
>/ D0 >
>' 0 >
>- H0 >
/ +00 
6/ 60" 600
6' 6" 600
4(
806
807
808
809
810
Table 8: Scope of the privately-occupied and common areas
Name Scope Example Refurbishment initiator
Private buildings Public buildings
"200



:
#0

71 
 +0

0
0

713
0
>
4%
811
812
813
814
815
816
817
Table 9: Results of validation
Criteria Rating of interviewees Mean
G1 G2 G3 C1 A1 A2
"
 & 4 4 4 4 4 4/(
A 4 4 4 - ' - ---
6
6000 4 - - 4 - - ---
0 4 4 4 & 4 4 4/(
0
2 4 - 4 - 4 - -&<
4,
818
819
820
821
822
... Zavadskas et al. [28] Multi-attribute decision support for achieving nearly zero-energy buildings Energy consumption, indoor environment TOPSIS, ARAS WASPAS Li et al. [29] Tool that helps make decisions on the choice of refurbishment solutions focused on low carbon for apartment blocks in subtropical cities CO 2 emissions and energy No particular method ...
... Salvadó et al. [20] developed and tested a multiplecriteria decision support system that assists with the choice of refurbishment technologies by assessing the alternatives for the achievement of Near Zero Energy Building (NZEB) targets. Li et al. [29] proposed a methodology for decision support in the selection of low-carbon refurbishment solutions for apartment blocks in subtropical cities with CO 2 emissions and energy consumption considered. Pombo et al. [30] used a multi-criteria approach for residential building retrofitting based on life cycle assessment. ...
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With accelerating climate change and the urgent need to cut carbon emissions, global focus has turned to the existing building stock and its renovation. Sustainable renovation helps to achieve better energy performance and gain wider sustainability benefits, such as increased value of a building, improved indoor and outdoor comfort, reduced carbon emissions, and the higher satisfaction and better emotional state of inhabitants. Numerous systems and tools have been developed worldwide to assist with decision making in the choice of preferred modernisation scenarios and alternatives. However, social aspects are often neglected in the existing systems, and emotions of inhabitants are rarely analysed. To close this gap, the present study proposes an innovative decision-making framework for sustainable renovation solutions, based on emotion recognition. The framework makes it possible to assess various renovation alternatives against sustainability criteria and real-time measurements of the emotional states of inhabitants. Based on the proposed framework, an intelligent multi-criteria decision support system was developed by integrating COPRAS and the facial action coding system, the method of automatic facial expression recognition, and the continuous calibration and participant methods. The system was tested in the case study of renovation solutions for a building located in Ukraine. The research results revealed that the proposed renovation solutions had a positive impact on the emotional state of inhabitants, especially when visual materials such as drawings were presented. Some case studies were analysed together with the application of decision system tools and building information modelling (BIM) subsystem integration as a multidiscipline application of various applied sciences for representation and data analysis. The authors of this research have been analysing human emotional, affective and physiological states for many years and collected over a billion of these data in Vilnius city during the H2020 ROCK, SAVAS and BIM4REN projects. Data acquired during measurements in Vilnius were used to determine correlations and trends for the case study. The proposed methodology and findings of the study can be useful for researchers who use the evaluation and analysis of human emotions when there is a need to choose appropriate renovation measures or find alternative solutions.
... Semi-structured interviews have been wildly used in the literature to test pilot new web-based tools [40][41][42]. The main advantage of conducting interviews is that they provide in-depth information, as they allow the interviewer to expose information regarding the online tool that are unlikely to be captured through questionnaires [43]. ...
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Many retrofit projects went wrong in the UK principally because of the application of inappropriate retrofit solutions, which resulted in damp issues, with some leaving houses in worse conditions than pre-retrofit. Various online tools were developed to inform homeowners about the benefits of retrofitting. Prior to this study, little was known about users’ evaluation of these tools and the effects of calculator use. Furthermore, no retrofit tool aims to raise the awareness of homeowners about moisture risks in a retrofit project. The originality of this study is to develop and evaluate an online moisture-safe retrofit decision-making tool for homeowners. The adopted methodology consisted of two phases. Phase one aimed to develop the tool. In phase two, semi-structured interviews were conducted to evaluate the tool. The results indicate that the tool has been well received by homeowners. The tool significantly increased participants’ awareness of moisture risks related to a retrofit project. Most participants considered the tool an eye-opener, while few of them found it scary. However, the tool did not result in an increased willingness to invest in energy efficiency measures. The discouragement was related to high investment costs and long payback periods of some retrofit measures. Based on our findings, we formulate a set of design recommendations to improve the proposed tool and help retrofit calculators, in general, overcome challenges.
... However, in the early phases of a refurbishment project, the involvement of end-users is often ignored before making final decisions (Jensen and Maslesa 2015). Prior to the work of Li et al. (2018), which reflected user-habits and methods of assessing emission reduction in the process of selecting refurbishment solutions, the role of end-users was largely unknown. Users should be involved in both goal setting and choosing refurbishment stages, aiming to generate appropriate refurbishment actions. ...
Conference Paper
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To alleviate the climate change impacts, the construction industry needs to enhance the carbon performance of both new and existing buildings. The purpose of this paper is to examine the current decision support tools for building refurbishment and their applications to zero carbon refurbishment in the early design stages. A critical review was conducted with the final selection of 15 state-of-the-art decision-making tools for building refurbishment, which might be suitable for emerging or modification into zero carbon refurbishment decision support tools. Based on existing evidence, a conceptual framework is proposed for future development of zero carbon refurbishment decision support tools. The study provides perspectives on the lessons-learnt for the future development of zero carbon refurbishment decision support tools such as the application of the carbon budget and Value-Focused Thinking in the goal-setting stage, the inclusion of refurbishment strategies, the involvement of project stakeholders and end-users throughout the refurbishment process and the potential integration of incentive schemes to take up zero carbon approaches. The insights gained from this better support the construction industry to develop and deliver zero carbon refurbishment projects.
... An overall refurbishment is inevitably accompanied with an additional complexity in the decision making process. This complexity has been addressed in several research in terms of multi-objectivity, decision-making models, till incorporating low-carbon refurbishments and energy efficiency targets (Alanne, 2004;Corrado and Ballarini, 2016;Juan et al., 2009;Konstantinou and Knaack, 2013;Li et al., 2018).Therefore, this research opt to focus on roof stacking related criteria to bring on an added contribution to the related research gap on roof stacking. This study is a step towards achieving a holistic sustainability for existing building and the new stacked roof. ...
Thesis
Full-text available
Roof stacking is considered to be a sustainable approach towards urban densification and a feasible mean to overcome the challenge of accommodating increasing populations in cities. However, roof stacking is associated with several challenges that differs from those of conventional or “stick” buildings. Unfortunately, until now, roof stacking has not been given a significant importance as a research topic within the scientific communities. Accordingly, this research aims to provide a leadership to support the decision making on roof stacking construction on multiple levels, and to accelerate the transformation towards cost-effective and zero-energy housing in Europe. In order to achieve this aim, this research is characterized by addressing the topic of roof stacking from a universal, yet well oriented perspective. First a methodology has been established to facilitate the decision making on urban densification through roof stacking. The methodology adopts a systematic approach on three consecutive levels: urban, engineering, and social. A conceptual framework of a multidisciplinary decision making for selecting off-site prefabricated constructional system for roof stacking has been developed. This section includes a classification for roof stacking construction methods based on an exhaustive investigation of more than 136 roof stacking projects built during the last 20 years. Afterwards, a list of 37 sustainable criteria, on which the decision making on roof stacking takes place, have been identified based on sustainability triple bottom line, i.e. environmental, economic, and social. Finally, this research ends by developing a methodology that supports the decision making process on cost-optimal zero energy building, by the means of a novel approach, namely Multi-Objective Parametric Analysis (MOPA), rather than optimization algorithms. This methodology is composed of three consecutive steps: modeling setup, parametric simulation, and ends up with evaluation and selection. The aim of dividing the decisions-making process through several steps is to provide transparency and repeatability to the developed methodology. This process aligns with the common practices in the design process, while providing robust and reliable results. As a results, this thesis provides a multi-scale methodologies for the decision-making process on roof stacking construction.
... It in practice is concerned with designing mathematical and computational tools to support the subjective evaluation of a finite number of decision alternatives under a finite number of performance attributes. MADM is also called multi-criterion decision-making [3,9,29,31,35,67,68], or multi-attribute decision aid [21], or multi-attribute decision analysis [36], or multi-objective decision-making [2,4]. The MADM uses knowledge from many fields, including cognitive computation, mathematics, behavioral Chuan Yue yuechuan-1988@163.com 1 can promote an interdisciplinary understanding of the diverse topics, including those related to perception, action, attention, learning and memory, decision-making, language processing, communication, reasoning, problem-solving, and consciousness aspects of cognition. ...
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A group decision-making (GDM) process is a social cognition process, which is a sub-topic of cognitive computation. The normalization of attribute values plays an important role in multi-attribute decision-making (MADM) and GDM problems. However, this research finds that the existing normalization methods are not always reasonable for GDM problems. To solve the problem of attribute normalization in GDM systems, some new normalization models are developed in this paper. An integrative study contributes to cognitive MADM and GDM systems. In existing normalization models, there are some bounds, such as Max(uj),Min(uj),∑(uj),and∑(uj)2. They are limited to a single attribute vector uj. The bound of new normalization method proposed in this work is related to one or more attribute vectors, in which the attribute values are graded in the same measure system. These related attribute vectors may be distributed to all decision matrices graded by this decision system. That is, the new bound in developed normalization model is an uniform bound, which is related to a decision system. For example, this uniform bound can be written as one of Max(.),Min(.),∑(.),∑(.)2. Some illustrative examples are provided. A practical application to the evaluation of software reliability is introduced in order to illustrate the feasibility and practicability of methods introduced in this paper. Some experimental and computational comparisons are provided. The results show that new normalization methods are feasibility and practicability, and they are superior to the classical normalization methods. This work has provided some new normalization models. These new methods can adapt to all decision problems, including MADM and GDM problems. Some important limitations and future research are introduced.
... A study by Li (2014) on the intervention of the building owner in decision-making and the occupants' acceptance levels were also among the important issues relating to refurbishment works, especially in an occupied building. Equally challenging when pushing forward with the refurbishment works are the sentiments of the owners and occupants of the buildings (Miller & Buys 2008;Sodagar 2013). ...
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The number of building refurbishment projects has increased significantly over the past few years in Malaysia. The key features of such projects are that these are unique, with high uncertainties especially when these involve structural modifications with sensitive, dangerous and difficult operations as well as the high number of building services involved. From many past studies, uncertainty has always been identified as one of the reasons for poor performance in such projects. This seems to be the case because few considerations were given to the human factor compared to the technical issues. This emphasis is however questionable in the real world. This conceptually based paper therefore aims to determine and understand the influence of human factor on the uncertainties of refurbishment projects. The method used for this study is based on a comprehensive review of related journal papers, book chapters and conference papers from 1997 to 2017. The exercise identified 146 articles initially. 57 papers were subsequently included for further analysis after screening and assessment for eligibility. This study concludes that the human impact element is indeed one of the most important factors that tends to influence the levels of uncertainties in building refurbishment projects. As a result, there is still room for improving the performance of building refurbishment projects. The findings of this study form the basis for an extended investigation to identify the effect of human factors on the uncertainties of building refurbishment projects in Malaysia.
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