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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_________________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 98
EXPLORING THE PREFERRED TEMPERATURE ON OCCUPANTS
THERMAL COMFORT IN THE HUMID TROPICS
Harimi Djamila
School of Engineering & Information Technology, Universiti Malaysia Sabah, KotaKinabalu Malaysia
Abstract
A field stud has been carried out in naturally ventilated residences in east Malaysia for the prediction and evaluation of the indoor
comfort temperature using various methods and rigorous statistical analysis. The neutral temperature was predicted in our previous
publication. The present paper aims to predict and examine the validity and reliability of the preferred temperature in naturally
ventilated residential buildings. The preferred temperature was found to be lower than the neutral temperature by no less than 30
C. The
predicted indoor preferred temperature was assessed and compared with the results of other investigations carried out mostly in the
humid tropics. We observed that the estimated preferred temperature was at the extreme lower of the recorded indoor temperatures; In
fact this was seldom recorded. When validating the prediction, we observed that this situation also occurred in another large scale
study carried out in the humid tropic of Indonesia. Therefore, the reliability of the prediction was addressed. Concluding remarks for
future works investigations were suggested.
Keywords: Thermal Comfort, Preferred Temperature, Humid Tropics, Field Study
----------------------------------------------------------------------***--------------------------------------------------------------------
1. INTRODUCTION
The outdoor climate has always been considered as the main
issue in building thermal design for the occupants‟ indoor
thermal satisfaction. Indoor climate can either be controlled
artificially by air conditioning or by passive means. Most
developed countries opted for active heating and/or cooling
using air-conditioning because of massive energy supply in the
1950s. Consequently, an international building style was born
having no geographic or climatic zone boundaries. The
designer becomes more concerned with the aesthetic building
outlook. The uncomfortable indoor thermal environment turned
into a mechanical issue to be solved solely by the installation of
air-conditionings. However, concerns have been raised that the
energy consumption and primarily the burning of fossil fuels is
the major driving factor in global warming. As a result, several
cities in the world are getting hotter and hotter such as
Shanghai, Tokyo, Los Angles, Oakland, Kuala Lumpur, and
many others [1]. The amount of energy required for air-
conditioned spaces depends closely on the desired indoor air
temperature.
A difference of temperature by 10C between indoors and
outdoors adds 10% to greenhouses gas emissions such as
carbon dioxide [2]. The results of a field survey in Indonesia
showed that the residences with air-conditioning consume
nearly twice the amount of energy compared to houses without
air-conditioning [3].
The situation is different for those living in naturally ventilated
building as active cooling is not the primary tool in achieving
thermal comfort with the surrounding indoor environment and
occupant can adjust to the indoor climate accordingly. Passive
building design with thermal comfort approach under such
situation is mostly concerned with building materials and
building design for occupant thermal satisfaction. However,
this requires knowledge of the indoor climate, occupants‟
thermal comfort, occupant tolerance to the indoor temperature,
occupant thermal preference toward the indoor thermal
condition, occupant thermal behavior under various indoor
climatic conditions. This is critical because, it has been already
observed that what is perceived as thermally comfortable by
the building occupant as opposed what is practiced by
engineers is different [4].
National and international Standards are usually considered the
best references for the indoor thermal comfort predictions.
International Standards are the results of extensive thermal
comfort researches but with their own shortcomings and
limited scopes.
The concept and definition of thermal comfort dictates the
desired indoor thermal environment which may not reflect the
occupant concept specifically in residential buildings. The
comfort temperature seems to be more connoted to the
preferred temperature than the neutral temperature. However,
this may have implications in terms of energy consumption.
This is because even when occupant feels thermally neutral
may still prefers either to be cooler under warmer climate or
warmer under cooler climate as observed in many
investigations [5, 6]. Preferred temperature can be defined as
the indoor temperature which most likely produces „no change‟
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 99
on the McIntyre thermal preference scale [7]. This study is
concerned in exploring and discussing the preferred
temperature based on McIntyre scale in the humid tropics of
Malaysia. The McIntyre preference scale is a known scale
which has been widely used for the determination of the indoor
preferred temperature.
2. METHODOLOGY
The field study took place in Kota Kinabalu city located on the
coastline of Sabah state at 5056‟ N Latitude, 116003‟
Longitude in a tropical hot-humid environment (East
Malaysia). The survey was carried out in forty two buildings
locations. The research was carried out in residential buildings
only. The number of the surveyed subjects was 949 records.
Records were reduced to 890 when filtered against the criteria
established before analysis. The research design and method
are well described in our previous publication [15] and
therefore we will not repeat it here; similarly for
instrumentation and measurement protocol.
The preferred temperature is referred to the perceived
temperature based on McIntyre scale (Cooler, No Change, and
Warmer). Descriptive statistics of all the measured variables is
well explained in the stated above reference. So, the reader may
refer to it for farther details for the collected indoor thermal
environmental parameters.
3. RESULTS AND DISCUSSION
Relative frequencies of votes on McIntyre scale are plotted at
various indoor air temperatures in Figure 1.
The McIntyre scale has three categories; want to be „cooler‟ (-
1), „no change‟ (0), want to be „warmer‟ (+1). The mean
average vote on McIntyre scale was about -0.550.03.
Fig 1 Air temperature vote distribution on McIntyre scale (10
C
Bin)
The number of occupants wanted to be „cooler‟ exceeded
considerably these who wanted to be „warmer‟; nearly 58% of
the occupants voted for „„cooler‟, while 43% and 1% preferred
„no change‟ and „warmer‟ respectively. For the indoor air
temperature below neutrality, more than 56% of them voted for
„no change‟, and at least 39% and 3% preferred „cooler‟ and
„warmer‟ in that order. At the indoor neutral temperature of
300
C, the percentage of occupants who wanted to be „cooler‟
was roughly equal to those who preferred „no change‟. When
the indoor temperature was above neutrality, occupants‟
preference toward „cooler‟ surpassed those who wanted „no
change‟. It has been suggested that perhaps people in warm
climates prefers to feel cooler than neutral, while people in cold
climates might prefer to feel warmer than neutral [6].
The obtained results of temperature preference were consistent
with the works of several researchers [9, 10, 11] and many
others. This phenomenon, as explained by Feriadi and Wong
[10) in their field study was due to that the neutral indoor
temperature at the moment of survey may not reflect the indoor
condition that people would prefer to be. In their investigation,
Feriadi and Wong [10] found 74% of the votes were for want to
be „cooler‟ which was considered according to the authors as
extreme. Busch [11] in a field study conducted in Thailand
observed that 64% of the occupants in naturally ventilated
offices wanted to feel cooler even while experiencing neutral
thermal sensation. In this investigation, nearly 46% of the
occupants wanted to be „cooler‟ while voting „neutral‟.
It was also observed that 43% of the occupants voted for „no
change‟. Of the subjects feeling „slightly cool‟, practically 56%
of them voted for „no change‟. Yet when they were feeling
„slightly warm‟ only 26% preferred „no change‟ and 74%
wanted to feel „cooler‟. Overall only handful of the occupants
desired to be „warmer‟. It must be highlighted that some
questionnaires were removed from the present analysis either
during the time of the survey or prior analysis. For instance, if
the subject voted for all the questions at the extreme scale or
provided obvious inconsistent answers, the questionnaire was
automatically removed from this analysis. Adding to that, the
temperature in Malaysia is hot all year round, and therefore
preferring cooler environment seems to be obvious choice.
Figure 2 is used for more detailed evaluation of the relationship
between the mean preference votes and mean indoor air
temperatures. The regression line has the equation:
(r2
=0.927; Adjusted r2
=0.903, F=38.12, P value=.000).
763374355000540
2
.T.T.T )mean(a)mean(a)mean(p 
Where,
)(meanpT is the mean votes on McIntyre thermal
preference scale. The first term of the equation is close to zero
and a linear regression might be acceptable. However when
residuals were plotted against fitted values, a curvature of the
(1)
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 100
relationship between the two variables was apparent and
therefore quadratic regression was kept.
26 27 28 29 30 31 32 33 34 35 36
Mean Indoor Air Temperature (0
C)
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
MeanMcIntyreVotes
Confidence Interval
Predicted Interval
Fig 2 Mean McIntyre thermal preference votes per temperature
bin vs. mean indoor temperature in the bin
Figure 2 shows that the regression line did not cross the x-axis
within the indoor temperature range under investigation and
also shown the confidence interval and the wide range of the
predicted interval. When solving the above equation, the
preferred temperature yielded to 26.6 0
C. The determined
preferred temperature might probably be reviewed as an
extrapolation outside the range under investigation when
considering the mean indoor temperature (10
C bin) though it is
very close to the lowest value. It can be stated that the optimum
preferred temperature would not be ensured without active
cooling most of the time. A question that may raise is that what
would be the result if the McIntyre scale have identical seven-
point scale as the ASHRAE scale but holds the McIntyre
concept which is „would you like to be‟. This question has been
raised and answered earlier by Hymphreys et a.l [16] in the UK
and replication of such investigation in the humid tropics is
worth pursuing for better understanding of the implication of
the preferred temperature on energy consumptions.
Several researchers used probit analysis to determine the
preferred indoor temperature. The preferred indoor temperature
as outlined or applied in several studies [12, 13, and 8] is the
temperature at the intersection of two regressive curves from
„want to be warmer‟ and „want to be cooler‟ analysis. The
preferred temperature in the McIntyre scale is then determined
by equating the two probit models.
In the present investigation, Logit regression was selected as
both methods provide similar results. The reader may refer to
statistical books for further insight. The frequency analysis of
votes were first grouped at 10
C intervals in ascending order,
treating all values as lying at the center of the interval and then
the mean of the interval was estimated for higher possible
accuracy. These are presented in Table 1 with their
corresponding standard deviation values. For occupants who
wanted to be warmer, the following Logit regression was
determined.
aoww T..)p(Logit 8901722 
For these who wanted to be cooler, the following regression
was found
aowc T..)p(Logit 338012910 
Table 1 Frequency distribution of thermal preference votes per
10
C of the mean bin indoor air temperature
Mean
Ta
(0
C)
Range SD
McIntyre Scale
Total-1 0 1
27.1 26.5 to <27.5 0.38 1 3 1 5
28.2 27.5 to < 28.5 0.19 19 21 3 43
29.0 28.5 to < 29.5 0.28 54 85 2 141
30.0 29.5 to < 30.5 0.29 101 98 2 201
30.9 30.5 to < 31.5 0.29 125 91 1 217
31.9 31.5 to <32.5 0.28 117 55 1 173
32.9 32.5 to < 33.5 0.28 56 24 0 80
33.9 33.5 to < 34.5 0.34 17 6 0 23
34.9 34.5 to 35.3 0.31 7 0 0 7
Total 497 383 10 890
SD: Standard Deviation
Table 2 presents the observed and computed values of
occurrence of the two cases „want to be warmer‟ and „want to
be cooler‟. The expected results are quite close to the observed
values having less than 10% of residuals (Observed -
Predicted) except at the indoor air temperature of 34.9 0
C for
the case „want to be cooler‟ as illustrated in Figure 3.
Table 2 Observed and computed frequency of votes
Ta
(0
C)
Want to be Warmer Want to be Cooler
Total
Expected Observed Expected Observed
27.1 0.619 1 1.37 1 5
28.2 2.26 3 15.05 19 43
29 3.51 2 59.14 54 141
30 2.17 2 100.45 101 201
30.9 1.03 1 125.34 125 217
31.9 0.34 1 113.42 117 173
32.9 0.06 0 58.25 56 80
33.9 0.01 0 18.096 17 23
34.9 0 0 5.885 7 7
(2)
(3)
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 101
Overall the regressions provided a good fit with the claimed
frequency distribution, the 95% fiducial band was very large
for the case of „want to be warmer‟. It must be emphasized that
most of thermal comfort field studies do not consider the
confidence limits in the prediction of the preferred temperature,
though the predicted preferred temperature could be affected by
the precision of the model.
-10
-5
0
5
10
15
20
26 27 28 29 30 31 32 33 34 35
Air Temperature (0
C)
Residual
Want to be Warmer
Want to be cooler
Fig 3 Residuals of predicted percentage of frequency in
McIntyre scale
At the preferred temperature, ( owwp = owcp ). Therefore,
(TP =26.30
C) is the preferred indoor temperature as depicted in
Figure 4. The obtained result was close to that found when
using quadratic regression. At the preferred temperature, more
than 20% of the occupants may want to be either „cooler‟ or
„warmer‟ and the majority may prefer „no change‟.
Fig 4 Logit regression model fitted to thermal preference votes
The obtained preferred temperature was 3.70
C lower than the
indoor neutral temperature. This temperature is closer to the
lowest temperature recorded in the conducted survey. Brager et
al. [14] stated that the central category of the McIntyre scale is
very strict in defining thermal satisfaction. Whereas,
Humphreys et al. [6] reported that McIntyre scale discloses a
lifestyle desire rather than a comfort state. This is because in
hot climate people have a tendency to prefer lower
temperatures than the neutral temperature and the reverse is
also true when people subjected to cold environment.
Conversely to the previous opinions, Newsham and Tiller [7]
mentioned that thermal preference scale is more relevant than
the ASHRAE thermal sensation scale as people according to
the same author adjust their thermostats based on a similar
question of „Would I prefer to be warmer, cooler, or the same‟.
However, this may not be the case for naturally ventilated
building. This is because occupants have some financial
restrictions and thereby have limited control over their indoor
environments.
Wong and Khoo [8] in their field study in classrooms in
Singapore also found that the preferred temperature was lower
than the indoor neutral temperature by 3.50
C. Feriadi and
Wong [10] found that 26.030
C was the preferred indoor
operative temperature for naturally ventilated houses in
Indonesia which was 3.10
C lower than the indoor neutral
operative temperature. We observed from their published study
that the preferred temperature also was rarely recorded during
their field survey.
Humphreys and Hancock (2007) used a survey to explore the
variation of the desired thermal sensation on the ASHRAE
scale and how it may affect the conclusions which might be
drawn from a comfort survey. They asked their subjects to
indicate their thermal preference based on the ASHRAE scale.
According to the author, this method has the advantage of
recording immediate information about the desired sensation,
whereas the McIntyre scale provides the desired sensation
when a respondent desires „no change‟. Additionally, the
present study showed some statistical issues when using
McIntyre Scale for the assessment of subjects‟ thermal
preference in the humid tropics. Further investigation in using
ASHRAE for the assessment of subjects‟ thermal preference in
the humid tropics will definitively provide better insight.
4. CONCLUSIONS
The preferred indoor air temperature from logit regression was
found to be lower by 3.70
C than the indoor neutral temperature.
It is about 26.30
C. Detailed regression analysis revealed the
limitation of the prediction when considering the fiducial band.
The reliability of the prediction of the preferred temperature
when using McIntyre scale is not clear yet. This is due to the
narrow range of the indoor air temperatures in the humid
tropics, and also due to the hot indoor temperature reflected by
the recorded mean indoor air temperature. It is apparent that the
preferred temperature may not be achieved with passive means
specifically in the humid tropics. Alternatively, the use the
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 102
ASHRAE scale for the prediction of the preferred air
temperature in naturally and mechanically ventilated buildings
will certainly provide insight about thermal comfort in the
humid tropics
REEFERENCES
[1] Davis M.P., Ghazali M., Nordin N.A., Thermal Comfort
Honeycomb Housing. Dar Ehsan, Selangor, Malaysia,:
2006.
[2] G.H.O. (Green House Office). A Home Guide to
Reducing Energy Costs and Greenhouse Gases,
Australia,
http://www.greenhouse.gov.au/gwci/pubs/coolit.pdf.
Retrieved 20 September 2006.
[3] Tomoko U., Shuichi H., Sri Nastiti N. E., Ekasiwi,
Reduction in Energy Consumption by Air-Conditioner
in Residences under Hot and Humid Climates. The 2005
World Sustainable Building Conference SB05,
September 27-29, 2005, Tokyo, Japan .
[4] Darby S. and White R., Thermal Comfort Oxford:
Environmental Change Institute, University of Oxford,
2005.
[5] de Dear R., Brager G., Cooper D., Developing an
adaptive model of thermal comfort and preference, Final
Report ASHRAE RP-884. Sydney, Australia:
Macquarie Research Ltd., Macquarie University, and
California, USA: Center for Environmental Design
Research, University of California, 1997.
[6] Humphreys M. A., Nicol J F., Raja I A, Field studies of
indoor thermal comfort and the progress of the adaptive
approach, Advances in Building Energy Research, Vol.
1, pp. 55-88, 2007.
[7] Newsham G.R. and Tiller D.K., A Field study of office
thermal comfort using questionnaire software, IRC
Internal Report 708, Institute for Research in
Construction, Canada, 1995.
[8] Wong N.H. and Khoo S.S., Thermal comfort in
classrooms in the tropics, Energy and Buildings, Vol.
35, pp. 337-351, 2003.
[9] McIntyre D.A., Chamber studies - Reductio ad
absurdum, Energy and Buildings, Vol.5, pp. 89-96,
1982.
[10] Feriadi H. and Wong N.H., Thermal comfort for
naturally ventilated houses in Indonesia, Energy and
Buildings, Vol.36, pp. 614-626, 2004.
[11] Busch J.F., A tale of two populations: Thermal comfort
in air conditioned and naturally ventilated offices in
Thailand, Energy and Buildings, Vol.18, pp. 235-249,
1992.
[12] de Dear R., Fountain M., Field experiments on occupant
comfort and office thermal environments in a hot-humid
climate, ASHRAE Transactions, Vol. 100, pp., 457-75,
1994.
[13] Hwang R.L., Lin T.P., Kuo N.J. , Field experiments on
thermal comfort in campus classrooms in Taiwan.
Energy and Buildings, Vol. 38, pp. 53-62, 2006.
[14] Brager G.S., Fountain M.E, Benton C.C., Arens A.E.,
Bauman F.S, A Comparison of Methods for assessing
thermal sensation and acceptability in the field,
Proceedings of Thermal Comfort: Past, Present and
Future. BRE, London. 17-38, 1994.
[15] Harimi Djamila, Chu Chi Ming, Sivakumar Kumaresan,
Field study for prediction and evaluation of thermal
comfort in residential buildings in the equatorial hot-
humid climate of Malaysia, Building and Environment,
Vol. 62 , pp. 133-142, 2013.
[16] Humphreys M.A. and Hancock M, Do people like to
feel “Neutral”? Exploring the variation of the desired
thermal sensation on the ASHRAE scale, Energy and
Building, Vol. 39, pp. 867-874.
BIOGRAPHIE
Dr. Harimi Djamila is a senior lecturer at
Universiti Malaysia Sabah. She is an active
researcher (Thermal and Environmental
Research Group). Her area of research
includes Thermal Comfort, Building Thermal
Simulation, and Housing Passive Design. She
is interested in worldwide research collaboration
E-mails:
harimi1@yahoo.fr
djamila@ums.edu.my

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Exploring the preferred temperature on occupants thermal comfort in the humid tropics

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _________________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 98 EXPLORING THE PREFERRED TEMPERATURE ON OCCUPANTS THERMAL COMFORT IN THE HUMID TROPICS Harimi Djamila School of Engineering & Information Technology, Universiti Malaysia Sabah, KotaKinabalu Malaysia Abstract A field stud has been carried out in naturally ventilated residences in east Malaysia for the prediction and evaluation of the indoor comfort temperature using various methods and rigorous statistical analysis. The neutral temperature was predicted in our previous publication. The present paper aims to predict and examine the validity and reliability of the preferred temperature in naturally ventilated residential buildings. The preferred temperature was found to be lower than the neutral temperature by no less than 30 C. The predicted indoor preferred temperature was assessed and compared with the results of other investigations carried out mostly in the humid tropics. We observed that the estimated preferred temperature was at the extreme lower of the recorded indoor temperatures; In fact this was seldom recorded. When validating the prediction, we observed that this situation also occurred in another large scale study carried out in the humid tropic of Indonesia. Therefore, the reliability of the prediction was addressed. Concluding remarks for future works investigations were suggested. Keywords: Thermal Comfort, Preferred Temperature, Humid Tropics, Field Study ----------------------------------------------------------------------***-------------------------------------------------------------------- 1. INTRODUCTION The outdoor climate has always been considered as the main issue in building thermal design for the occupants‟ indoor thermal satisfaction. Indoor climate can either be controlled artificially by air conditioning or by passive means. Most developed countries opted for active heating and/or cooling using air-conditioning because of massive energy supply in the 1950s. Consequently, an international building style was born having no geographic or climatic zone boundaries. The designer becomes more concerned with the aesthetic building outlook. The uncomfortable indoor thermal environment turned into a mechanical issue to be solved solely by the installation of air-conditionings. However, concerns have been raised that the energy consumption and primarily the burning of fossil fuels is the major driving factor in global warming. As a result, several cities in the world are getting hotter and hotter such as Shanghai, Tokyo, Los Angles, Oakland, Kuala Lumpur, and many others [1]. The amount of energy required for air- conditioned spaces depends closely on the desired indoor air temperature. A difference of temperature by 10C between indoors and outdoors adds 10% to greenhouses gas emissions such as carbon dioxide [2]. The results of a field survey in Indonesia showed that the residences with air-conditioning consume nearly twice the amount of energy compared to houses without air-conditioning [3]. The situation is different for those living in naturally ventilated building as active cooling is not the primary tool in achieving thermal comfort with the surrounding indoor environment and occupant can adjust to the indoor climate accordingly. Passive building design with thermal comfort approach under such situation is mostly concerned with building materials and building design for occupant thermal satisfaction. However, this requires knowledge of the indoor climate, occupants‟ thermal comfort, occupant tolerance to the indoor temperature, occupant thermal preference toward the indoor thermal condition, occupant thermal behavior under various indoor climatic conditions. This is critical because, it has been already observed that what is perceived as thermally comfortable by the building occupant as opposed what is practiced by engineers is different [4]. National and international Standards are usually considered the best references for the indoor thermal comfort predictions. International Standards are the results of extensive thermal comfort researches but with their own shortcomings and limited scopes. The concept and definition of thermal comfort dictates the desired indoor thermal environment which may not reflect the occupant concept specifically in residential buildings. The comfort temperature seems to be more connoted to the preferred temperature than the neutral temperature. However, this may have implications in terms of energy consumption. This is because even when occupant feels thermally neutral may still prefers either to be cooler under warmer climate or warmer under cooler climate as observed in many investigations [5, 6]. Preferred temperature can be defined as the indoor temperature which most likely produces „no change‟
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 99 on the McIntyre thermal preference scale [7]. This study is concerned in exploring and discussing the preferred temperature based on McIntyre scale in the humid tropics of Malaysia. The McIntyre preference scale is a known scale which has been widely used for the determination of the indoor preferred temperature. 2. METHODOLOGY The field study took place in Kota Kinabalu city located on the coastline of Sabah state at 5056‟ N Latitude, 116003‟ Longitude in a tropical hot-humid environment (East Malaysia). The survey was carried out in forty two buildings locations. The research was carried out in residential buildings only. The number of the surveyed subjects was 949 records. Records were reduced to 890 when filtered against the criteria established before analysis. The research design and method are well described in our previous publication [15] and therefore we will not repeat it here; similarly for instrumentation and measurement protocol. The preferred temperature is referred to the perceived temperature based on McIntyre scale (Cooler, No Change, and Warmer). Descriptive statistics of all the measured variables is well explained in the stated above reference. So, the reader may refer to it for farther details for the collected indoor thermal environmental parameters. 3. RESULTS AND DISCUSSION Relative frequencies of votes on McIntyre scale are plotted at various indoor air temperatures in Figure 1. The McIntyre scale has three categories; want to be „cooler‟ (- 1), „no change‟ (0), want to be „warmer‟ (+1). The mean average vote on McIntyre scale was about -0.550.03. Fig 1 Air temperature vote distribution on McIntyre scale (10 C Bin) The number of occupants wanted to be „cooler‟ exceeded considerably these who wanted to be „warmer‟; nearly 58% of the occupants voted for „„cooler‟, while 43% and 1% preferred „no change‟ and „warmer‟ respectively. For the indoor air temperature below neutrality, more than 56% of them voted for „no change‟, and at least 39% and 3% preferred „cooler‟ and „warmer‟ in that order. At the indoor neutral temperature of 300 C, the percentage of occupants who wanted to be „cooler‟ was roughly equal to those who preferred „no change‟. When the indoor temperature was above neutrality, occupants‟ preference toward „cooler‟ surpassed those who wanted „no change‟. It has been suggested that perhaps people in warm climates prefers to feel cooler than neutral, while people in cold climates might prefer to feel warmer than neutral [6]. The obtained results of temperature preference were consistent with the works of several researchers [9, 10, 11] and many others. This phenomenon, as explained by Feriadi and Wong [10) in their field study was due to that the neutral indoor temperature at the moment of survey may not reflect the indoor condition that people would prefer to be. In their investigation, Feriadi and Wong [10] found 74% of the votes were for want to be „cooler‟ which was considered according to the authors as extreme. Busch [11] in a field study conducted in Thailand observed that 64% of the occupants in naturally ventilated offices wanted to feel cooler even while experiencing neutral thermal sensation. In this investigation, nearly 46% of the occupants wanted to be „cooler‟ while voting „neutral‟. It was also observed that 43% of the occupants voted for „no change‟. Of the subjects feeling „slightly cool‟, practically 56% of them voted for „no change‟. Yet when they were feeling „slightly warm‟ only 26% preferred „no change‟ and 74% wanted to feel „cooler‟. Overall only handful of the occupants desired to be „warmer‟. It must be highlighted that some questionnaires were removed from the present analysis either during the time of the survey or prior analysis. For instance, if the subject voted for all the questions at the extreme scale or provided obvious inconsistent answers, the questionnaire was automatically removed from this analysis. Adding to that, the temperature in Malaysia is hot all year round, and therefore preferring cooler environment seems to be obvious choice. Figure 2 is used for more detailed evaluation of the relationship between the mean preference votes and mean indoor air temperatures. The regression line has the equation: (r2 =0.927; Adjusted r2 =0.903, F=38.12, P value=.000). 763374355000540 2 .T.T.T )mean(a)mean(a)mean(p  Where, )(meanpT is the mean votes on McIntyre thermal preference scale. The first term of the equation is close to zero and a linear regression might be acceptable. However when residuals were plotted against fitted values, a curvature of the (1)
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 100 relationship between the two variables was apparent and therefore quadratic regression was kept. 26 27 28 29 30 31 32 33 34 35 36 Mean Indoor Air Temperature (0 C) -1.2 -1.0 -0.8 -0.6 -0.4 -0.2 0.0 0.2 MeanMcIntyreVotes Confidence Interval Predicted Interval Fig 2 Mean McIntyre thermal preference votes per temperature bin vs. mean indoor temperature in the bin Figure 2 shows that the regression line did not cross the x-axis within the indoor temperature range under investigation and also shown the confidence interval and the wide range of the predicted interval. When solving the above equation, the preferred temperature yielded to 26.6 0 C. The determined preferred temperature might probably be reviewed as an extrapolation outside the range under investigation when considering the mean indoor temperature (10 C bin) though it is very close to the lowest value. It can be stated that the optimum preferred temperature would not be ensured without active cooling most of the time. A question that may raise is that what would be the result if the McIntyre scale have identical seven- point scale as the ASHRAE scale but holds the McIntyre concept which is „would you like to be‟. This question has been raised and answered earlier by Hymphreys et a.l [16] in the UK and replication of such investigation in the humid tropics is worth pursuing for better understanding of the implication of the preferred temperature on energy consumptions. Several researchers used probit analysis to determine the preferred indoor temperature. The preferred indoor temperature as outlined or applied in several studies [12, 13, and 8] is the temperature at the intersection of two regressive curves from „want to be warmer‟ and „want to be cooler‟ analysis. The preferred temperature in the McIntyre scale is then determined by equating the two probit models. In the present investigation, Logit regression was selected as both methods provide similar results. The reader may refer to statistical books for further insight. The frequency analysis of votes were first grouped at 10 C intervals in ascending order, treating all values as lying at the center of the interval and then the mean of the interval was estimated for higher possible accuracy. These are presented in Table 1 with their corresponding standard deviation values. For occupants who wanted to be warmer, the following Logit regression was determined. aoww T..)p(Logit 8901722  For these who wanted to be cooler, the following regression was found aowc T..)p(Logit 338012910  Table 1 Frequency distribution of thermal preference votes per 10 C of the mean bin indoor air temperature Mean Ta (0 C) Range SD McIntyre Scale Total-1 0 1 27.1 26.5 to <27.5 0.38 1 3 1 5 28.2 27.5 to < 28.5 0.19 19 21 3 43 29.0 28.5 to < 29.5 0.28 54 85 2 141 30.0 29.5 to < 30.5 0.29 101 98 2 201 30.9 30.5 to < 31.5 0.29 125 91 1 217 31.9 31.5 to <32.5 0.28 117 55 1 173 32.9 32.5 to < 33.5 0.28 56 24 0 80 33.9 33.5 to < 34.5 0.34 17 6 0 23 34.9 34.5 to 35.3 0.31 7 0 0 7 Total 497 383 10 890 SD: Standard Deviation Table 2 presents the observed and computed values of occurrence of the two cases „want to be warmer‟ and „want to be cooler‟. The expected results are quite close to the observed values having less than 10% of residuals (Observed - Predicted) except at the indoor air temperature of 34.9 0 C for the case „want to be cooler‟ as illustrated in Figure 3. Table 2 Observed and computed frequency of votes Ta (0 C) Want to be Warmer Want to be Cooler Total Expected Observed Expected Observed 27.1 0.619 1 1.37 1 5 28.2 2.26 3 15.05 19 43 29 3.51 2 59.14 54 141 30 2.17 2 100.45 101 201 30.9 1.03 1 125.34 125 217 31.9 0.34 1 113.42 117 173 32.9 0.06 0 58.25 56 80 33.9 0.01 0 18.096 17 23 34.9 0 0 5.885 7 7 (2) (3)
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 101 Overall the regressions provided a good fit with the claimed frequency distribution, the 95% fiducial band was very large for the case of „want to be warmer‟. It must be emphasized that most of thermal comfort field studies do not consider the confidence limits in the prediction of the preferred temperature, though the predicted preferred temperature could be affected by the precision of the model. -10 -5 0 5 10 15 20 26 27 28 29 30 31 32 33 34 35 Air Temperature (0 C) Residual Want to be Warmer Want to be cooler Fig 3 Residuals of predicted percentage of frequency in McIntyre scale At the preferred temperature, ( owwp = owcp ). Therefore, (TP =26.30 C) is the preferred indoor temperature as depicted in Figure 4. The obtained result was close to that found when using quadratic regression. At the preferred temperature, more than 20% of the occupants may want to be either „cooler‟ or „warmer‟ and the majority may prefer „no change‟. Fig 4 Logit regression model fitted to thermal preference votes The obtained preferred temperature was 3.70 C lower than the indoor neutral temperature. This temperature is closer to the lowest temperature recorded in the conducted survey. Brager et al. [14] stated that the central category of the McIntyre scale is very strict in defining thermal satisfaction. Whereas, Humphreys et al. [6] reported that McIntyre scale discloses a lifestyle desire rather than a comfort state. This is because in hot climate people have a tendency to prefer lower temperatures than the neutral temperature and the reverse is also true when people subjected to cold environment. Conversely to the previous opinions, Newsham and Tiller [7] mentioned that thermal preference scale is more relevant than the ASHRAE thermal sensation scale as people according to the same author adjust their thermostats based on a similar question of „Would I prefer to be warmer, cooler, or the same‟. However, this may not be the case for naturally ventilated building. This is because occupants have some financial restrictions and thereby have limited control over their indoor environments. Wong and Khoo [8] in their field study in classrooms in Singapore also found that the preferred temperature was lower than the indoor neutral temperature by 3.50 C. Feriadi and Wong [10] found that 26.030 C was the preferred indoor operative temperature for naturally ventilated houses in Indonesia which was 3.10 C lower than the indoor neutral operative temperature. We observed from their published study that the preferred temperature also was rarely recorded during their field survey. Humphreys and Hancock (2007) used a survey to explore the variation of the desired thermal sensation on the ASHRAE scale and how it may affect the conclusions which might be drawn from a comfort survey. They asked their subjects to indicate their thermal preference based on the ASHRAE scale. According to the author, this method has the advantage of recording immediate information about the desired sensation, whereas the McIntyre scale provides the desired sensation when a respondent desires „no change‟. Additionally, the present study showed some statistical issues when using McIntyre Scale for the assessment of subjects‟ thermal preference in the humid tropics. Further investigation in using ASHRAE for the assessment of subjects‟ thermal preference in the humid tropics will definitively provide better insight. 4. CONCLUSIONS The preferred indoor air temperature from logit regression was found to be lower by 3.70 C than the indoor neutral temperature. It is about 26.30 C. Detailed regression analysis revealed the limitation of the prediction when considering the fiducial band. The reliability of the prediction of the preferred temperature when using McIntyre scale is not clear yet. This is due to the narrow range of the indoor air temperatures in the humid tropics, and also due to the hot indoor temperature reflected by the recorded mean indoor air temperature. It is apparent that the preferred temperature may not be achieved with passive means specifically in the humid tropics. Alternatively, the use the
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 04 | Apr-2014, Available @ http://www.ijret.org 102 ASHRAE scale for the prediction of the preferred air temperature in naturally and mechanically ventilated buildings will certainly provide insight about thermal comfort in the humid tropics REEFERENCES [1] Davis M.P., Ghazali M., Nordin N.A., Thermal Comfort Honeycomb Housing. Dar Ehsan, Selangor, Malaysia,: 2006. [2] G.H.O. (Green House Office). A Home Guide to Reducing Energy Costs and Greenhouse Gases, Australia, http://www.greenhouse.gov.au/gwci/pubs/coolit.pdf. Retrieved 20 September 2006. [3] Tomoko U., Shuichi H., Sri Nastiti N. E., Ekasiwi, Reduction in Energy Consumption by Air-Conditioner in Residences under Hot and Humid Climates. The 2005 World Sustainable Building Conference SB05, September 27-29, 2005, Tokyo, Japan . [4] Darby S. and White R., Thermal Comfort Oxford: Environmental Change Institute, University of Oxford, 2005. [5] de Dear R., Brager G., Cooper D., Developing an adaptive model of thermal comfort and preference, Final Report ASHRAE RP-884. Sydney, Australia: Macquarie Research Ltd., Macquarie University, and California, USA: Center for Environmental Design Research, University of California, 1997. [6] Humphreys M. A., Nicol J F., Raja I A, Field studies of indoor thermal comfort and the progress of the adaptive approach, Advances in Building Energy Research, Vol. 1, pp. 55-88, 2007. [7] Newsham G.R. and Tiller D.K., A Field study of office thermal comfort using questionnaire software, IRC Internal Report 708, Institute for Research in Construction, Canada, 1995. [8] Wong N.H. and Khoo S.S., Thermal comfort in classrooms in the tropics, Energy and Buildings, Vol. 35, pp. 337-351, 2003. [9] McIntyre D.A., Chamber studies - Reductio ad absurdum, Energy and Buildings, Vol.5, pp. 89-96, 1982. [10] Feriadi H. and Wong N.H., Thermal comfort for naturally ventilated houses in Indonesia, Energy and Buildings, Vol.36, pp. 614-626, 2004. [11] Busch J.F., A tale of two populations: Thermal comfort in air conditioned and naturally ventilated offices in Thailand, Energy and Buildings, Vol.18, pp. 235-249, 1992. [12] de Dear R., Fountain M., Field experiments on occupant comfort and office thermal environments in a hot-humid climate, ASHRAE Transactions, Vol. 100, pp., 457-75, 1994. [13] Hwang R.L., Lin T.P., Kuo N.J. , Field experiments on thermal comfort in campus classrooms in Taiwan. Energy and Buildings, Vol. 38, pp. 53-62, 2006. [14] Brager G.S., Fountain M.E, Benton C.C., Arens A.E., Bauman F.S, A Comparison of Methods for assessing thermal sensation and acceptability in the field, Proceedings of Thermal Comfort: Past, Present and Future. BRE, London. 17-38, 1994. [15] Harimi Djamila, Chu Chi Ming, Sivakumar Kumaresan, Field study for prediction and evaluation of thermal comfort in residential buildings in the equatorial hot- humid climate of Malaysia, Building and Environment, Vol. 62 , pp. 133-142, 2013. [16] Humphreys M.A. and Hancock M, Do people like to feel “Neutral”? Exploring the variation of the desired thermal sensation on the ASHRAE scale, Energy and Building, Vol. 39, pp. 867-874. BIOGRAPHIE Dr. Harimi Djamila is a senior lecturer at Universiti Malaysia Sabah. She is an active researcher (Thermal and Environmental Research Group). Her area of research includes Thermal Comfort, Building Thermal Simulation, and Housing Passive Design. She is interested in worldwide research collaboration E-mails: harimi1@yahoo.fr djamila@ums.edu.my