results showed that high decorrelation and backscatter values
can be an indication of the suspicious location of waste deposits
Another research was conducted in the City of Venice, Italy
(Biotto et al., 2009). The main goal of this case study was to
detect and identify uncontrolled landfill sites. Remote sensing
and GIS techniques were used to determine these uncontrolled
landfill sites. The datasets included the IKONOS satellite
images acquired in 2001 and a 2000 land cover map. Similar to
the study of Silvestri and Omri (2008), the Maximum likelihood
classification technique was applied to detect the locations and
conditions of the landfills by classifying the study areas into
stressed vegetation, authorized landfill sites, and industrial sites.
Road networks for easy access roads and a low population
density were further identified using the GIS. The results
showed that the integration of remote sensing techniques and
GIS maps can be used efficiently to narrow down suspicious
locations of uncontrolled landfill sites (Biotto et al., 2009).
Previously, Mirtorabi (2010) conducted a preliminary analysis
on the Trail Road landfill site by using four Landsat images
acquired in different years and different seasons. However, the
work focused on the use of NDVI and LST to investigate the
contamination process within the landfill site and the
surrounding vegetation. In this study, an in-depth analysis was
carried out in the Trail Road landfill by analyzing more remote
sensing Landsat images and improving the quality of the
derived LST using the atmospheric correction process.
2. BACKGROUND OF THE LANDFILL SITES
2.1 The Trail Road Landfill, Ottawa, Canada
The Trail Road landfill site is located in Ottawa City, Ontario,
Canada (45?14^ N, 75?45' W) as shown in Figure 1. The Trail
Road landfill was constructed in December 1978. The
completed operation of the adjacent Nepean landfill was the
reason behind the establishment of the Trail Road landfill site.
The new area acquired on the North side of the Nepean landfill
site in March 1975 was designated to be the new landfill site.
The Trail Road landfill site started to accept solid waste in 1980
to the present. Trail Road landfill contains four stages
developed sequentially beginning at Stage 1 (farthest to the
East) and moving Westward to Stage 4 (see Figures 1). The
total area of the Trail Road landfill site is approximately 2.02
(km?) surrounded by farmlands, Highway 416 and some light
industry. The Trail Road landfill is considered the primary
disposal site for municipal solid waste for the City of Ottawa.
The Trail Road landfill site is a municipal non-hazardous
landfill that only accepts residential garbage, construction,
commercial, institutional, and light industrial waste (Dillon
Consulting Limited, 2008).
2.2 The Al-Jleeb Landfill, Al-Farwanyah, Kuwait
The Al-Jleeb landfill site is considered the largest existing
landfill site in the City of Al-Farwanyah with a total area 5.5
km? (Schrapp & Mutairi, 2010). The Al-Jleeb landfill site is
located in the City of Al-Farwanyah, Kuwait as shown in Figure
2. The site accepts industrial, commercial, and municipal solid
waste. However, construction, demolition, and sludge waste are
all located in the south-eastern half of the landfill. The Al-Jleeb
landfill site is owned by the Government of Kuwait. The landfill
site was licensed by Kuwait Municipality to dispose municipal
the total domestic waste in Kuwait (Schrapp & Mutairi, 2010).
Since 1992, complaints regarding the hazardous effects of the
landfill site have been reported due to bad odors emanating
(Schrapp & Mutairi, 2010).
76,88 756.78 75.68 76,88 «76.48
= LE
; i
= 5
3 3
8 2
$ $
®
$
2528 16,78 66 76,88 76.48
Figure 1. Study area of the Nepean and the Trail Road landfill
sites
486 47.1 47.7 48.2 48.7
N
A
308
3
30.6,
29,8
28.2
28.2
29.2
28,5
284
5 to 022034 * r4 ;
46.5 art 477 48.2 aa?
Figure 2. Study area of the Nepean and the Trail Road landfill
sites
3. DATASETS AND METHODS
3.1 Datasets
The study involves two datasets for two case studies:
3.1.1 Trail Road Landfill
Trail Road landfill involves two categories of data: 1) multi-
temporal Landsat satellite images; and 2) landfill gas
measurements acquired from ground monitoring wells. Images
from years 2007 and 2008 (taken at different acquisition dates,
April to October) were downloaded from the USGS Earth as
shown in Table 1. The spatial resolution for the Landsat images
is 30 m for the multi -spectral bands and 60 m for the thermal
bands. All these images were imported into PCI Geomatics
V10.1, clipped, and then projected into the UTM Zone 18
coordinate system. The atmospheric correction was conducted
to retrieve optimal results for the LST, using sensor parameters
solid waste in 1980, and the landfill has received about 58% of
data, (:
and pi
visibili
Acc
Table
All im
satellite
dates 1
weathe
differer
with tl
acquire
near St
the gro
3.1.2
In this
images
last 25
probler
Consec
2001. /
clipped
system.
sensor
were u:
The we
Public
be miss
multi -
dumpir
32 M
Figure
(Trail
summa
Landsa
Explor
since y
and B:
surface
For th:
downlc