ГЛАСНИК
СРПСКОГ
ГЕОГРАФСKОГ
ДРУШТВА
BULLETIN OF THE SERBIAN GEOGRAPHICAL SOCIETY
ГОДИНА 2013.
СВЕСКА XCIII- Бр. 4
YEAR 2013
TOME XCIII - Nо 4
Оriginal Scientific papers
UDC: 551.515.9(497.6)
DOI: 10.2298/GSGD1304041T
MULTI–HAZARD ASSESSMENT USING GIS IN THE URBAN AREAS:
CASE STUDY - BANJA LUKA MUNICIPALITY, B&H
RADISLAV TOŠIĆ1, SLAVOLJUB DRAGIĆEVIĆ2, NOVICA LOVRIĆ1, IVICA MILEVSKI3
2
1
Faculty of Natural Sciences, M. Stojanovića 2, 78000 Banja Luka, Republic of Srpska
University of Belgrade, Faculty of Geography, Studentski trg 3/III, 11000 Belgrade, Serbia
3
University “St. Cyril and Methodus”, Faculty of Natural Sciences and Mathematics,
Institute of Geography, Skopje, Macedonia
Abstract: The research presents a techniques for natural hazard assessment using GIS and cartographic approaches
with multi-hazard mapping in urban communities, because natural hazards are a multi-dimensional phenomena
which have a spatial component. Therefore the use of Remote Sensing and GIS has an important function and
become essential in urban multi-hazard assessment. The first aim of this research was to determine the geographical
distributions of the major types of natural hazards in the study area. Seismic hazards, landslides, rockfalls, floods,
torrential floods, and excessive erosion are the most significant natural hazards within the territory of Banja Luka
Municipality. Areas vulnerable to some of these natural hazards were singled out using analytical maps. Based on
these analyses, an integral map of the natural hazards of the study area was created using multi-hazard assessment
and the total vulnerability was determined by overlapping the results. The detailed analysis, through the focused
research within the most vulnerable areas in the study area will highlight the administrative units (urban centres and
communes) that are vulnerable to various types of natural hazard. The results presented in this article are the first
multi-hazard assessment and the first version of the integral map of natural hazards in the Republic of Srpska.
Key words: Natural hazard, Vulnerable areas, Multi-hazard assessment, Banja Luka Municipality.
Introduction
The increased vulnerability by natural hazards in many urban areas, especially in
developing countries is a major reason of concern. Therefore emphasis should be given to
the reduction of vulnerability in urban areas, which requires multi-hazard assessment in
order to make recommendations for prevention, preparedness and response. The territory of
BiH has not been included in most of the recent studies examining natural hazards within
Balkan region (Abolmasov et al., 2011; Dragicevic et al., 2011; Muco et al., 2012; Milevski
et al., 2013), Europe (Grimm, 2002; Schmidt-Thomé and Kallio, 2006; Barredo, 2007;
Gaume et al., 2009) and globally (Berz et al., 2001; Peduzzi et al., 2005; MosqueraMachado and Dilley, 2009). Therefore, it was necessary to create a preliminary multi-hazard
map of the BiH area. The previous research showed that the territory of BiH is vulnerable to
various types of natural hazards (Tošić et al., 2011, 2012, 2013). Seismic hazards,
landslides, excessive erosion, floods, torrential floods, rockfalls, droughts and forest fires
are some of the significant natural hazards within the territory of BiH.
The International Strategy for Disaster Reduction (ISDR, 2004) welcomes research
to promote protection of the environment to reduce vulnerability to disasters. Although there
is a growing recognition that similar research can help to mitigate damages caused by
vulnerability to hazards, but we still do not have a multi-hazard map and cadastre of natural
42
hazard for the BiH territory for spatial and urban planning. The basic idea is to perform a
detailed analysis of the vulnerability of the territories of Banja Luka Municipality to various
types of natural hazard and to identify the most vulnerable zones. The results can be applied
in the field of spatial and urban planning, water and soil management on the local and
regional level.
Study Area
The Banja Luka municipality is a territorial subject of the internationally recognized
state of Bosnia and Herzegovina. The study area is located in South-East of Europe within a
location of 44°43'06" and 44°50'15"N, 17°08'46" and 17°16'06" E; its area is 55.47 km2,
having around 226450 inhabitants.
Fig. 1. Location of the study area - urban area of Banja Luka municipality.
The whole area of Banja Luka municipality belongs to the large morphologic cluster
- Pannonian region. According to morphostructural characteristics, study area is a
neotectonics depression which formation begun during Neogene tectonic activity (Mojićević
et al., 1976; Trkulja, 1998). Based on lithogenetic criteria the territory of study area
contains: fluvial sediments, proluvial sediments, deluvial (slope) sediments, flysch
sediments, Neogene sediments, and Mesozoic rocks. Basis for Quaternary sediments are:
Neogene indigenous rock mass (slightly calcareous mudstone, marlstone, sands, pebbles,
etc), Cretaceous rocks (limestone, slightly argillaceous limestone, calcarenite, breccia and
other), and then diabase-hornstone complex (serpentinite, hornstones, diabase, dolomite
rocks, etc.). The greatest spatial stretch of all indigenous rock masses has Neogene
sediments 9.87 % out of total study area. Over above mentioned indigenous rock masses the
largest spatial distribution has fluvial sediments located in the centre of study area, while
proluvial and deluvial sediments are located in peripheral parts of alluvial plain and on the
slopes.
The terrain is ranging from 137 m to 432 m above sea level. Flat terrain, that is in fact
unique alluvial plain of the rivers Vrbas, Vrbanja and Crkvena with slopes less than 5°, is
dominant all over territory of study area. Hilly terrain encompasses slightly rippled sides of
peripheral parts of Banja Luka depression. Northern and north-western slopes have
inclinations between 5°-15° and only sporadically there are slopes with inclination over 20°.
Slopes where dominant inclinations are over 20° are located in south-western and southern
parts of study area and intermittently in south-east parts.
According to dominant denudation process, slopes of south-western and southern
parts of Banja Luka depression and river valley sides are submissive to linear erosion. In
higher parts of the slopes there are ravines present, while torrents are often formed in the
43
middle and lower parts. North-western parts of study area that are composed by Neogene
sediments do not experience extensive linear erosion processes, but frequently do have
landslides occurrences.
The climate has the characteristics of moderate-continental climate with an average
annual temperature above 10°C and rainfall of 1050 mm. Basic hydrographical features of
the study area terrain are rivers Vrbas and Vrbanja and smaller watercourses of Crkvena,
Široka rijeka and other. The dominant soils are Planosols-pseudogley, Fluvisols, Gleysolsdystric, eutric and mollic ones.
Methodology
Multi-hazard mapping is a good approach for observing several hazards on one place
in which each hazard could be observed separately and integrally (Blinkov and Mincev,
2010). Given the well-known fact that natural disasters occur suddenly, independently of
each other or in the mutual relationship (synergy), it was necessary to make the assessment
analysis of the most significant natural hazards in the selected areas. Areas vulnerable to
some of these natural hazards were singled out using analytical maps; their area relative to
the total area of Banja Luka Municipality was defined, along with the total surface area that
is vulnerable to each type of natural hazard. Upper values of intensity for each natural
hazard were determined, as this value represents the limiting factor on surface use for the
given level (Dragicevic et al., 2010; 2011, 2013).
For seismic activity (Trkulja, 1998), areas in which the strength of the seismic hazard
was above VIII on the MCS-64 scale were singled out. The intensity of recent
geomorphological processes was assessed using the Gavrilovic's erosion potential model
(EPM) for the calculation of gross annual erosion and sediment yield. The quantitative
values of the erosion coefficient (Z) have been used to separate erosion intensity to classes
or categories (Tošić & Dragićević, 2012a).
The areas which are potentially at risk of landslide process (landslide susceptibility
zonation) in the study area were determined by heuristic method - Index based method. The
index-based method (IBM) using simple ranking and rating methods for landslide
susceptibility zonation. In this method, causative factors of slope instability of the study area
are selected in the first step. Each causative factor is considered as a parameter map. The
relative importance of each parameter map for slope instability is evaluated according to
subjective experts’ knowledge. On the basis of comparisons of different parameters, weight
values are assigned to each parameter map. Next, each parameter map is classified into a
number of significant classes based on their relative influence on mass movements and
rating values are assigned to each class depending on their influence on slope instability.
The rating values are also fixed by expert opinion (Anbalagan, 1992; Turrini and
Visintainer, 1998; Barredo et al., 2000). Finally, the integration of the various factors and
classes in a single landslide susceptibility index (LSI) is accomplished by a procedure based
on the weighted linear sum (Voogd, 1983):
LSI = Σnj=1 (Wj·wij)
(1)
Where: LSI: Landslide susceptibility index; Wj: weight value of parameter j; wij:
rating value or weight value of class i in parameter j; n: number of parameters. All LSI
values were than separeted into four classes using natural breaks algoritham (ArcGIS) to
present four categories (low, moderate, high, very high) of the landslide susceptibility zone
(LSZ).
Floods and torrential floods are the most frequent phenomena of the "natural risks" in
Republic of Srpska. Total of 187 torrential watersheds were registered in Republic of Srpska
44
on the basis of an investigation carried out in last 30 years. In the Cadastre of the torrential
river were registered 16 torrential river in the study area (Tosic, 2012).
In this research a detailed analysis of existing hydrological data the Vrbas river and
its tributaries was carried out. A typical high water discharges in the urban and suburban
area of Banja Luka Municipality were analyzed. The data obtained with the digital elevation
model (DEM) and the underlying space geodetic survey (1:1000) provided an analysis of the
characteristic of high water levels and high water following return period (T) 1/1000, 1/500,
1/100, 1/10.
Rockfalls occur on several locations, mostly in areas dominated by carbonate rocks at
the sides of canyon and at a few localities dominated rock diabase - chert formation. The
above locations are positioned and recorded as polygons using GPS / GIS devices.
The concept of geographic information systems (GIS) is not new in geohazard
assessment. There are many kinds of GIS softwere, some more suitable for integrated
development planning studies and natural hazard management than others. In this research
we used ArcGIS 10 softwere and data was in vector and raster format. One basic way to
create or identify spatial relationships is through the process of spatial overlay. Spatial
overlay is accomplished by joining and viewing together separate data sets that share all or
part of the same area. The result of this combination is a new data set that identifies the
spatial relationships. There are two methods for performing overlay analysis-feature overlay
and raster overlay. In raster overlay, each cell of each layer references the same geographic
location.
Cadastre of torrents
Torrents
Reclassification
Erosion
Map of erosion
Map of landslide
susceptibility
Field research
Reclassification
Conversion
into raster and
classification
into value
0 or 1
Landslides
Spatial
overlay
Reclassification
Rockfalls
Sum ofweights
(0-6)
Reclassification
Water resources
management
information system
Floods
Reclassification
OUTPUT MAP
Reclassification:
Map of micro
seismic zonation
Earthquakes
Reclassification
Natural breaks
and
Normalization
from 0 to 1
Fig. 2. The integral map flowchart.
That makes it well suited to combining characteristics for numerous layers into a
single layer. In our research, six input raster`s added together to create an output raster with
the values for each cell summed. By applying the tools of ArcGIS software was done
normalization to a scale 0-1 while retaining distribution shape. All values on synthetic map
45
of vulnerability were separeted into five classes using natural breaks algoritham (ArcGIS) to
present four categories of vulnerability - low, moderate, high, and very high.
The recent state of vulnerability of the study area to natural hazards was shown using
analytic maps and then a synthetic map was made. The areas that were vulnerable to some
natural hazards were singled out and their percentage of the total area of the study area was
defined, along with the total surface area that was vulnerable to natural hazards. By
superposing the results, we determined the total vulnerability.
Results And Discussions
Basic characteristics of seismic activity in study area are defined on the basis of data
of earthquakes that have occurred in the past. For the study area were carried out detailed
analyzes of earthquake intensity M ≤ 4.0 in the last 40 years, with the aim of determining
the detailed spatial distribution of the earthquake hot spots. All earthquakes from 1900 to the
present are examined in detail and provide the ability to define the seismic characteristics of
the study area. According the data of the earthquake epicenters, were created a maps with
spatial distribution of the earthquake in the Banja Luka region. These data were used for
separation seismic area with the maximum size of magnitude. On the map of microseismic
zonation has been allocated a number of seismic zones and defines their characteristics.
According to the Map of microseismic zonation of Banja Luka Municipality, which
expresses the maximum expected intensity of the earthquake (modifed by MCS-64 scale)
for return period of 100 years, the most vulnerable seismic activity (8,5 MCS-64) of study
area occupies 20.93 km2. The earthquakes with a magnitude of 7,5 MCS may occur in 10.33
km2, and with a magnitude of 8 MCS about 24.50 km2.
Based on the Map of erosion, 12.27 km2 of the study area is high erodible (when the
value of the erosion coefficient (Z) is more than 0.5). The erosion hazard is great in
Neogene deposits and in the deluvial deposites on high slopes. In areas with developed
forest vegetation and on the areas with meadows and pastures the erosion potential is very
weak or weak.
Having regard to the main characteristics of study area, torrential floods are very
important natural hazard, particularly if we take into account their frequency and damage
that have caused in the past. In the study area was registered 16 torrential watercourses, it is
the small rivers, in which the exception Crkvena river, watershed area does not exceed 3
km2.
Out of a total of sixteen watercourses, the nine flowing by their lower course through
the narrowest metropolitan area, while the other seven in the immediate near the town or
passing through the suburbs. Intensity of erosion processes in the catchment area stand out
Đurđevački stream, stream Dubrovnik and Skorići stream, it is typical torrential streams
with the dominant erosion. Strong erosion in the basin, followed by collapsing banks and
transport of large amounts sediment load point is 4 torrential watercourses: Novoselija
Zmijinjak, Rujište, Suhi potok that particularly endanger highway Banja Luka-Jajce and
could break it.
Other torrential watersheds in the area of Banja Luka are with weaker intensity of
erosion: Crkvena stream which flows into the Vrbas in the center of town, torrents Ularac
and Rebrovac, torrent Podstranac and torrents Močila, Pećinski stream, Sitarski stream and
Dubočaj. Some of the mentioned torrential streams were making a lot of damage in town
(Crkvena, Ularac, Močila) in the past. On the whole, 11.2 km2 surface area of research is
endangered by torrential floods.
Organized solve the problem of flood began in the late 19th century, and throughout
the 20th century flood protection in urban and agricultural areas was one of the most
46
important activities. During this period, hydro-technical works decreased the risks of
flooding in many river valleys, especially the urban areas. However, due to lack of planning
measures of responsible behavior in the floodplain area in the war and post-war period,
especially the tendency of descent settlements and roads and commercial buildings in the
vulnerable zone, and even the inundation areas, caused in some areas increased the risk of
flooding. In all of this, climate change has made them more complex were situation, leading
to an increased risk of devastating floods (INCC-BiH, 2010).
Fig. 3. Vulnerability of urban area of Banja Luka municipality to various types
of natural hazards.
47
Tab. 1. Areas vulnerable to various types of natural hazards in the study area.
Hazard
Area (km2)
%
Torrential floods
11.25
20.17
Excessive erosion
12.27
22.01
Landslides
1.70
3.05
Rockfalls
0.36
0.65
Floods
7.98
14.31
Seismic hazard
20.93
37.53
For the landslide susceptibillity assessment, the first step was to create landslide
inventory map of active landslide in the study area. We identifed 216 landslides with total
surface of 2.9 km2. Most of landslide are detrusive, with depts between 1-15 m. The main
characteristics of landslides in the study area that do not appear as isolated phenomena,
individually, but it is usually a collection of phenomena and to the slopes of the valley sides
or sources of surface flows.
Analysis of the spatial distribution of landslides can be identified a several locations
in the study area dominated by a group of landslides, as well as some smaller localities
where they occur in isolation or individually. The first location is a settlement Novoselija southeastern and southwestern part of the study area, on the left side of the river Vrbas
valley in the settlement (the south-western part) dominated mostly shallow landslides on
deluvial sediments. On the other side of the river Vrbas valley in this part of the settlement the southeastern part of the study area, in the flysch sediments, and in the deluvial and
proluvial sediments, there are a number of landslides. The second location where is present
a larger number of landslides, occupies the eastern part of the study area and landslides were
developed on deluvial sediments with the slope of 15 to 20. The third location where occurs
a larger number of landslides is northeast study area, which is dominated by Neogene-sandclay sediments. Surfaces that were made of Neogene sediments are characterized by a larger
number of landslides. The fourth location in which occur landslide is located in the western
part of the study area, on the left and right side of the Crkvena valley. On the slopes of the
left side of the valley were formed deep landslides. These landslides were more than 10 m
deep and affect only deluvial sediments, but also degraded by Neogene sediments. Thus,
this is a complex slides temporarily mollified, but their activity is clearly based on a number
of morphological indicators of the process of sliding. The fifth location in the which it
appears smaller number of landslides, and most of them individually, the northwestern part
of the study area. Landslides at this site appear in the deluvial gravels, which lie across the
Neogene sediments, the depth is up to 10 meters. The present active landslide at this site
were developed in deluvial-gravel sediments, mainly caused by wetting the lower bound of
gravel to waterproof Neogene clay.
48
Fig. 4. The integral map of natural hazards in urban area of Banja Luka municipality.
In Banja Luka municipality, 41.33 km2 of the territory is vulnerable to natural
hazards, representing 74.11% of its total area (Tab. 2). The high degree of vulnerability is
primarily caused by the seismic hazard that occupies more than 38% of all vulnerable areas,
while torrential floods and excessive erosion are dominated on the 43.15 %.
Tab. 2. Categories of vulnerability by natural hazards in the study area.
Vulnerability
1. Low
Area (km2)
%
29.78
53.43
2. Moderate
9.97
17.88
3. High
1.50
2.70
4. Very high
0.06
0.11
Total
41.33
74.11
Conclusion
The results of a complex analysis of the vulnerability of the municipality of Banja
Luka territories to natural hazards indicated that their area is vulnerable to various types of
natural hazards. To accurately assess the vulnerability of a space (i.e., the limitations for its
use), the next step should be to create a cadastre of the natural hazard risks for spatial and
urban planning. This cadastre would allow an acceptable level of risk to be defined for all
levels and in all phases of planning. Then, the system of preventive, organisational and other
measures and instruments could serve to lessen the consequences from disasters to an
acceptable level.
Therefore, it is necessary to adopt the strategy of integral protection from natural
hazards, in the following period, that would, along with the appropriate planning and other
measures and instruments, have to be supported by corresponding legal, spatial-planning,
urban and technical regulations, particularly related to the policy of land use, construction of
facilities and technical infrastructure.
49
References
Abolmasov, B., Jovanovski, M., Ferić, P., Mihalić, M. (2011): Losses due to historical earthquakes in
the Balkan region: Overview of publicly available data. Geofizika. 28(1): 161-181.
Anbalagan, R. (1992): Landslide hazard evaluation and zonation mapping in mountainous terrain.
Engineering Geology, 32(4): 269–277. DOI: 10.1016/0013-7952(92)90053-2
Barredo, J. I., Benavides, A., Hervas, J., van Westen, C. J. (2000): Comparing heuristic landslide
hazard assessment techniques using GIS in the Tirajana basin, Gran Canaria Island, Spain.
International Journal of Applied Earth Observation and Geoinformation, 2(1): 9-23. DOI:
10.1016/S0303-2434(00)85022-9
Barredo, J. (2007): Major flood disasters in Europe: 1950–2005. Nat. Hazards, 42(1): 125–148.
Blinkov, I., Minčev, I. (2010): Multi-hazard mapping as a tool for effective risk management,
Advances in GeoEcology, Global Change – Challenges for soil management; CATENA VERLAG
GMBH: Germany, 41: 98-107.
Berz, G., Kron, W., Loster, T., Rauch, E., Schimetschek, J., Schmieder, J., Siebert, A., Smolka, A. and
Wirtz, A. (2001): World Map of Natural Hazards – A Global View of the Distribution and
Intensity of Significant Exposures. Nat. Hazards, 23(2-3): 443–465.
Dragićević S., Milevski I., Novković I., Milojković B. (2010): The natural conditions as a limiting
factor for the development of Serbian-Macedonian border area. The Bulletin of Serbian
Geographical Society, 90(4): 29-44.
Dragicevic, S., Filipovic, D., Kostadinov, S., Ristic, R., Novkovic, I., Zivkovic, N., Andjelkovic, G.,
Abolmasov, B., Secerov, V., Djurdjic, S. (2011): Natural Hazard Assessment for Land-use
Planning in Serbia. International Journal of Environmental Research, 5(2): 371-380.
Dragićević, S., Novković, I., Carević, I., Živković, N., Tošić, R. (2011a): Geohazard assessment in the
Eastern Serbia. Forum geografic, 10(1): 1–19. DOI: 10.5775/fg.2067-4635.2011.003.i
Dragićević, S., Mészáros, M., Djurdjić, S., Pavić, D., Novković, I., Tošić, R. (2013): Vulnerability оf
national parks to natural hazards in the Serbian Danube region. Polish journal of environmental
studies, 22(4): 75-82
Gaume, E., Bain, V., Bernardara, P., Newinger, O., Barbuc, M., Bateman, A., Blaškovičova, L.,
Bloschl, G., Borga, M., Dumitrescu, A., Daliakopoulos, I., Garcia, J., Irimescu, A., Kohnova, S.,
Koutroulis, A., Marchi, L., Matreata, S., Medina, V., Preciso, E., Sempere-Torres, D., Stancalie,
G., Szolgay, J., Tsanis, I., Velascom, D., Viglione, A. (2009): A compilation of data on European
flash floods. J Hydrol. 367: 70.
Grimm, M., Jones, R., Montanarella, L. (2002): Soil Erosion Risk in Europe; European Soil Bureau,
Institute for Environment & Sustainability: Ispra, Italy.
Milevski, I., Dragicevic, S., Georgievska, A. (2013): GIS and RS-based modelling of potential natural
hazard areas in Pehchevo municipality, Republic of Macedonia. Journal of the Geographical
Institute „Jovan Cvijić” SASA, 63(3): 95-107.
Muço, B., Alexiev, G., Aliaj, S., Elezi, Z., Grecu, B., Mandrescu, N., Milutinovic, Z., Radulian, M.,
Ranguelov, B., Shkupi, D. (2012): Geohazards assessment and mapping of some Balkan
countries. Natural Hazards, 64(2): 943-981.
Mojićević, M., Vilovski, S., Tomić, B., Pamić, J. (1976): Geological map of Banja Luka in scale
1:100,000. Belgrade.
Mosquera-Machado, S. and Dilley, M. (2009): A comparison of selected global disaster risk
assessment results. Nat. Hazards, 48(3): 439–456.
Peduzzi, P., Dao, H., Herold, C. (2005): Mapping Disastrous Natural Hazards Using Global Datasets.
Nat. Hazards, 35(2): 265–289.
Schmidt-Thomé, P., Kallio, H. (2006): Natural and technological hazards and risks affecting the
spatial development of European regions, Spec. Paper; Geological Survey of Finland, 42:17–63.
Tošić R., Dragićević S., Kostadinov S., Dragović N. (2011): Assessment of soil erosion potential by
the USLE method: case study Republic of Srpska – BiH. Fresenius Environmental Bulletin,
20(8): 1910-1917.
Tošić, R. (2012): Studija integralnog upravljanja vodama Republike Srpske. Aneks 3: Erozija i bujice,
Zavod za vodoprivredu d.o.o., Bijeljina.
50
Tošić R., Dragićević S. Lovrić N. (2012): Assessment of soil erosion and sediment yield changes
using erosion potential model – case study: Republic of Srpska (BiH). Carpathian Journal of
Earth and Environmental Sciences, 7(4): 147 – 154.
Tošić, R., Dragićević, S. (2012a): Methodology update for determination of the erosion coeffitient (Z).
The Bulletin of Serbian Geographical Society, 92(1): 11-26.
Tošić, R., Kapović, M., Lovrić, N., Dragićević, S. (2013): Assessment of soil erosion potential using
Rusle and Gis: a case study of Bosnia and Herzegovina. Fresenius Environmental Bulletin, 22
(11a): 3415-3423.
Trkulja, D. (1998): Erathquakes of Banja Luka Region. Banja Luka (in Serbian)
Turrini, M. C., Visintainer, P. (1998): Proposal of a method to define areas of landslide hazard and
application to an area of the Dolomites, Italy. Engineering Geology 50(3-4): 255–265. DOI:
10.1016/S0013-7952(98)00022-2
ISDR Living with Risk – A Global Review of Disaster Reduction Initiatives. United Nations InterAgency Sekretariat of the International Strategy for Disaster Reduction: Geneva, 2004.
Voogd, H. (1983): Multi-criteria Evaluation for Urban and Regional Planning. London.