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Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
92
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
93
MONITORING AND ANALYSIS OF DEFORMATION OF IKPOBA RIVER
BRIDGE, BENIN CITY, EDO STATE, USING GLOBAL POSITIONING SYSTEM
1
Ono, M. N., 2
Eteje, S. O., 3
Aghedo, H. O., and 4
Oduyebo, F. O.
Department of Surveying and Geoinformatics, Nnamdi Azikiwe University Awka
1
nwa_nno@yahoo.com, 2
eteje.sylvester@yahoo.com, 3
henryaghedo1@gmail.com, 4
jimioduyebo@yahoo.com
ABSTRACT
Safety is the primary and most important reason for monitoring the deformations of
engineering structures. It could also help in improving our knowledge of the mechanical
behaviour of engineering structures. Engineering structures are subject to deformation due to
factors such as changes of ground water level, traffic load changes, tidal and tectonic
phenomena. The Ikpoba River Bridge in Benin City whose traffic load has increased was
monitored using GPS technology. The bridge was investigated as a result of carrying more
load than usual due to the expansion of the road and dredging activities that had taken place
in the river in 2008. One reference station and six monitoring points were involved in the
monitoring of the bridge. The regularity of the survey was thirty days, and six observation
epochs were used. Each monitoring point was occupied for about thirty minutes during the
observation. The observation data were processed with compass software. The processed
coordinates were adjusted with least squares adjustment technique. The standard deviation of
unit weight for the weighted observations (σo) was computed for each observation epoch and
was less than 1cm. The observation epochs were compared consecutively by finding the
difference between successive observation results. The maximum differences in coordinates
of the successive epochs were all less than 1mm. It was seen from the results that the bridge
was stable and did not undergo any displacement/movement within the period of study. It is
recommended that the results of the six monitored points on the bridge should be further
analyzed using other appropriate model of adjustment technique.
Keywords: Deformation, Monitoring, Epoch, Coordinates, Accuracy
1. INTRODUCTION
Safety is the primary and most important reason for monitoring the deformations of
engineering structures (Gikas and Sakellariou, 2008). A secondary reason is the need for
improving our knowledge of the mechanical behaviour of engineering structures. Such
knowledge enhances our understanding of the basic design concepts, which gradually leads to
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
94
more effective constructions. Engineering structures (such as dams, bridges, viaducts, high
rise buildings, etc.) are subject to deformation due to factors such as changes of ground water
level, tidal phenomena, and tectonic phenomena (Erol, et al, 2006). Deformation can also
occur in areas where previous mining activities and dredging have taken place and areas
where large amount of ground water has been withdrawn. Monitoring and analyzing
deformations of these structures constitutes a special branch of Geodetic Science. There are
several techniques for measuring the deformations. These can be grouped mainly into two as
geodetic and non-geodetic techniques.
Each main measurement technique has its own advantages and disadvantages. Geodetic
techniques, through a network of points interconnected by angle and/or distance
measurements, usually supply a sufficient redundancy of observations for the statistical
evaluation of their quality and for a detection of errors. They give global information on the
behaviour of the deformable structure while the non-geodetic techniques give localized and
locally disturbed information without any check unless compared with some other
independent measurements. On the other hand, the instruments, which are used in non-
geodetic measurements, are easier to adapt for automatic and continuous monitoring than
conventional instruments of geodetic measurements. Geodetic techniques have been
traditionally used mainly for determining the absolute displacements of selected points on the
surface of the object with respect to some reference points that are assumed to be stable. Non-
geodetic techniques have mainly been used for relative deformation measurements within the
deformable object and its surroundings (Anonym, 2002).
The design of monitoring scheme should satisfy not only the best geometrical strength of the
network but should primarily fulfill the needs of subsequent physical interpretation of the
monitoring results. Selection of monitoring techniques depends heavily on the type, the
magnitude and the rate of the deformation (Aziz et al, 2001). The determination of
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
95
deformations according to geodetic techniques constitutes terrestrial measurement techniques
or space based positioning techniques and/or combination of both techniques. However, with
the advent of GPS measurement technique in geodetic and surveying applications, this very
precise satellite based positioning technique has become useful in deformation measurement
(Ono, 2013). The technological developments in high precision point positioning systems
together with no-human data transmission techniques without any atmospheric obligation,
have led to easy adaption of such monitoring systems for the objects in question (Akyılmaz,
et al, 2005). With the development of Global Positioning System (GPS), the sampling
frequency of GPS receiver can reach about 20 times per second, while the location precision
can approach 5~10 mm. So, GPS can be used in the displacement monitoring of large
structures (Jianjing, et al, 2002).
The carrier phase double difference mathematical model can be adopted to monitor the
structures with GPS. This model can remove the error between the clocks in the satellite and
the receiver because the errors of orbit and atmosphere are connected with the distance
between the datum point and monitoring point, a GPS receiver antenna should be placed near
the target bridge as a reference station. This point should be stable, and there are no buildings
above 5º to envelop or reflect signals. Another GPS receiver antenna should be placed on the
monitoring point. At least 5 satellites signal should be received at the same time, and the data
is stored in the computer. When the data is processed, the displacement of each time point
can be obtained (Jianjing, et al, 2002). The horizontal and vertical displacement of bridges
can be computed by coordinate projection and translation. In DGPS positioning, we usually
assume the position of the reference station is exactly known in WGS 84 (Ono, 2013).
Global Positioning System offers advantages over conventional terrestrial methods.
Intervisibility between stations is not strictly necessary, allowing greater flexibility in the
selection of station locations than for terrestrial geodetic surveys. Measurements can be
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
96
carried out during night or day, under varying weather conditions, which makes GPS
measurements economical, especially when multiple receivers can be deployed on the
structure during the survey (Abdullahi and Yelwa, 2016).
The aim of the study is to monitor Ikpoba River Bridge in Benin City with a view of
detecting any change or displacement taking place using DGPS. The objectives are:
i. To determine the 2-D coordinates (Northings and Eastings) of the selected points
(monitoring point) on the bridge.
ii. To carry out statistical analysis on the six epochs of observations using least squares
(Observation Equation) adjustment technique.
iii. To determine the displacement/movement of the bridge by comparing the results of
observations.
The Study area is located along Apkakpava road in Ikpoba Okha Local Government Area,
Benin City Edo State. The bridge is located at the beginning of the Benin-Asaba road in
Benin City. It is a 4 No. 15m span right bridge (total length 60m) with cross-sectional width
of 13m. It has a concrete slab deck supported by 7 No. universal steel beams resting on
reinforced concrete piers and abutments. The bridge was constructed in 1972 by Monier
Construction Company Nigeria Limited on the contract agreement with the Federal Ministry
of Works for the Government of Nigeria. The bridge lies between latitudes 06º 11’ 05.41”N
and 06º 12’ 06.13”N and longitudes 05º 42’ 48.62”E and 05º 43’ 49.89”E. Figures 1a to c
show the maps of the study area.
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
97
N
4°4° 8° 12°4°
12°
8°
4°
8° 12°4°
8° 12°4°
12°
8°
4°
8
7 33
7 517 51
7 15
6 57
6 39
6 21
6 03
5 45
5 36
8
7 33
7 517 51
7 15
6 57
6 39
6 21
6 03
5 45
5 36
5 18 5 36 5 54 6 12 6 30 6 48
5 18 5 36 5 54 6 12 6 30 6 48
BENIN
CITY
Fig. 1a: Map of Nigeria Showing Edo State. Fig. 1b: Map of Edo State Showing Benin City.
Source: Ministry of Lands and Surveys, Benin City Source: Ministry of Lands and Surveys, Benin City.
STUDY AREA
This study was concerned with the monitoring of the Ikpoba River Bridge in Benin City by
establishing geodetic controls outside influence area of the bridge, marking out permanent
monitoring points on the bridge (i.e. suspected areas of influence), carrying-out (DGPS)
observations on the marked out monitoring points, processing the observed DGPS data, least
squares adjustment of processed observations, evaluation of deformations, and making
necessary recommendations with respect to the obtained results.
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
98
Deformation Analysis
According to Uzodinma (2014), deformation analysis is the study of the changes in the shape
of an arbitrary body in time. In surveying it is the observations of the geometrical changes of
a body. It involves the comparison of observations from different epochs. Bayrak (2008)
stated that the analysis of deformations of any type of a deformable body includes
geometrical analysis and physical interpretation. Geometrical analysis describes the change in
shape and dimensions of the monitored object. The ultimate goal of the geometrical analysis
is to determine in whole deformable object the displacements and strain fields in the space
and domains. Physical interpretation is to establish the relationship between the causative
factors (loads) and the deformations. This is determined by statistical method, which analyses
the correlation between the observed deformations and loads (Chrzanowski et al, 2005 and
Bayrak, 2008).
Least Squares Adjustments by Observation Equation Method
According to Ono et al (2014), the following functional relationship between adjusted
observations and the adjusted parameters are given as follow:
La = F (Xa) (1)
Where La = contains the adjusted vector of observations and Xa = adjusted station
coordinates. Equation (1) is non-linear function and on linearization the general observation
equation model was obtained.
V = AX + L (2)
Applying least squares principles and solving for X, we obtain
X = - (AT
PA)-1
(AT
PL) (3)
Now if N = AT
PA
N-1
= (AT
PA)-1
and U=AT
PL
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
99
Where A = design matrix; X = vector of unknowns, P= Weighted Matrix and L = vector of
approximate minus observed values. For chosen Cartesian coordinates, the parameterization
of receiver positions, the vector observations between stations k and m is shown below:










−
−
−
=










∆
∆
∆
mk
mk
mk
km
km
km
WW
VV
UU
W
V
U
(4)
The extract of the observation equations and the matrix form of the equations using least
squares model are respectively equations (5) and (6).
4AB
3AB
2GA
1GA
EE
NN
EE
NN
VE
VN
VE
VN
AB
AB
GA
GA
+∆=−
+∆=−
+∆+=
+∆+=
(5)














∆
∆
∆+
∆+
+




























−
−
=














AB
AB
GAG
GAG
B
B
A
A
E
N
EE
NN
E
N
E
N
V
V
V
V
1010
0101
0010
0001
4
3
2
1
(6)
Standard deviation of unit weight for the weighted observations (σo) is given as:
r
PVV T
O ±=σ (7)
Where,
V = Vector of Residual
P = Weight
r = Degree of Freedom or Redundant Observation
2. METHODOLOGY
The adopted methodology involved the following stages, namely: data acquisition, data
processing, and data presentation. Figure 2 shows the flow chart of the adopted methodology.
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
100
Fig. 2: Methodology Flow Chart
2.1 Method of Data Acquisition
Reconnaissance
The study area was visited and suitable points were chosen and marked with concrete nails on
both sides of the bridge. A wooden peg was also placed at a suitable point outside the bridge
to depict the position of the reference point that was established. Nearby controls were also
located and their coordinates were obtained from the Edo State Ministry of Lands and
Surveys, Benin City.
Monumentation
A pre-cast property beacon with dimensions 25cm x 25cm x75cm was used to replace the
wooden peg that was fixed at the selected reference point outside the bridge during
Data Acquisition
METHODOLOGY
FLOW CHART
Coordinate
Transformation
Processing of each GPS
Epoch Observations
Coordinate List of
Existing Controls
GPS Observation
Comparison between Epochs Observations
to Deduce Displacement of the Bridge
Least Squares Adjustment
of Processed Coordinates
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
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reconnaissance. The beacon was capped with a mixture of cement, sand and water and a
number (AHO 001) template was engraved on it.
Procedure for Differential GPS Observation
The DGPS was used for the acquisition of the 2-D coordinates (Northings and Eastings) of
the monitoring points. The observation was carried out in post-processing static mode with
the base receiver at the control station (CFG 121A
) (Figure 3) and the rover receiver at the
reference station (AHO 001) outside the bridge (Figure 4). Having established the position of
the reference station, the base receiver was moved to the reference station while the rover
receiver was moving from one of the monitoring points on the bridge to another (Figure 5).
The procedure was repeated for the other epochs of observation (five epochs) for the
monitoring points on the bridge. The regularity of the survey was one month and there were
six epochs of observation.
Fig. 3: Base Receiver at Fig. 4: Rover Receiver at Fig. 5: Rover Receiver at One of the
Control Station CFG 121A
. Reference Station AHO 001. Monitoring Stations on the bridge.
2.2 Data Processing Procedure
Processing of Raw Data
The GPS data were downloaded into a computer system by direct cable connection from the
DGPS to the computer system using HcLoader Software. The downloaded data were
processed and adjusted with Compass software.
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
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The processing and adjustment of the GPS data using the Compass software involved the
following steps:
1. The Compass Post Processing software was launched on the computer system.
2. The GPS raw data were imported into the compass environment by selecting import in
the file menu.
3. Station was selected at the top left hand side of the software environment, 'base data'
was right clicked to select properties, in properties, the following were set:
i. sample interval = 5
ii. max epoch = 9999
iii. elevation mask (degree) = 20 and
iv. ok was clicked
4. File menu was clicked to select process all and the data were processed.
5. Tool menu was clicked to select coordinate system manager; in the coordinate system
manager, Clarke 1880 was selected under ellipsoid. The Nigeria West Belt was added
by setting the following in the projection module (Transverse Mercator):
i. Scale Factor = 0.99975000
ii. Origin Latitude = 4° 00’ 00”
iii. Origin Longitude = 4° 30’ 00”
iv. False Northing = 0
v. False Easting = 230738.266
vi. ok was clicked
vii. The added datum (Nig-West Belt) was selected in the coordinate system management
and ok was clicked.
6. Also in tool menu, datum modify was clicked to select datum convert and the following
seven datum transformation parameters were entered:
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
103
TX = 92m
TY = 93m
TZ = -122m
RX = 0 (arc second)
RY = 0 (arc second)
RZ = 0 (arc second)
Scale factor = 0 (ppm)
7. Adjustment menu was clicked to select setup submenu, in the setup submenu, 3D, 2D
and Height Fitting were selected, also, in free data adjustment submenu, the base
station was selected and ok was clicked.
8. Run (W) was selected in the adjustment menu to finally process the data.
9. The result menu was then selected to display the processing results.
Least Squares Adjustment of the Processed and Adjusted Coordinates
The processed coordinates (six epochs) were adjusted using least squares adjustment method
(Figure 6). The weight of each observation epoch was computed by finding the reciprocal of
the variances obtained from the variance covariance matrix of the processed GPS
observations using the Compass software. The least squares model used for the adjustment is
given in equation (2). A design matrix of 28 ×12, matrix of unknown of 12 × 1 and residual
matrix of 28 × 1 were used for the adjustment. The a posteriori standard error for the
weighted observations (σo) was computed using equation (7).
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
104
Fig. 6: Least Squares Adjustment Network
Deduction of the Displacements/Movements of the Bridge
The processed and adjusted coordinates (six epochs) were typed in Excel spreadsheet and
compared by finding the differences between consecutive epochs of observations to see if
there was displacement/movement within the period of monitoring.
2.3 Results Analysis
Discussion of the DGPS Results
The DGPS observations were carried out in six difference epochs. In each epoch of
observation, each of the monitoring station was occupied for about 30 minutes. Each
observation epoch was processed as a separate loop. From the processing results, the six
epochs observations were seen to have passed the Network Adjustment Test. That is, the
normal matrix generated was a regular one and inverted accordingly for calculation of
residuals.
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
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Discussion of the Adjusted Coordinates Using Least Squares Technique
The DGPS data of the six epochs observations were processed with compass software and
adjusted using least squares adjustment method. The maximum residuals from the first epoch
to the six epoch observations are respectively -0.0008m, 0.0001m, -0.0003m, -0.0002m, -
0.0002m and -0.0006m. The standard deviation of unit weight for the weighted observations
(σo) from the first epoch to the six epoch observations are respectively ±0.0035m, ±0.0043m,
±0.0043m, ±0.00107m, ±0.00132m and ±0.00523m and are less than 1cm, showing the high
precision of the observations.
Comparison between the Consecutive Adjusted Epochs Observations
The DGPS observations (six epochs) were adjusted using least squares technique. The
adjusted coordinates were compared consecutively by finding the differences between
successive epoch observations. Also, the differences between the first and the sixth epochs
observations were computed (Table 1). It is seen from table 1 that the maximum differences
between the first and the second epochs observations in northing and easting are -0.0008m
and 0.0008m, the second and the third are -0.0004m and 0.0004m, that of the third and the
fourth epochs are -0.0007m and -0.0006m, the fourth and the fifth are 0.0002m and 0.0004m
and those of the fifth and the sixth epochs are 0.0008m and 0.0006m respectively. Also the
maximum differences between the first and the sixth epochs observations in northing and
easting are respectively -0.0009m and 0.0008m. It can also be seen that the maximum
differences between the observations epochs are all less than 1mm. Since the maximum
differences between the observations epochs are all less than 1mm and the standard deviation
of unit weight for the weighted observations (σo) of each epoch observation is less than 1cm,
hence the bridge did not undergo any displacement/movement within the monitoring period.
The differences between the coordinates of successive epochs of observations were as a result
of centering error
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
106
Table 1: Comparison between the Consecutive Adjusted Epochs Observations
STATION
ID
DIFF. B/W
1ST
& 2ND
OBSERV.
EPOCHS
(m)
DIFF. B/W
2ND
&3RD
OBSERV.
EPOCHS
(m)
DIFF. B/W
3RD
& 4TH
OBSERV.
EPOCHS
(m)
DIFF. B/W
& 4TH
5TH
OBSERV.
EPOCHS
(m)
DIFF. B/W
& 5TH
6TH
OBSERV.
EPOCHS
(m)
DIFF. B/W
1ST
& 6TH
OBSERV.
EPOCHS
(m)
R1 (A)
NA -0.0007 -0.0001 0.0001 -0.0003 0.0005 -0.0005
EA 0.0001 0.0004 -0.0003 0.0004 0.0000 0.0006
R2 (B)
NB -0.0008 -0.0001 0.0005 -0.0001 0.0004 -0.0001
EB 0.0007 0.0002 -0.0006 -0.0004 0.0007 0.0006
R3 (C)
NC 0.0002 -0.0004 -0.0002 0.0002 -0.0001 -0.0003
EC 0.0004 -0.0002 0.0000 -0.0002 0.0006 0.0006
L3(D)
ND 0.0002 0.0002 -0.0007 0.0002 -0.0003 -0.0004
ED 0.0000 0.0001 0.0000 0.0004 0.0003 0.0008
L2(E)
NE -0.0004 0.0003 -0.0003 -0.0001 0.0008 0.0003
EE 0.0004 -0.0003 -0.0001 0.0000 0.0000 0.0000
L1 (F)
NF -0.0006 -0.0001 -0.0004 0.0001 0.0001 -0.0009
EF 0.0008 -0.0004 0.0001 -0.0003 0.0000 0.0002
3 CONCLUSION
The monitoring of Ikpoba River Bridge was carried out using GPS method; seven points were
used altogether, one reference station and six monitoring stations. The coordinates of the
points were determined using CHC 900 dual frequency GNSS receivers in Post Processing
Static Mode. The GPS data were processed and adjusted using the Compass Post Processing
software.
The processed coordinates were adjusted using least squares adjustment method. The weight
of each epoch observation was computed by finding the reciprocal of the variances obtained
from the variance covariance matrix of the processed GPS observations using Compass
software. A design matrix of 28 ×12, matrix of unknown of 12 × 1 and residual matrix of 28
× 1 were used for the adjustment. The maximum residual of each observation epoch was
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
107
computed. The standard deviation of unit weight (a posteriori standard error) for the weighted
observations (σo) was computed for each epoch observations.
The processed and adjusted coordinates were compared consecutively by finding the
difference between successive epoch observations. Also, the difference between the first and
the sixth epoch observations was computed as seen in Table 1. From the comparison, it was
observed that the maximum differences in coordinates of successive epoch observations were
all less than 1mm; hence the bridge did not undergo any displacement/movement within the
monitoring period. The differences between the coordinates of successive observations were
as a result of centering error.
Ordinarily, six months period is deemed too short to detect any change but the process and
analysis have been developed or established. Also, the monitoring and collection of data are
still going on. It is expected that future analysis of over 12 months and 18 months periods
would likely see a change may be.
4. RECOMMENDATIONS
Having monitored Ikpoba River Bridge and carried out some analysis based on the
observations taken, the following recommendations are made:
1. That the monitoring interval or regularity of the ongoing survey of the bridge should
not be less than six months so as to obtain any appreciable displacement/movement of
the bridge.
2. That the ongoing observation on the bridge should also be analyzed using other
appropriate adjustment model.
Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018
ISSN 2651-6098
108
REFERENCES
Abdullahi, I. M. and Yelwa, N. A. (2016): Structural Deformation Monitoring Surveys of
New Administrative Building of Federal School of Surveying, Oyo – Nigeria.
International Journal of Science and Technology, vol. 6, No 1.
Akyılmaz, O., A. Çelik, A. Apaydın and Ayan, T. (2005): GPS Monitoring of the Fatih
Sultan Mehmet Suspension Bridge By using Assessment Methods of Neural
Networks. The International Archives of the Photogrammetry, Remote Sensing and
Spatial Information Sciences. 34: Part 30.
http://www.isprs.org/istanbul2004/comm7/papers/1 38.pdf.
Anonym (2002): Structural Deformation Surveying (EM 1110- 2-1009), US Army Corps of
Engineers, Washington, DC.
Aziz, W. A., Othman, Z. and Najib, H. (2001): Monitoring High-Rise Building Deformation
using Global Positioning System. Asian GPS Conference 2001.
Bayrak, T. (2008): Verifying Pressure of Water on Dams, a Case Study. Sensors 2008, Vol.
8, pp 5376-5385.
Chrzanowski, A. S., Chrzanowski, A. and Massiera, M. (2005): Use of Deformation
Monitoring Results in Solving Geomechanical Problems-Case Studies. Engineering
Geology, Vol. 79, pp 3-12. In Bayrak, T. (2008): Verifying Pressure of Water on
Dams, a Case Study. Sensors 2008, Vol. 8, pp 5376-5385.
Erol S., Bihter E. and Ayan T. (2006); A General Review of the Deformation Monitoring
Techniques and a Case Study: Analysing Deformations Using GPS/Levelling. ITU,
Civil Engineering Faculty, Geodesy Division, 34469 Maslak Istanbul, Turkey.
Gikas V. and Sakellariou, M. (2008): Horizontal Deflection Analysis of a Large Earthen Dam
By Means of Geodetic and Geotechnical Methods. 13th
FIG Symposium on
Deformation Measurement and Analysis, 4th IAG Symposium on Geodesy for
Geotechnical and Engineering; LNEC, LISBON 2008 May 12-15.
Jianjing, J., L. Xinzheng and Jingjun, G. (2002): Study for Real-time Monitoring of Large-
Span Bridge Using GPS. Progress in Safety Science and Technology. Science Press.
Beijing New York. pp: 308-312. http://www.luxinzheng.net/ publications/11.htm.
Ono, M. N. (2013): Advanced Geometric Geodesy. Unpublished lecture note of the
Department of Surveying and Geoinformatics, Nnamdi Azikiwe University, Awka.
Ono, M. N., Agbo, J. A., Ijioma, D. I. and Chubado, M. (2014): Establishment of Baseline
Data for Monitoring of Deformation of Murtala Mohammed Bridge (MMB) Lokoja
Kogi State, Using GPS. International Journal of Science and Technology, Vol. 4
No.5, pp 86-92 May 2014.

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Monitoring and analysis of deformation of ikpoba river bridge, benin city, edo state using global positioning system

  • 1. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 92
  • 2. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 93 MONITORING AND ANALYSIS OF DEFORMATION OF IKPOBA RIVER BRIDGE, BENIN CITY, EDO STATE, USING GLOBAL POSITIONING SYSTEM 1 Ono, M. N., 2 Eteje, S. O., 3 Aghedo, H. O., and 4 Oduyebo, F. O. Department of Surveying and Geoinformatics, Nnamdi Azikiwe University Awka 1 nwa_nno@yahoo.com, 2 eteje.sylvester@yahoo.com, 3 henryaghedo1@gmail.com, 4 jimioduyebo@yahoo.com ABSTRACT Safety is the primary and most important reason for monitoring the deformations of engineering structures. It could also help in improving our knowledge of the mechanical behaviour of engineering structures. Engineering structures are subject to deformation due to factors such as changes of ground water level, traffic load changes, tidal and tectonic phenomena. The Ikpoba River Bridge in Benin City whose traffic load has increased was monitored using GPS technology. The bridge was investigated as a result of carrying more load than usual due to the expansion of the road and dredging activities that had taken place in the river in 2008. One reference station and six monitoring points were involved in the monitoring of the bridge. The regularity of the survey was thirty days, and six observation epochs were used. Each monitoring point was occupied for about thirty minutes during the observation. The observation data were processed with compass software. The processed coordinates were adjusted with least squares adjustment technique. The standard deviation of unit weight for the weighted observations (σo) was computed for each observation epoch and was less than 1cm. The observation epochs were compared consecutively by finding the difference between successive observation results. The maximum differences in coordinates of the successive epochs were all less than 1mm. It was seen from the results that the bridge was stable and did not undergo any displacement/movement within the period of study. It is recommended that the results of the six monitored points on the bridge should be further analyzed using other appropriate model of adjustment technique. Keywords: Deformation, Monitoring, Epoch, Coordinates, Accuracy 1. INTRODUCTION Safety is the primary and most important reason for monitoring the deformations of engineering structures (Gikas and Sakellariou, 2008). A secondary reason is the need for improving our knowledge of the mechanical behaviour of engineering structures. Such knowledge enhances our understanding of the basic design concepts, which gradually leads to
  • 3. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 94 more effective constructions. Engineering structures (such as dams, bridges, viaducts, high rise buildings, etc.) are subject to deformation due to factors such as changes of ground water level, tidal phenomena, and tectonic phenomena (Erol, et al, 2006). Deformation can also occur in areas where previous mining activities and dredging have taken place and areas where large amount of ground water has been withdrawn. Monitoring and analyzing deformations of these structures constitutes a special branch of Geodetic Science. There are several techniques for measuring the deformations. These can be grouped mainly into two as geodetic and non-geodetic techniques. Each main measurement technique has its own advantages and disadvantages. Geodetic techniques, through a network of points interconnected by angle and/or distance measurements, usually supply a sufficient redundancy of observations for the statistical evaluation of their quality and for a detection of errors. They give global information on the behaviour of the deformable structure while the non-geodetic techniques give localized and locally disturbed information without any check unless compared with some other independent measurements. On the other hand, the instruments, which are used in non- geodetic measurements, are easier to adapt for automatic and continuous monitoring than conventional instruments of geodetic measurements. Geodetic techniques have been traditionally used mainly for determining the absolute displacements of selected points on the surface of the object with respect to some reference points that are assumed to be stable. Non- geodetic techniques have mainly been used for relative deformation measurements within the deformable object and its surroundings (Anonym, 2002). The design of monitoring scheme should satisfy not only the best geometrical strength of the network but should primarily fulfill the needs of subsequent physical interpretation of the monitoring results. Selection of monitoring techniques depends heavily on the type, the magnitude and the rate of the deformation (Aziz et al, 2001). The determination of
  • 4. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 95 deformations according to geodetic techniques constitutes terrestrial measurement techniques or space based positioning techniques and/or combination of both techniques. However, with the advent of GPS measurement technique in geodetic and surveying applications, this very precise satellite based positioning technique has become useful in deformation measurement (Ono, 2013). The technological developments in high precision point positioning systems together with no-human data transmission techniques without any atmospheric obligation, have led to easy adaption of such monitoring systems for the objects in question (Akyılmaz, et al, 2005). With the development of Global Positioning System (GPS), the sampling frequency of GPS receiver can reach about 20 times per second, while the location precision can approach 5~10 mm. So, GPS can be used in the displacement monitoring of large structures (Jianjing, et al, 2002). The carrier phase double difference mathematical model can be adopted to monitor the structures with GPS. This model can remove the error between the clocks in the satellite and the receiver because the errors of orbit and atmosphere are connected with the distance between the datum point and monitoring point, a GPS receiver antenna should be placed near the target bridge as a reference station. This point should be stable, and there are no buildings above 5º to envelop or reflect signals. Another GPS receiver antenna should be placed on the monitoring point. At least 5 satellites signal should be received at the same time, and the data is stored in the computer. When the data is processed, the displacement of each time point can be obtained (Jianjing, et al, 2002). The horizontal and vertical displacement of bridges can be computed by coordinate projection and translation. In DGPS positioning, we usually assume the position of the reference station is exactly known in WGS 84 (Ono, 2013). Global Positioning System offers advantages over conventional terrestrial methods. Intervisibility between stations is not strictly necessary, allowing greater flexibility in the selection of station locations than for terrestrial geodetic surveys. Measurements can be
  • 5. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 96 carried out during night or day, under varying weather conditions, which makes GPS measurements economical, especially when multiple receivers can be deployed on the structure during the survey (Abdullahi and Yelwa, 2016). The aim of the study is to monitor Ikpoba River Bridge in Benin City with a view of detecting any change or displacement taking place using DGPS. The objectives are: i. To determine the 2-D coordinates (Northings and Eastings) of the selected points (monitoring point) on the bridge. ii. To carry out statistical analysis on the six epochs of observations using least squares (Observation Equation) adjustment technique. iii. To determine the displacement/movement of the bridge by comparing the results of observations. The Study area is located along Apkakpava road in Ikpoba Okha Local Government Area, Benin City Edo State. The bridge is located at the beginning of the Benin-Asaba road in Benin City. It is a 4 No. 15m span right bridge (total length 60m) with cross-sectional width of 13m. It has a concrete slab deck supported by 7 No. universal steel beams resting on reinforced concrete piers and abutments. The bridge was constructed in 1972 by Monier Construction Company Nigeria Limited on the contract agreement with the Federal Ministry of Works for the Government of Nigeria. The bridge lies between latitudes 06º 11’ 05.41”N and 06º 12’ 06.13”N and longitudes 05º 42’ 48.62”E and 05º 43’ 49.89”E. Figures 1a to c show the maps of the study area.
  • 6. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 97 N 4°4° 8° 12°4° 12° 8° 4° 8° 12°4° 8° 12°4° 12° 8° 4° 8 7 33 7 517 51 7 15 6 57 6 39 6 21 6 03 5 45 5 36 8 7 33 7 517 51 7 15 6 57 6 39 6 21 6 03 5 45 5 36 5 18 5 36 5 54 6 12 6 30 6 48 5 18 5 36 5 54 6 12 6 30 6 48 BENIN CITY Fig. 1a: Map of Nigeria Showing Edo State. Fig. 1b: Map of Edo State Showing Benin City. Source: Ministry of Lands and Surveys, Benin City Source: Ministry of Lands and Surveys, Benin City. STUDY AREA This study was concerned with the monitoring of the Ikpoba River Bridge in Benin City by establishing geodetic controls outside influence area of the bridge, marking out permanent monitoring points on the bridge (i.e. suspected areas of influence), carrying-out (DGPS) observations on the marked out monitoring points, processing the observed DGPS data, least squares adjustment of processed observations, evaluation of deformations, and making necessary recommendations with respect to the obtained results.
  • 7. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 98 Deformation Analysis According to Uzodinma (2014), deformation analysis is the study of the changes in the shape of an arbitrary body in time. In surveying it is the observations of the geometrical changes of a body. It involves the comparison of observations from different epochs. Bayrak (2008) stated that the analysis of deformations of any type of a deformable body includes geometrical analysis and physical interpretation. Geometrical analysis describes the change in shape and dimensions of the monitored object. The ultimate goal of the geometrical analysis is to determine in whole deformable object the displacements and strain fields in the space and domains. Physical interpretation is to establish the relationship between the causative factors (loads) and the deformations. This is determined by statistical method, which analyses the correlation between the observed deformations and loads (Chrzanowski et al, 2005 and Bayrak, 2008). Least Squares Adjustments by Observation Equation Method According to Ono et al (2014), the following functional relationship between adjusted observations and the adjusted parameters are given as follow: La = F (Xa) (1) Where La = contains the adjusted vector of observations and Xa = adjusted station coordinates. Equation (1) is non-linear function and on linearization the general observation equation model was obtained. V = AX + L (2) Applying least squares principles and solving for X, we obtain X = - (AT PA)-1 (AT PL) (3) Now if N = AT PA N-1 = (AT PA)-1 and U=AT PL
  • 8. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 99 Where A = design matrix; X = vector of unknowns, P= Weighted Matrix and L = vector of approximate minus observed values. For chosen Cartesian coordinates, the parameterization of receiver positions, the vector observations between stations k and m is shown below:           − − − =           ∆ ∆ ∆ mk mk mk km km km WW VV UU W V U (4) The extract of the observation equations and the matrix form of the equations using least squares model are respectively equations (5) and (6). 4AB 3AB 2GA 1GA EE NN EE NN VE VN VE VN AB AB GA GA +∆=− +∆=− +∆+= +∆+= (5)               ∆ ∆ ∆+ ∆+ +                             − − =               AB AB GAG GAG B B A A E N EE NN E N E N V V V V 1010 0101 0010 0001 4 3 2 1 (6) Standard deviation of unit weight for the weighted observations (σo) is given as: r PVV T O ±=σ (7) Where, V = Vector of Residual P = Weight r = Degree of Freedom or Redundant Observation 2. METHODOLOGY The adopted methodology involved the following stages, namely: data acquisition, data processing, and data presentation. Figure 2 shows the flow chart of the adopted methodology.
  • 9. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 100 Fig. 2: Methodology Flow Chart 2.1 Method of Data Acquisition Reconnaissance The study area was visited and suitable points were chosen and marked with concrete nails on both sides of the bridge. A wooden peg was also placed at a suitable point outside the bridge to depict the position of the reference point that was established. Nearby controls were also located and their coordinates were obtained from the Edo State Ministry of Lands and Surveys, Benin City. Monumentation A pre-cast property beacon with dimensions 25cm x 25cm x75cm was used to replace the wooden peg that was fixed at the selected reference point outside the bridge during Data Acquisition METHODOLOGY FLOW CHART Coordinate Transformation Processing of each GPS Epoch Observations Coordinate List of Existing Controls GPS Observation Comparison between Epochs Observations to Deduce Displacement of the Bridge Least Squares Adjustment of Processed Coordinates
  • 10. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 101 reconnaissance. The beacon was capped with a mixture of cement, sand and water and a number (AHO 001) template was engraved on it. Procedure for Differential GPS Observation The DGPS was used for the acquisition of the 2-D coordinates (Northings and Eastings) of the monitoring points. The observation was carried out in post-processing static mode with the base receiver at the control station (CFG 121A ) (Figure 3) and the rover receiver at the reference station (AHO 001) outside the bridge (Figure 4). Having established the position of the reference station, the base receiver was moved to the reference station while the rover receiver was moving from one of the monitoring points on the bridge to another (Figure 5). The procedure was repeated for the other epochs of observation (five epochs) for the monitoring points on the bridge. The regularity of the survey was one month and there were six epochs of observation. Fig. 3: Base Receiver at Fig. 4: Rover Receiver at Fig. 5: Rover Receiver at One of the Control Station CFG 121A . Reference Station AHO 001. Monitoring Stations on the bridge. 2.2 Data Processing Procedure Processing of Raw Data The GPS data were downloaded into a computer system by direct cable connection from the DGPS to the computer system using HcLoader Software. The downloaded data were processed and adjusted with Compass software.
  • 11. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 102 The processing and adjustment of the GPS data using the Compass software involved the following steps: 1. The Compass Post Processing software was launched on the computer system. 2. The GPS raw data were imported into the compass environment by selecting import in the file menu. 3. Station was selected at the top left hand side of the software environment, 'base data' was right clicked to select properties, in properties, the following were set: i. sample interval = 5 ii. max epoch = 9999 iii. elevation mask (degree) = 20 and iv. ok was clicked 4. File menu was clicked to select process all and the data were processed. 5. Tool menu was clicked to select coordinate system manager; in the coordinate system manager, Clarke 1880 was selected under ellipsoid. The Nigeria West Belt was added by setting the following in the projection module (Transverse Mercator): i. Scale Factor = 0.99975000 ii. Origin Latitude = 4° 00’ 00” iii. Origin Longitude = 4° 30’ 00” iv. False Northing = 0 v. False Easting = 230738.266 vi. ok was clicked vii. The added datum (Nig-West Belt) was selected in the coordinate system management and ok was clicked. 6. Also in tool menu, datum modify was clicked to select datum convert and the following seven datum transformation parameters were entered:
  • 12. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 103 TX = 92m TY = 93m TZ = -122m RX = 0 (arc second) RY = 0 (arc second) RZ = 0 (arc second) Scale factor = 0 (ppm) 7. Adjustment menu was clicked to select setup submenu, in the setup submenu, 3D, 2D and Height Fitting were selected, also, in free data adjustment submenu, the base station was selected and ok was clicked. 8. Run (W) was selected in the adjustment menu to finally process the data. 9. The result menu was then selected to display the processing results. Least Squares Adjustment of the Processed and Adjusted Coordinates The processed coordinates (six epochs) were adjusted using least squares adjustment method (Figure 6). The weight of each observation epoch was computed by finding the reciprocal of the variances obtained from the variance covariance matrix of the processed GPS observations using the Compass software. The least squares model used for the adjustment is given in equation (2). A design matrix of 28 ×12, matrix of unknown of 12 × 1 and residual matrix of 28 × 1 were used for the adjustment. The a posteriori standard error for the weighted observations (σo) was computed using equation (7).
  • 13. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 104 Fig. 6: Least Squares Adjustment Network Deduction of the Displacements/Movements of the Bridge The processed and adjusted coordinates (six epochs) were typed in Excel spreadsheet and compared by finding the differences between consecutive epochs of observations to see if there was displacement/movement within the period of monitoring. 2.3 Results Analysis Discussion of the DGPS Results The DGPS observations were carried out in six difference epochs. In each epoch of observation, each of the monitoring station was occupied for about 30 minutes. Each observation epoch was processed as a separate loop. From the processing results, the six epochs observations were seen to have passed the Network Adjustment Test. That is, the normal matrix generated was a regular one and inverted accordingly for calculation of residuals.
  • 14. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 105 Discussion of the Adjusted Coordinates Using Least Squares Technique The DGPS data of the six epochs observations were processed with compass software and adjusted using least squares adjustment method. The maximum residuals from the first epoch to the six epoch observations are respectively -0.0008m, 0.0001m, -0.0003m, -0.0002m, - 0.0002m and -0.0006m. The standard deviation of unit weight for the weighted observations (σo) from the first epoch to the six epoch observations are respectively ±0.0035m, ±0.0043m, ±0.0043m, ±0.00107m, ±0.00132m and ±0.00523m and are less than 1cm, showing the high precision of the observations. Comparison between the Consecutive Adjusted Epochs Observations The DGPS observations (six epochs) were adjusted using least squares technique. The adjusted coordinates were compared consecutively by finding the differences between successive epoch observations. Also, the differences between the first and the sixth epochs observations were computed (Table 1). It is seen from table 1 that the maximum differences between the first and the second epochs observations in northing and easting are -0.0008m and 0.0008m, the second and the third are -0.0004m and 0.0004m, that of the third and the fourth epochs are -0.0007m and -0.0006m, the fourth and the fifth are 0.0002m and 0.0004m and those of the fifth and the sixth epochs are 0.0008m and 0.0006m respectively. Also the maximum differences between the first and the sixth epochs observations in northing and easting are respectively -0.0009m and 0.0008m. It can also be seen that the maximum differences between the observations epochs are all less than 1mm. Since the maximum differences between the observations epochs are all less than 1mm and the standard deviation of unit weight for the weighted observations (σo) of each epoch observation is less than 1cm, hence the bridge did not undergo any displacement/movement within the monitoring period. The differences between the coordinates of successive epochs of observations were as a result of centering error
  • 15. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 106 Table 1: Comparison between the Consecutive Adjusted Epochs Observations STATION ID DIFF. B/W 1ST & 2ND OBSERV. EPOCHS (m) DIFF. B/W 2ND &3RD OBSERV. EPOCHS (m) DIFF. B/W 3RD & 4TH OBSERV. EPOCHS (m) DIFF. B/W & 4TH 5TH OBSERV. EPOCHS (m) DIFF. B/W & 5TH 6TH OBSERV. EPOCHS (m) DIFF. B/W 1ST & 6TH OBSERV. EPOCHS (m) R1 (A) NA -0.0007 -0.0001 0.0001 -0.0003 0.0005 -0.0005 EA 0.0001 0.0004 -0.0003 0.0004 0.0000 0.0006 R2 (B) NB -0.0008 -0.0001 0.0005 -0.0001 0.0004 -0.0001 EB 0.0007 0.0002 -0.0006 -0.0004 0.0007 0.0006 R3 (C) NC 0.0002 -0.0004 -0.0002 0.0002 -0.0001 -0.0003 EC 0.0004 -0.0002 0.0000 -0.0002 0.0006 0.0006 L3(D) ND 0.0002 0.0002 -0.0007 0.0002 -0.0003 -0.0004 ED 0.0000 0.0001 0.0000 0.0004 0.0003 0.0008 L2(E) NE -0.0004 0.0003 -0.0003 -0.0001 0.0008 0.0003 EE 0.0004 -0.0003 -0.0001 0.0000 0.0000 0.0000 L1 (F) NF -0.0006 -0.0001 -0.0004 0.0001 0.0001 -0.0009 EF 0.0008 -0.0004 0.0001 -0.0003 0.0000 0.0002 3 CONCLUSION The monitoring of Ikpoba River Bridge was carried out using GPS method; seven points were used altogether, one reference station and six monitoring stations. The coordinates of the points were determined using CHC 900 dual frequency GNSS receivers in Post Processing Static Mode. The GPS data were processed and adjusted using the Compass Post Processing software. The processed coordinates were adjusted using least squares adjustment method. The weight of each epoch observation was computed by finding the reciprocal of the variances obtained from the variance covariance matrix of the processed GPS observations using Compass software. A design matrix of 28 ×12, matrix of unknown of 12 × 1 and residual matrix of 28 × 1 were used for the adjustment. The maximum residual of each observation epoch was
  • 16. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 107 computed. The standard deviation of unit weight (a posteriori standard error) for the weighted observations (σo) was computed for each epoch observations. The processed and adjusted coordinates were compared consecutively by finding the difference between successive epoch observations. Also, the difference between the first and the sixth epoch observations was computed as seen in Table 1. From the comparison, it was observed that the maximum differences in coordinates of successive epoch observations were all less than 1mm; hence the bridge did not undergo any displacement/movement within the monitoring period. The differences between the coordinates of successive observations were as a result of centering error. Ordinarily, six months period is deemed too short to detect any change but the process and analysis have been developed or established. Also, the monitoring and collection of data are still going on. It is expected that future analysis of over 12 months and 18 months periods would likely see a change may be. 4. RECOMMENDATIONS Having monitored Ikpoba River Bridge and carried out some analysis based on the observations taken, the following recommendations are made: 1. That the monitoring interval or regularity of the ongoing survey of the bridge should not be less than six months so as to obtain any appreciable displacement/movement of the bridge. 2. That the ongoing observation on the bridge should also be analyzed using other appropriate adjustment model.
  • 17. Nigerian Journal of Geodesy (NJG), Volume 2, Issue 1, November, 2018 ISSN 2651-6098 108 REFERENCES Abdullahi, I. M. and Yelwa, N. A. (2016): Structural Deformation Monitoring Surveys of New Administrative Building of Federal School of Surveying, Oyo – Nigeria. International Journal of Science and Technology, vol. 6, No 1. Akyılmaz, O., A. Çelik, A. Apaydın and Ayan, T. (2005): GPS Monitoring of the Fatih Sultan Mehmet Suspension Bridge By using Assessment Methods of Neural Networks. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. 34: Part 30. http://www.isprs.org/istanbul2004/comm7/papers/1 38.pdf. Anonym (2002): Structural Deformation Surveying (EM 1110- 2-1009), US Army Corps of Engineers, Washington, DC. Aziz, W. A., Othman, Z. and Najib, H. (2001): Monitoring High-Rise Building Deformation using Global Positioning System. Asian GPS Conference 2001. Bayrak, T. (2008): Verifying Pressure of Water on Dams, a Case Study. Sensors 2008, Vol. 8, pp 5376-5385. Chrzanowski, A. S., Chrzanowski, A. and Massiera, M. (2005): Use of Deformation Monitoring Results in Solving Geomechanical Problems-Case Studies. Engineering Geology, Vol. 79, pp 3-12. In Bayrak, T. (2008): Verifying Pressure of Water on Dams, a Case Study. Sensors 2008, Vol. 8, pp 5376-5385. Erol S., Bihter E. and Ayan T. (2006); A General Review of the Deformation Monitoring Techniques and a Case Study: Analysing Deformations Using GPS/Levelling. ITU, Civil Engineering Faculty, Geodesy Division, 34469 Maslak Istanbul, Turkey. Gikas V. and Sakellariou, M. (2008): Horizontal Deflection Analysis of a Large Earthen Dam By Means of Geodetic and Geotechnical Methods. 13th FIG Symposium on Deformation Measurement and Analysis, 4th IAG Symposium on Geodesy for Geotechnical and Engineering; LNEC, LISBON 2008 May 12-15. Jianjing, J., L. Xinzheng and Jingjun, G. (2002): Study for Real-time Monitoring of Large- Span Bridge Using GPS. Progress in Safety Science and Technology. Science Press. Beijing New York. pp: 308-312. http://www.luxinzheng.net/ publications/11.htm. Ono, M. N. (2013): Advanced Geometric Geodesy. Unpublished lecture note of the Department of Surveying and Geoinformatics, Nnamdi Azikiwe University, Awka. Ono, M. N., Agbo, J. A., Ijioma, D. I. and Chubado, M. (2014): Establishment of Baseline Data for Monitoring of Deformation of Murtala Mohammed Bridge (MMB) Lokoja Kogi State, Using GPS. International Journal of Science and Technology, Vol. 4 No.5, pp 86-92 May 2014.