885
1 INTRODUCTION
In accordance with the current international
recommendations set out in the Resolution
MSC.192(79) “Adoption of the revised performance
standards for radar equipment” adopted by the
International Maritime Organisation (IMO) on 6th of
December 2004, each radar installed on or after 1st of
July 2008 on ships subject to the requirements of
SOLAS regulation V / 19 should present data from
radar tracking and on board automatic identification
system (AIS) [4]. Radar tracking aids (automatic radar
plotting aid - ARPA and automatic tracking aid -
ATA) calculate true vector, the passing distance with
detected and tracked object and time to pass it, called
respectively closest point of approach (CPA) and time
to the closest point of approach (TCPA) on the basis of
radar measurements of its distance and bearing. AIS
at given time intervals and in pulling mode
automatically transmits, receives and displays, inter
alia, indications of connected to it gyrocompass, speed
and distance measuring device and Global
Navigational Satellite System (GNSS), currently
mainly GPS, ship’s receiver. Additionally, it can
calculate and indicate CPA and TCPA on the basis of
knowledge of the geographical positions and true
motion vectors of the own ship and the opposite
vessel transmitting AIS messages. Relatively low
accuracy of radar measurements means that the data
from radar tracking can be presented with lower
accuracy than data from AIS. Due to that, when the
target data from AIS and radar tracking are both
available and the association criteria (position,
motion, etc.) are fulfilled, i.e. the AIS and radar
information is considered as concerning one physical
target, then the AIS target symbol and the
alphanumerical AIS target data should be
automatically selected and presented on the radar
display as a default condition [4].
However, the radar remains the only independent
technical source of information about surface objects
around own ship. For this reason, according to the
recommendations of the Resolution A.1106(29)
“Revised guidelines for the operational use of
shipborne automatic identification systems (AIS)
adopted by IMO on 2nd of December 2015, the AIS
may be recommended as an anti-collision device in
due time and its introduction has not impact on the
Rule 19 “Conduct of vessels in restricted visibility” of
the International Regulations for Preventing
Collisions at Sea (COLREG) and its interpretation. The
ship’s master and watch keeping officers (OOW)
should not rely on AIS as the sole information system,
Comparative Analysis of the Usefulness of AIS and
ARPA for Anti-collision Purposes
R. Wawruch
Gdynia Maritime University, Gdynia, Poland
ABSTRACT: The article discusses the principles of presenting data available from AIS and radar tracking on
ship's radar display units and describes the results of comparative studies of the accuracy of their indications on
sea-going vessels in real meeting situations in various hydro meteorological conditions.
http://www.transnav.eu
the International Journal
on Marine Navigation
and Safety of Sea Transportation
Volume 14
Number 3
December 2020
DOI: 10.12716/1001.14.04.13
886
but should make use of all safety-relevant information
available. In general, AIS may be used to assist in
collision avoidance decision-making as an additional
source of information which supports radar and radar
tracking aids to calculate true and relative vectors of
the detected and tracked echoes on the basis of radar
measurements of their distances and bearings, by
assisting in [3,13]:
identification of targets by name, call sign, ship
type and navigational status;
presentation of targets heading;
immediate identification of manoeuvres
performed by targets; and
more accurate presentation of courses, speed over
ground and rate of turn of the targets.
IEC Standard 61993-2 presenting performance
standards for AIS required that if AIS display
equipment provides facilities for the calculation of
CPA and TCPA then these facilities should comply
with the relevant clauses of the IEC Standard 62388
“Shipborne radar - Performance requirements,
methods of testing and required test results” [1]. The
said standard specifies the minimal requirements for
radar conforming to performance standards not
inferior to those adopted by IMO in the Resolution
MSC.192(79) [2]. According to both standards,
accuracy of radar tracking shall be as presented in
Table 1 [2,4]. Mentioned in this table time of steady
state tracking means radar tracking a target in the
steady phase of movement [2,4]:
after completion of the acquisition process; or
without a manoeuvre of target or own ship; or
without target swap or any disturbance.
In maritime navigation nautical miles (NM) and
knots (kn) are officially used as the units of distance
and speed. ARPA and AIS present values of distance,
CPA and speed in these units. Therefore, in this paper
they are presented in nautical miles and kilometres
and in knots and m/s (1 NM = 1852 m; 1 kn = 1 NM/h
0.514 m/s) respectively.
Resolution MSC.192(79) informs additionally that
automatic tracking accuracy [4]:
should be achieved assuming the sensor errors
allowed by the relevant IMO performance
standards (range and bearing accuracy should be
within 50 m (or +/-1% of target range) and 2°); and
may be significantly reduced during or shortly
after acquisition, own ship manoeuvre, a
manoeuvre of the target, or any tracking
disturbance and is also dependent on own ship’s
motion and sensor accuracy.
The testing standard should comprise detailed
target simulation tests as a means to confirm the
accuracy of targets with relative speeds of up to 100
kn. The operating instructions should contain a
qualified explanation and/or description of
information required by the user to operate the radar
system correctly, including limitations of the display
and tracking process and accuracy, including any
delays [4].
The Standard IEC 62388 requires that the tracking
accuracy be checked using simulated targets
generated by a target simulator in a noise-free and
clutter-free environment. Table 1 provides an
indication of typical tracking accuracy, averaged over
five tracking scenarios and with minimal sensor errors
as described in Annex E to that standard. The
individual scenarios are as follows [2]:
scenario 1 applies the sensor errors as defined in
Annex E in this standard;
scenarios 2 and 3 test own ship turns in both
directions, without sensor errors;
scenario 4 tests for target swap, without sensor
errors; and
scenario 5 provides 10 targets, including one
having a 50 % visibility; no sensor errors are
applied.
The test scenarios differentiate standard and high
speed craft by the parameters used. They simulate
own ship travelling at up to 30 kn (or up to 70 kn for
high speed craft), whilst tracking targets with a speed
of up to 70 kn. High rate of turn, own ship and target
manoeuvring, target swap, multiple targets on a
bearing, acceleration and fading are simulated. The
simulator assumes a 2. antenna (3 dB point)
horizontal beam width, an antenna rotation rate
compatible with the category of equipment, and at a
pulse length and pulse repetition frequency as
specified by the manufacturer [2].
Additionally, the tracking system shall
demonstrate tracking capability in noisy and clutter
environments. This requirement shall be checked by
visual observation. It is fulfilled if the observer
confirms that when [2]:
the test targets in scenario 5 are set to 10 dB above
peak noise level, they are tracked without
degradation of the tracking performance; and
the tracking system is operated in a typical clutter
environment and using targets of opportunity
(targets of different sizes, speeds and trajectories),
continue to be tracked with minimal degradation
to tracking performance.
All of the information provided shows that
presented in Table 1 radar tracking accuracy and
accuracy of the CPA and TCPA values presented by
AIS apply only to conditions simulated in the absence
of noise and clutters. The issue requiring research is
the accuracy of the analyzed indications on seagoing
ships of different sizes in real conditions of their
exploitation and in real meeting situations.
The measurements reported in this article were
carried out to determine;
the mean values and mean square errors of data
presented by AIS and ARPA;
the influence of the stability of the observed and
tracked ship's motion on the accuracy of
determining its true motion vector by ARPA and
CPA by ARPA and AIS as a function of time; and
the relationship between the accuracy of AIS and
ARPA indications and the current state of the sea.
They were carried out over several years and some
of their results have already been partly presented in
publications [12-15].
887
Table 1. Tracked target accuracy (95% probability figures) [2,4]
__________________________________________________________________________________________________
Time of steady Relative course Relative speed CPA TCPA True course True speed
state tracking
[min] [
o
] [kn / m/s] [NM / km] [min] [
o
] [kn / m/s]
__________________________________________________________________________________________________
1 min: trend 11 1.5 / 0.8 or 10% 1.0 / 1.85 - - -
(whichever is greater)
3 min: motion 3 0.8 / 0.4 or 1% 0.3 / 0.56 0.5 5 0.5 / 0.3 or 1%
(whichever is greater) (whichever is greater)
__________________________________________________________________________________________________
Table 2. Ships on which tests were carried out with the indication of their size category and on board AIS and radar
equipment [5,6,7,8,9,10,11,16,17,18]
__________________________________________________________________________________________________
Ship Used equipment / manufacturer
Size Type Gross Length Service speed Radar / ARPA AIS
tonnage [m] [kn / m/s]
__________________________________________________________________________________________________
V Bulk carrier 106884 299.9 1 5.6 / 8.0 JMA-9132-SA, JMA-9122-9XA / JRC JHS-183 / JRC
L LPG tanker 46789 226.0 16.7 / 8.6 JMA-9172-SA, JMA-9122-9XA / JRC JHS-183 / JRC
L Multipurpose ship 30469 199.8 16.8 / 8.6 Radar Vision Master FT X, S bands,
ARPA 340/25X, 340/30S / Sperry Marine Nauticast X-Pack
DS / Nauticast GmbH
M Multipurpose ship 11864 143.0 13.2 / 6.8 GR3017 (X-Band), GR3018 (S-Band), DEBEG 3400 / SAM
ARPA Multipilot 1100 / SAM Electronics GmbH
Electronics GmbH
M Liqufied gas carrier 22941 174.2 15.5 / 8.0 JMA-9932-SA, JMA-9922-6X / JRC JHS-182 / JRC
M Bulk carrier 20603 190 14.0 / 7.2 FAR-21X7(-BB) (X & S BAND), Furuno FA-150 / Furuno
M Container 16801 184.1 19.7 / 10.1 X & S Sperry Marine / Northtop R4 / SAAB
Grumman
S Bulk carrier 2735 89.4 11.0 / 5.7 FAR-28x7 model FAR-21x7 (-BB) / Furuno R4 / SAAB SAAB
Transponder Tech
AB
S Oil/chemical tanker 4667 97.4 13.6 / 6.7 Vision Master FT CAT 2 / Sperry Marine R4 / SAAB
Transponder Tech
AB
S General cargo 3443 93.42 12.0 / 6.2 Bridge Master E (S) / Sperry Marine JHS-182/ JRC
__________________________________________________________________________________________________
V- very large; L - large; M - medium; S - small
2 DESCRIPTION OF THE MEASUREMENTS
The measurements were conducted by students of the
Faculty of Navigation of the Gdynia Maritime
University as part of their engineering thesis listed in
bibliography [5,6,7,8,9,10,11,16,17,18], written under
the supervision of the author of this article. They were
done in real (not simulated) conditions during the sea
voyages of ten different ships presented in Table 2,
using AIS and radar equipment installed on these
vessels and mentioned in this table too. The division
of vessels into size categories was made
conventionally by the author of the paper. For the
analyses presented in this article, only measurement
series were selected, during which both the own ship
and the tracked vessel were proceeding with a steady
course and constant speed without performing any
manoeuvres. Any instabilities and errors of CPA and
true vector indications were therefore caused only by
inaccuracies in radar measurements and the influence
of the current hydro meteorological conditions,
mainly sea state, on the ship's movement.
Table 3 presents information on all ships tracked
during measurements, their names, type, length,
speed and distance to the own ship. They are grouped
according to the type of meeting situation with own
ship (parallel courses overtaking, reciprocal courses
and crossing courses) and to the size of the vessel
from which the measurements were taken. The results
of measurements during which both ships (own and
observed) were at anchors are presented separately at
the end of the Table 3. The state of the sea, expressed
in degrees of the Douglas scale in the last column of
this table, describes weather conditions during the
test. Part of the measurements presented in this table
is a repetition of information presented in the earlier
publications mentioned in the bibliography [12-15].
During each test were recorded, simultaneously
every 30 seconds, following parameters of the
observed vessel indicated by AIS and ARPA: true
bearing, distance, true course, true speed, CPA and
time to reach CPA (TCPA). In order to meet the
conditions of steady state tracking set out in the IMO
resolution and the IEC standard, observed ships were
tracked by ARPAs for at least 5 minutes before the
beginning of registration and both vessels (own and
opposite) did not take any manoeuvres at this time
and later during the registration.
The terms and abbreviations used in Table 3 mean:
Distance - distance between the ships (own and
observed) during the measurement;
L - the length of the observed vessel presented on
the web-site;
No/size category - consecutive number of the
measurement series / ship size category;
T - type of the ship indicated by AIS: B - bulk
carrier, C - container vessel, CS cargo ship, D -
dredger, F - ferry boat, FV - fishing vessel, P -
888
passenger ship, RO ro-ro vessel, SP special
purpose ship, T tanker; and
Sea state - state of the sea expressed in degrees of
the Douglas scale, sw means swell.
Table 3. Ships observed during tests divided according to the meeting situation and size category of the vessel from which
the measurements were conducted [5-18]
No/size
category
Ship’s name
T
L [m]
Speed [kn/m/s]
Distance [M/km]
Sea
state
Parallel courses - overtaking
1/V
Belgian Express
C
180
13.0 / 6.7
1.0-0.7 / 1.9-1.3
4
2/V
China Peace
B
289
0 / 0
16.8-14.5 / 31.1-26.9
3
3/V
Lena River
T
290
0 / 0
6.7-3.4 / 12.4-6.3
2
4/V
Ocean Trader
CS
180
11.1 / 5.7
19.8-19.6 / 36.7-36.3
4
5/V
Regio Mar
FV
21
8.0 / 4.1
6.5-3.0 / 12.0-5.6
2
6/V
Tian Zhu Feng
B
225
10.8 / 5.6
16.8-16.4 / 31.1-30.4
7
7/L
F.D. Gennaro Aurilia
B
225
12.0 / 6.2
14.1-13.2 / 26.1-24.4
3
8/L
Hyundai Unity
C
294
13.3 / 6.8
9.3 / 17.2
3
9/L
Suez Vasilis
T
274
14.0 / 7.2
2.0-1.8 / 3.7-3.3
4
10/L
Thorco Raffles
CS
161.5
11.8 / 6.1
6.8-6.7 / 12.6-12.4
3
11/L
Creole Spirit
T
295
11.5 / 5.9
12.5-10.6 / 23.2-19.6
2
12/L
Lake Kivu
CS
182
15.5 / 8.0
8.7-8.2 / 16.1-15.2
2
13/M
Alexandra
CS
270
17.5 / 9.0
2.5-2.2 / 4.6-4.1
2
14/M
Celtic Ambasador
CS
88
9.1 / 4.7
13.4-12.4 / 24.8-23.0
5
15/M
Christopher
CS
171
15.1 / 7.8
1.8-1.6 / 3.3-3.0
5
16/M
Coral Meandra
T
91
11.1 / 5.7
1.5-1.4 / 2.8-2.6
4
17/M
Corcovado
CS
207
0.5 / 0.3
18.9-15.8 / 35.0-29.3
1
18/M
CSCL Jupiter
CS
366
18.2 / 9.4
3.6-2.6 / 6.7-4.8
3
19/M
Flinter Aland
CS
132
10.7 / 5.5
7.9-7.1 / 14.6-13.1
4
20/M
Heinrich
T
114
11.9 / 6.1
18.6-18.1 / 34.4-33.5
2
21/M
Histria Ivory
T
179
10.8 / 5.6
17.1-17.0 / 31.7-31.5
6
22/M
Navin Kestrel
CS
116
10.2 / 5.3
5.2-4.4 / 9.6-8.1
3
23/M
Pacific Heron
SP
88
4.8 / 2.5
9.0-7.8 / 16.7-14.4
1
24/M
Panther
CS
207
16.1 / 8.3
11.4-10.9 / 21.1-20.2
3
25/M
Union Ranger
CS
185
11.7 / 6.0
18.7-18.4 / 34.6-34.1
1
26/M
Varvara
CS
225
11.2 / 5.8
5.7-5.1 / 10.6-9.4
3
27/M
MSC India
CS
278
18.0 / 9.3
4.4-3.6 / 8.2-6.7
2
28/M
Grande Cotonou
CS
236
14.6 / 7.5
15.0-14.8 / 27.8-27.4
2
29/M
Lacerta
T
183
14.2 / 7.3
6.7-6.1 / 12.4-11.3
3
30/M
Anne
T
333
0.5 / 0.3
17.8-14.8 / 33.0-27.4
3
31/M
Mosvik
CS
82
5.7 / 2.9
1.2-0.7 / 2.2-1.3
5
32/M
SFC Don
T
183
11.9 / 6.1
1.0-0.9 / 1.9-1.7
5
33/M
Nordica Hav
CS
83
6.2 / 3.2
1.8-0.9 / 3.3-1.7
5
34/M
Sca Ortviken
RO
170
13.6 / 7.0
1.1-0.5 / 2.0-0.9
4
35/M
Iron Kovdor
B
225
11.3 / 5.8
4.1-3.9 / 7.6-7.2
4
36/M
Alexandra
FV
24
2.8 / 1.4
4.8-3.8 / 8.9-7.0
2
37/M
Shiosai
B
289
9.0 / 4.6
9.4-3.5 / 17.4-6.5
5
38/M
Maersk Columbus
C
299
17.0 / 8.7
20.4-18.9 / 37.8-35.0
1
39/M
Iver Bitumen
T
109
4.8 / 2.5
3.3-3.0 / 6.1-5.6
7
40/M
Oceana
P
261
18.2 / 9.4
24.4-23.8 / 45.2-44.1
1
41/M
Fuji Bay
CS
148
16.7 / 8.6
17.7-14.1 / 32.8-26.1
1
42/S
Britannia
P
329
17.0 / 8.7
4.1-2.2 / 7.6-4.1
1
43/S
Finnstar
P
219
22.7 / 11.7
6.4-0.5 / 11.9-0.9
4
44/S
Gilingham
CS
190
13.0 / 6.7
5.7-4.7 / 10.6-8.7
4
45/S
Hafnia Sea
CS
187
18.5 / 9.5
6.0-2.6 / 11.1-4.8
2
46/S
Kompozitor Rakhmaninov
CS
126
9.6 / 4.9
2.2-2.1 / 4.0-3.9
1
47/S
Navi Star
CS
110
11.5 / 5.9
1.8-1.7 / 3.3-3.1
1
48/S
Sea Explorer
CS
110
11.5 / 5.9
0.9-0.8 / 1.7-1.5
2
49/S
Beaumonde
CS
89
4.4 / 2.3
5.8-5.7 / 10.7-10.6
3
50/S
Ogino Park
CS
145
12.2 / 6.3
4.8-4.5 / 8.9-8.3
3
51/S
SSI Pride
CS
190
10.5 / 5.4
4.2-4.1 / 7.8-7.6
6
52/S
Pinnau
CS
88
10 / 5.1
2.8-2.7 / 5.2-5.0
3
53/S
John Friedrich K
CS
89
10.5 / 5.4
1.1-0.7 / 2.0-1.3
2
54/S
Abidjan EXpress
CS
222
18.5 / 9.5
5.2-5.0 / 9.6-9.3
3
55/S
Muflao
FV
16
0.9 / 0.5
3.5-2.0 / 6.5-3.7
2
56/S
Varkan Marmara
CS
100
5.7 / 2.9
1.1-0.7 / 2.0-1.3
5
57/S
Aldebaran
CS
90
9.2 / 4.7
1.0-0,7 / 1.8-1.3
2
58/S
Belmar
T
249
5.0 / 2.6
4.1-2.8 / 7.6-5.2
3
59/S
Fortuna
CS
87
9.0 / 4.6
0.7-0.5 / 1.3-0.9
3
60/S
Maersk Privilege
T
240
1.6 / 0.8
4.1-2.1 / 7.6-3.9
4
61/S
Stone
Tug
37
7.8 / 4.0
1.1-0.5 /2.0-0.9
3
Reciprocal courses
62/V
APL Vancuver
C
328
19.2 / 9.9
18.4-13.1 / 34.1-24.3
4
63/V
Jacamar Arrow
B
199
14.0 / 7.2
5.5-1.3 / 10.2-2.4
5
64/L
Cosco Jinggangshan
B
177
10.0 / 5.1
13.1-6.6 / 24.3-12.2
5
65/L
HSC
B
289
11.6 / 6.0
7.6-5.7 / 14.1-10.6
3
889
66/L
Maersk Cape Coast
C
249
15.0 / 7.7
6.5-2.6 / 12.0-4.8
1
67/L
NYK Altair
C
333
14.1 / 7.3
12.5 / 23.2
4
68/L
Port Shanghai
B
190
10.0 / 5.1
7.7-2.5 / 14.3-4.6
5
69/L
Varamo
C
166
25.3 / 13.0
6.9-1.2 / 12.8-2.2
4
70/L
Kota Buana
CS
180
11.1 / 5.7
11.6-5.3 / 21.5-9.8
3
71/L
Militos
T
274
12.4 / 6.4
5.4-2.7 / 10.0-5.0
3
72/M
Ara Antwerpen
CS
145
11.2 / 5.8
9.2-3.0 / 17.0-5.6
4
73/M
Beatriz B
CS
159
12.9 / 6.6
19.0-12.9 / 35.2-24.0
6
74/M
Bomar Resolute
CS
232
15.4 / 7.9
7.0-1.8 / 13.0-3.3
1
75/M
Eken
T
135
12 / 6,2
4.7-2.0 / 8.7-3.7
2
76/M
Gas Pasha
CS
96
9.3 / 4.8
14.1-8.4 / 26.1-15.6
3
77/M
Hoegh Shanghai
CS
229
9.2 / 4.7
17.1-11.3 / 31.7-20.9
2
78/M
Rome Trader
CS
179
14.4 / 7.4
19.5-12.6 / 36.1-23.3
2
79/M
Rome Trader
CS
179
14.4 / 7.4
10.1-3.4 / 18.7-6.3
2
80/M
Thorco Legion
CS
132
12.35 / 6.4
13.5-6.8 / 25.0-12.6
3
81/M
Cape Esmeralda
CS
127
11.3 / 5.8
14.2-10.6 / 26.3-19.6
3
82/M
Capella
T
185
13.2 / 6.8
4.4-3.0 / 8.1-5.6
3
83/M
Stena Germanica
F
240
16.6 / 8.5
7.4-0.9 / 13.7-1.7
5
84/M
Minerva Lisa
T
243
13.4 / 6.9
7.5-1.3 / 13.9-2.4
5
85/M
Arklov Brave
CS
120
12.3 / 6.3
6.7-4.6 / 12.4-8.5
4
86/M
Jing Lu Hai
B
225
12.5 / 6.4
5.7-4.3 / 10.6-8.0
4
87/M
Hong Yu
B
225
10.9/ 5.6
6.0-0.9 / 11.1-1.7
6
88/M
Luzon Strait
C
167
20.5 / 10.5
9.1-1.8 / 16.9-3.3
4
89/M
Aknoul
RO
122
13.5 / 6.9
6.2-4.6 / 11.5-8.5
1
90/M
LPG Barouda
T
115
9.8 / 5.0
11.0-4.2 / 20.4-7.8
2
91/M
Reggedijk
CS
90
10.0 / 5.1
9.3-7.4 / 17.2-13.7
2
92/S
Baltic Advance
T
182
11.1 / 5.7
10.9-1.4 / 20.2-2.6
3
93/S
Genco Thunder
CS
225
10.2 / 5.2
10.3-3.5 / 19.1-6.5
4
94/S
Seabourn Ovation
P
211
16.9 / 8.7
11.0-4.9 / 20.4-9.1
2
95/S
Tidan
CS
88
10.5 / 5.4
9.8-1.8 / 18.1-3.3
2
96/S
Clipper Point
CS
142
17.0 / 8.7
10.6-3.3 / 19.6-6.1
5
97/S
Emek S
CS
112
14.2 / 7.3
9.1-5.3 / 16.9-9.8
2
98/S
Sider Amy
CS
136
13.1 / 6.7
7.5-4.7 / 13.9-12.4
4
99/S
Tramaro Paris
CS
154
12.2 / 6.3
7.7-4.6 / 14.3-8.5
6
100/S
Drenec
CS
336
12.3 / 6.3
7.2-3.9 / 13.3-7.2
5
101/S
Anneleen Knutsen
T
187
6.7 / 3.4
4.9-1.0 / 9.1-1.9
1
102/S
Carten Elina
CS
102
10.2 / 5.2
6.3-1.7 / 11.7-3.1
4
103/S
Corinne
CS
74
9.5 / 4.9
5.8-1.0 / 10.7-1.9
1
104/S
Edmy
CS
86
9.9 / 5.1
8.6-3.7 / 15.9-6.9
2
105/S
Pluto
T
184
10.2 / 5.2
7.4-2.7 / 13.7-5.0
3
106/S
Samskip Frost
CS
86
13.2 / 6.8
5.2-1.1 / 9.6-2.0
2
107/S
Seapike
T
200
12.8 / 6.6
5.9-0.6 / 10.9-1.1
3
108/S
Stavangerfjord
P
170
14.5 / 7.5
8.7-2.6 / 16.1-4.8
4
Crossing courses
109/V
Bulk Switzerland
B
289
9.5 / 4.9
20.0-18.0 / 37.0-33.3
5
110/V
Free Neptune
CS
185
11.5 / 5.9
14.2-11.5 / 26.2-21.3
2
111/V
MSC Rachele
C
334
19.5 / 10.0
23.4-17.5 / 43.3-32.4
5
112/V
NCC Danah
T
183
13.5 / 6.9
5.6-3.3 / 10.4-6.1
7
113/V
OOCL Korea
C
366
15.8 / 8.1
5.7-1.6 / 10.6-3.0
7 sw
114/V
Spirit of Britain
F
213
23.5 / 12.1
9.1-8.3 / 16.9-22.4
3
115/L
Cap San Marco
C
333
20.0 / 10.3
4.3-2.7 / 8.0-5.0
4
116/L
Carnival Valor
P
292
18.2 / 9.4
3.4-2.9 / 6.3-5.4
4
117/L
Horncap
C
153
14.5 / 7.5
5.6-2.9 / 10.4-5.4
3
118/L
JS Columbia
B
199
14.4 / 7.4
16.7-12.8 / 30.9-23.7
2
119/L
Gpo Grace
CS
225
2.4 / 1.2
9.1-5.5 / 16.9-10.2
4sw
120/L
Rix Spring
D
82
2.3 / 1.2
3.9-2.4 / 7.2-4.4
3sw
121/M
Abis Calais
CS
115
9.4 / 4.8
16-13.7 / 29.6-25.4
4
122/M
Arklow Cadet
CS
87
10.6 / 5.4
6.7-4.3 / 12.4-8.0
3
123/M
Coral Lophelia
T
109
13.4 / 6.9
17.1-16.3 / 31.7-30.2
5
124/M
Ilyas Efendiyev
CS
140
8.4 / 4.3
9.6-4.9 / 17.8-9.1
2
125/M
Rio de Janeiro Express
CS
260
13.4 / 7.4
19.5-15.4 / 36.1-28.5
2
126/M
Sea Faith
T
182
12.8 / 6.6
10.9-7.7 / 20.2-14.3
3
127/M
Leon Poseidon
T
149
13.5 / 6.9
16.0-12.5 / 29.6-23.2
3
128/M
Lolland
F
100
12.3 / 6.3
2.8-0.9 / 5.2-1.7
8
129/M
Thun Gazelle
T
116
9.9 / 5.1
6.7-5.4 / 12.4-10.0
5
130/M
Washington Express
C
243
14.2 / 7.3
12.2-7.8 / 22.6-14.4
3
131/M
Sakura
B
196
11.2 / 5.8
10.9-10.1 / 20.2-18.7
3
132/M
Vienna Wood N
B
190
10.6 / 5.4
8.1-6.2 / 15.0-11.5
3
133/M
Arklow Vanguard
CS
87
11.3 / 5.8
6.9-3.1 / 12.8-5.7
2
134/M
Seastar Trojan
CS
179
12.3 / 6.3
15.9-14.3 / 29.4-26.5
6
135/M
Med Baltic
T
123
13.6 / 7.0
5.8-4.6 / 10.7-8.5
1
136/M
Nave Equinox
T
184
13.5 / 6.9
10.6-7.5 / 19.6-13.9
1
137/M
Pac Athena
CS
179
13.8 / 7.1
10.5-6.0 / 19.5-11.1
2
138/M
Melody Fair
CS
200
12.9 / 6.6
15.9-12.8 / 29.4-23.7
1
139/M
Nissos Schinoussa
T
254
7.9 / 4.1
9.5-7.5 / 17.6-13.9
1
890
140/M
Bomar Victory
C
179
7.2 / 3.7
21.8-20.5 / 40.4-38.0
2
141/M
Ocean Tianchen
B
199
2.2 / 1.1
6.1-5.1 / 11.3-9.4
7
142/M
Apl Le Havre
C
354
16.4 / 8.4
21.2-19.5 / 39.3-36.1
6
143/M
Salahuddi N
C
368
17.2 / 8.8
15.3-14.7 / 28.3-27.2
6
144/M
Bulk Beothuk
B
190
10.7 / 5.5
18.7-15.7 34.6-29.1
6
145/M
Atlantic Geneva
C
148
10.8 / 5.6
24.3-18.3 / 45.0-33.9
5
146/M
Green Ocean
CS
108
11.3 / 5.8
18.9-15.6 / 35.0-28.9
5
147/M
Am Gijon
B
292
10.6 / 5.5
20.0-19.1 / 37.0-35.4
5
148/M
Hestia Leader
RO
199
16.5 / 8.5
16.8-15.1 / 31.1-28.0
2
149/M
Volcan de Tijarafe
P
154
23.6 / 12.1
11.7-9.1 / 21.7-16.9
2
150/M
Brotonne Bridge
C
268
13.5 / 6.9
7.7-0.9 / 14.3-1.7
4
151/M
Genoa Express
C
228
11.1 / 5.7
10.3-9.7 / 19.1-18.0
5
152/S
Ekfjord
T
144
11.7 / 6.0
8.6-2.4 / 15.9-4.4
3
153/S
Freya
CS
118
17.5 / 9.0
8.8-5.8 / 16.3-10.7
1
154/S
John August Essberger
T
120
12.2 / 6.3
10.3-5.5 / 19.1-10.2
1
155/S
King Gregory
T
183
11.7 / 6.0
8.6-3.1 / 15.9-5.7
3
156/S
Jade
CS
190
12.6 / 6.5
5.2-1.5 / 9.6-2.8
3sw
157/S
Navion Stavanger
CS
277
13.5 / 6.9
11.9-6.1 / 22.0-11.3
5
158/S
Ionis
P
96
15.6 / 8.0
2.9-2.3 / 5.4-4.3
3
159/S
Tamara
CS
117
12.4 / 6.4
16.6-15.9 / 30.7-29.4
2
160/S
Floto SG 244
FV
18
2.8 / 1.4
2.9-0.5 / 5.4-0.9
3
161/S
Superspeed 1
P
26
25.5 / 13.1
4.0-1.8 / 7.4-3.3
3
Both ships at anchor
162/M
Despina Angel
CS
169
0
1.2 / 2.2
3
163/M
Lacerta
T
183
0
1.7 / 3.2
3
164/M
Ridgebury Maryselena
T
274
0
1.0 / 1.8
3
165/M
Dylan
T
180
0
1.9 / 3.5
3
3 RESULTS OF THE MEASUREMENTS
Tables 4 and 5 present results of tests listed in Table 3
and conducted on ships mentioned in the Table 2.
They contain information about mean values (M) and
standard deviations (σ) of true motion vectors (true
courses and true speeds) and CPA of observed vessels
presented by AIS and ARPA in particular
measurement series. Values of standard deviations
exceeding their limits specified in Table 1 are printed
in these tables in bold and are underlined.
Table 4. Results of tests conducted on ships. True course and true speed (95% probability figures) [own study]
No/s
ize
category
ARPA
AIS
True course (TC)
True speed (TSp)
True course (TC)
True speed (TSp)
M
M
M
M
[
o
]
[
o
]
[kn / m/s]
[kn / m/s]
[
o
]
[
o
]
[kn / m/s]
[kn / m/s]
Parallel courses overtaking
1/V
255.0
2.7
13.12 / 6.74
0,28 / 0.14
254.5
3.0
12.96 / 6.66
0.12 / 0.06
2/V
252.6
142.7
0.43 / 0.22
1.30 /0.67
265.3
67.8
0.00
0.00
3/V
202.5
196.4
0.00
0.00
353.7
3.2
0.06 / 0.03
0.10 / 0.05
4/V
026.7
15.9
11.36./ 5.84
2.32 / 1.19
026.0
9.6
11.14 / 5.73
0.28 / 0.14
5/V
248.7
3.3
8.34 / 4.29
0.16 / 0,08
246.0
4.1
8.06 / 4.14
0.34 / 0.17
6/V
264.5
23.0
11.06 / 5.68
0.96 / 0.49
264.1
12.3
10.86 / 5.58
0.44 / 0.23
7/L
094.3
12.7
11.96 / 6.15
1.20 / 0.62
092.9
4.1
11.96 / 6.15
0.10 / 0.05
8/L
086.0
1.9
13.38 / 6.88
0.66 / 0.34
085.4
1.4
13.31 / 6.84
0.08 / 0.04
9/L
084.4
1.5
14.98 / 7.70
0.22 / 0.11
082.5
1.3
14.05 / 7.22
0.10 / 0.05
10/L
160.7
1.9
11.65 / 5.99
0.26 / 0.13
161.7
8.8
11.8 / 6.07
0.44 / 0.23
11/L
187.1
12.9
11.48 / 5.90
6.20 / 3.12
188.3
5.1
11.51 / 5.92
1.50 / 0.77
12/L
023.5
68.7
19.01 / 9.77
11.12 / 5.72
039.0
0.3
15.46 / 7.95
0.10 / 0.05
13/M
029.6
1.0
17.44 / 8.96
0,30 / 0.15
029.4
1.0
17.48 / 8.98
0.34 / 0.17
14/M
206.9
8.4
9.17 / 4,71
0,28 /0.14
208.6
4.2
9.08 / 4.67
0.16 / 0.08
15/M
051.4
2.4
15.07 / 7.75
0,18 / 0.09
051.1
4.5
15.09 / 7.76
0.28 / 0.14
16/M
061.1
0.5
11.10 / 5.71
0,12 / 0.06
060.9
0.9
11.10 / 5.71
0.10 / 0.05
17/M
189.3
23.3
0.50 / 0.26
0,16 / 0.08
149.7
13.3
0.52 / 0.27
0.10 / 0.05
18/M
035.2
4.3
18.22 / 9.37
0,54 / 0.28
034.7
2.9
18.19 / 9.35
0.16 / 0.08
19/M
211.2
2.0
10.73 / 5.52
0,38 / 0.20
210.9
1.1
10.69 / 5.49
0.22 / 0.11
20/M
347.1
3.8
12.06 / 6.20
1.44 / 0.74
346.9
3.3
11.87 / 6.10
0.42 / 0.22
21/M
194.6
4.6
10.69 / 5.49
0.68 / 0.35
194.2
4.5
10.86 / 5.58
0.46 / 0.24
22/M
242.6
2.8
10.24 / 5.26
0.30 / 0.15
242.7
1.1
10.25 / 5.27
0.12 / 0.06
23/M
250.8
3.4
4.72 / 2.43
0.30 / 0.15
249.2
1.9
4.78 / 2.46
0.08 / 0.04
24/M
179.3
2.7
16.18 / 8.32
0.42 / 0.22
179.4
1.9
16.13 / 8.29
0.22 / 0.11
25/M
140.7
4.0
11.79 / 6.06
0.80 / 0.41
139.2
1.8
11.65 / 5.99
0.20 / 0.10
26/M
252.9
1.3
11.30 / 5.81
0.58 / 0.30
253.6
1.2
11.21 / 5.76
0.08 / 0.04
27/M
244.8
1.8
17.96 / 9.23
1.34 / 0.69
247.3
0.9
18.00 / 9.25
0.10 / 0.05
28/M
072.2
0.6
14.51 / 7.46
0.64 / 0.33
072.5
1.1
14.57 / 7.49
0.16 / 0.08
29/M
236.5
1.0
14.15 / 27.53
0.38 / 0.20
236.9
0.7
14.23 / 7.31
0.16 / 0.08
30/M
062.6
229.9
0.49 / 0.25
0.48 / 0.25
060.2
8.1
0.48 / 0.25
0.65 / 0.33
31/M
247.3
3.1
5.65 / 2.90
0.59 / 0.30
248.7
6.2
5.66 / 2.91
0.62 / 0.32
32/M
248.9
1.2
11.88 / 6.11
0.31 / 0.16
248.9
2.0
11.81 / 6.07
0.15 / 0.08
891
33/M
251.6
2.0
6.18 / 3.18
0.54 / 0.28
251.3
5.3
6.19 / 3.18
0.40 / 0.21
34/M
253.7
3.4
13.60 / 6.99
0.41 / 0.21
252.7
2.8
13.50 / 6.94
0.21 / 0.11
35/M
210.7
1.7
11.25 / 5.78
0.39 / 0.20
210.6
3.1
11.21 / 5.76
0.22 / 0.11
36/M
097.6
4.1
2.81 / 1.44
0.15 / 0.08
094.5
7.6
2.89 / 1.49
0.20 / 0.10
37/M
024.4
4.0
9.09 / 4.68
0.47 / 0.24
033.0
1.0
8.95 / 4.60
0.10 / 0.05
38/M
111.9
12.8
17.71 / 9.10
2.62 / 1.35
108.6
1.6
16.96 / 8.72
0.10 / 0.05
39/M
256.6
10.1
4.83 / 2.48
1.18 / 0.61
254.4
14.3
4.79 / 2.46
0.95 / 0.49
40/M
076.5
3.1
21.21 / 10.90
7.80 / 4.01
078.7
1.3
18.24 / 9.38
0.26 / 0.13
41/M
262.6
6.5
16.79 / 8.63
1.61 / 0.83
263.9
2.9
16.72 / 8.59
0.27 / 0.14
42/S
037.1
3.1
17.00 / 8.74
0.18 / 0.09
037.5
2.0
17.00 / 8.74
0.16 / 0.08
43/S
249.8
0.6
22.80 / 11.7
0.36 / 0.19
249.6
1.1
22.70 / 11.67
0.16 / 0.08
44/S
034.3
1.8
13.0 / 6.68
0.16 / 0.08
033.9
1.8
13.00 / 6.68
0.12 / 0.06
45/S
051.1
0.8
18.5 / 9.51
0.34 / 0.17
051.1
1.0
18.40 / 9.46
0.34 / 0.17
46/S
231.5
0.3
9.71 / 4.99
1.2 / 0.62
231.6
0.9
9.60 / 4.93
0.14 / 0.07
47/S
034.8
1.8
11.50 / 5.91
1.5 / 0.78
034.8
2.0
11.50 / 5.91
0.18 / 0.09
48/S
061.0
2.4
11.60 / 5.96
0.40 / 0.21
060.9
1.8
12.00 / 6.17
0.18 / 0.09
49/S
085.7
4.1
4.33 / 2.23
0.64 / 0.33
085.5
2.0
4.38 / 2.25
0.09 / 0.05
50/S
359.4
1.3
12.20 / 6.27
0.26 / 0.13
000.1
1.0
12.17 / 6.26
0.14 / 0.07
51/S
029.0
2.8
10.61 / 5.45
0.60 / 0.31
028.7
5.0
10.46 / 5.38
0.45 / 0.23
52/S
289.6
1.1
10.00 / 5.14
0.28 / 0.15
289.6
1.3
10.00 / 5.14
0.12 / 0.06
53/S
250.5
0.7
10.65 / 5.47
0.41 / 0.21
250.8
1.7
10.49 / 5.39
0.38 / 0.20
54/S
208.0
0.8
18.38 / 9.45
0.76 / 0.39
207.7
1.4
18.44 / 9.48
0.21 / 0.11
55/S
Variable
-
0.88 / 0.45
0.86 / 0.44
Variable
-
0.54 / 0.28
0.42 / 0.22
56/S
102.6
2.7
5.70 / 2.93
1.37 / 0.70
103.3
3.0
5.66 / 2.91
1.70 / 0.87
57/S
083.3
1.3
9.20 / 4.73
0.20 / 0.10
082.9
1.4
9.19 / 4.72
0.12 / 0.06
58/S
159.3
13.1
5.03 / 2.59
3.40 / 1.75
160.1
3.7
4.97 / 2.55
0.15 / 0.08
59/S
166.9
18.2
9.11 / 4.68
0.63 / 0.32
166.9
18.0
9.03 / 4.64
0.29 / 0.15
60/S
155.4
147.0
0.53 / 0.27
0.45 / 0.23
120.6
125.7
0.17 / 0.09
0.18 / 0.09
61/S
158.7
3.5
7.80 / 4.01
0.28 / 0.14
158.9
2.7
7.78 / 4.00
0.23 / 0.12
Reciprocal courses
62/V
068.4
7.1
19.26 / 9.90
2.98 / 1.53
068.7
1.4
19.17 / 9.85
0.22 / 0.11
63/V
207.8
1.2
14.03 / 7.21
0.28 / 0.14
204.9
1.1
13.99 / 7.19
0.14 / 0.07
64/L
232.2
5.3
11.16 / 5,74
0.22 / 0.11
232.7
2.4
11.14 / 5.73
0.12 / 0.06
65/L
040.7
1.3
11.73 / 6.03
0.38 / 0.20
042.6
1.2
11.52 / 5.92
0.16 / 0.08
66/L
236.6
1.2
15.54 / 7.99
0.50 / 0.26
237.1
1.0
15.43 / 7.93
0.18 / 0,09
67/L
054.2
3.1
14.62 / 7.51
0.72 / 0.37
052.1
1.0
14.11 / 7.25
0.08 / 0.04
68/L
229.6
1.5
10.39 / 5.34
0.24 / 0.12
234.5
1.8
10.18 / 5.23
0.12 / 0.06
69/L
321.3
1.4
13.10 / 6.73
0.30 / 0.15
322.5
2.2
13.07 / 6.72
0.44 / 0.23
70/L
163.0
17.7
11.91 /6.12
1.18 / 0.61
160.3
10.2
11.12 / 5.72
0.28 / 0.14
71/L
139.6
2.1
12.38 /6.36
0.48 / 0.25
139.5
2.1
12.42 / 6.38
0.13 / 0.07
72/M
232.9
2.4
11.28 / 5.80
0.64 / 0.33
231.4
1.6
11.20 / 5.76
0.16 / 0.08
73/M
009.2
4.4
13.06 / 6.71
1.00 / 0.51
011.1
1.3
12.78 / 6.57
0.26 / 0.13
74/M
312.5
6.1
15.57 / 8.00
0.58 / 0.30
314.6
1.9
15.43 / 7.93
0.16 / 0.08
75/M
221.1
0.9
12.57 / 6.46
1.50 / 0.77
220.4
1.1
12.12 / 6.23
0.16 / 0.08
76/M
207.2
2.5
9.31 / 4.79
0.54 / 0.28
209.1
1.3
9.30 / 4.78
0.16 / 0.08
77/M
180.9
7.4
9.33 / 4.80
0.46 / 0.24
181.2
1.5
9.23 / 4.74
0.08 /0.04
78/M
179.2
4.1
14.47 / 7.44
0.48 / 0.25
181.6
1.6
14.34 / 7.37
0.16 / 0.08
79/M
178.9
2.8
14.39 / 7.40
0.26 / 0.13
181.7
1.4
14.25 / 7.32
0.12 / 0.06
80/M
032.2
7.8
12.39 / 6.37
0.22 / 0.11
032.0
1.2
12.39 / 6.37
0.10 / 0.05
81/M
326.8
3.8
11.86 / 6.10
0.65 / 0.33
329.1
2.5
11.26 / 5.79
0.17 / 0.09
82/M
091.2
3.3
13.47 / 6.92
0.85 / 0.44
091.9
0.8
13.20 / 6.78
0
83/M
208.7
1.7
16.60 / 8.53
0.56 / 0.29
210.1
1.6
16.41 / 8.43
0.25 / 0.13
84/M
208.8
2.2
13.42 / 6.90
0.45 / 0.23
209.3
1.0
13.30 / 6.84
0.10 / 0.05
85/M
026.0
1.4
12.25 / 6.30
0.49 / 0.25
027.9
3.1
12.10 / 6.22
0.16 / 0.08
86/M
021.1
1.4
12.54 / 6.45
0.54 / 0.28
023.3
3.1
12.40 / 6.38
0.21 / 0.11
87/M
030.5
0.7
10.87 / 5.59
0.17 / 0.32
031.7
0.9
10.80 / 5.55
0.13 / 0.24
88/M
071.4
1.7
20.48 / 10.53
0.35 / 0.18
069.7
2.6
20.37 / 10.47
0.46 / 0.24
89/M
037.1
1.9
13.58 / 6.98
0.66 / 0.34
043.3
1.8
13.54 / 6.96
0.21 / 0.11
90/M
104.4
1.2
9.83 / 5.05
0.13 / 0.07
109.6
1.8
9.84 / 5.06
0.16 / 0.08
91/M
078.5
1.0
10.40 / 5.35
1.2 / 0.62
077.9
4.8
10.0 / 5.14
0.14 / 0.07
92/S
058.7
1.6
11.30 / 5.81
1.14 / 0.59
058.3
0.9
11.11 / 5.71
0.80 / 0.41
93/S
070.9
0.7
10.30 / 5.29
0.28 / 0.14
070.2
0.4
10.20 / 5.24
0.1 / 0.05
94/S
037.5
1.2
17.05 / 8.76
0.56 / 0.29
037.3
0.7
16.90 / 8.69
0.24 / 0.12
95/S
268.1
0.8
10.58 / 5.44
0.28/0.14
268.8
0.6
10.45 / 5.37
0.10 / 0.05
96/S
099.2
2.2
17.00 / 8.74
0.83/0.43
098.9
1.7
16.86 / 8.67
0.63 / 0.32
97/S
214.7
2.5
14.17 / 7.28
0.57/0.29
216.4
1.7
14.20 / 7.30
0.05 / 0.03
98/S
017.9
1.4
12.97 / 6.67
0.48/0.25
016.3
3.6
13.14 / 6.75
0.24 / 0.12
99/S
284.3
2.0
12.05 / 6.19
0.75/0.39
285.6
2.0
12.20 / 6.27
0.39 / 0.20
100/S
033.7
2.5
12.21 / 6.28
1.12/0.58
035.8
0.5
12.30 / 6.32
0
101/S
270.7
3.5
7.06 / 3.63
1.28/0.66
269.5
1.3
6.72 / 3.45
0.10 / 0.05
102/S
045.4
4.3
11.0 / 5.65
0.74 / 0.38
043.3
1.7
10.21 / 5.25
3.43 / 1.76
103/S
226.3
5.5
9.60 / 4.93
0.35 / 0.18
224.8
1.3
9.51 / 4.89
0.18 / 0.09
104/S
053.2
6.0
9.88 / 5.08
0.30 / 0.15
050.8
1.1
9.87 / 5.07
0.14 / 0.07
105/S
041.6
4.4
10.38 / 5.34
0.22 / 0.11
034.5
1.0
10.18 / 5.23
0.12 / 0.06
106/S
285.5
4.7
13.27 / 6.82
0.35 / 0.18
284.8
1.5
13.18 / 6.77
0.27 / 0.14
892
107/S
148.8
4.1
12.80 / 6.58
0.82 / 0.42
147.1
2.4
12.77 / 6.56
0.26 / 0.13
108/S
132.6
3.6
14.40 / 7.40
0.60 / 0.31
130.7
3.3
14.46 / 7.43
0.30 / 0.15
Crossing courses
109/V
084.6
12.5
9.62 / 4.94
3.94 / 2.03
084.2
8.7
9.53 / 4.90
0.22 / 0.11
110/V
025.9
11.4
11.49 / 5.91
0.56 / 0.29
024.8
1.2
11.48 / 5.90
0.20 / 0.10
111/V
289.4
16.4
20.11 / 10.34
7.82 / 4.02
289.7
1.4
19.72 / 10.14
0.14 / 0.07
112/V
087.5
3.1
13.69 / 7.04
0.38 / 0.20
087.8
7.6
13.56 / 6.97
0.40 / 0.21
113/V
270.5
1.3
15.97 / 8.21
0.60 / 0.31
270.5
2.2
15.96 / 8.20
0.38 / 0.20
114/V
118.4
5.8
23.14 / 11.89
0.90 / 0.46
114.7
7.3
23.50 / 12.01
0.48 / 0.25
115/L
198.8
0.5
20.43 / 10.50
0.36 / 0.19
202.0
0.5
20.05 / 10.31
0.14 / 0.07
116/L
130.0
1.3
18.38 / 9.45
0.52 / 0.27
130.0
1.1
18.16 / 9.33
0.12 / 0.06
117/L
017.8
1.1
14.32 / 7.36
0.32 / 0.16
019.6
1.6
14.60 / 7.50
0.12 / 0.06
118/L
033.1
2.5
13.84 / 7.11
0.70 / 0.36
034.4
3.1
14.29 / 7.35
0.16 / 0.08
119/L
158.8
16.2
2.56 / 1.32
0.72 / 0.37
161.2
6.6
2.44 /1.25
0.52 / 0.27
120/L
030.9
16.9
9.58 / 4.92
2.11 / 1.08
028.3
2.1
9.48 /4.87
0.30 / 0.15
121/M
166.9
1.9
9.55 / 4.91
0.92 / 0.47
165.9
2.5
9.40 / 4.83
0.22 / 0.11
122/M
298.0
2.5
10.62 / 5.46
0.28 / 0.14
297.4
3.8
10.49 / 5.39
0.18 / 0.09
123/M
215.4
9.4
13.12 / 6.74
2.40 / 1.23
216.9
1.9
13.45 / 6.91
0.20 / 0.10
124/M
269.0
5.8
8.55 / 4.39
0.84 / 0.43
268.8
2.0
8.44 / 4.34
0.12 / 0.06
125/M
083.5
2.3
14.56 / 7.48
0.70 / 0.36
083.6
0.8
14.46 / 7.43
0.10 / 0.05
126/M
310.6
0.6
12.83 / 6.59
0.42 / 0.22
311.2
1.4
12.80 / 6.58
0.17 / 0.09
127/M
324.9
3.5
13.55 / 6.96
0.59 / 0.30
324.6
3.8
13.52 / 6.95
0.07 / 0.04
128/M
126.7
6.2
12.27 / 6.31
1.17 / 0.60
125.1
3.9
11.84 / 6.09
0.21 / 0.11
129/M
349.7
1.3
9.86 / 5.09
0.14 / 0.07
351.3
1.3
9.74 / 5.01
0.20 / 0.10
130/M
290.4
2.0
14.16 / 7.29
0.76 / 0.39
290.9
1.3
14.43 / 7.42
0.34 / 0.17
131/M
116.4
1.5
11.20 / 6.27
0.37 /0.19
116.1
1.5
11.21 / 5.76
0.08 / 0.04
132/M
107.8
1.6
10.56 / 5.43
0.31 / 0.16
108.6
0.9
10.78 / 5.54
0.07 / 0.04
133/M
200.5
1.9
11.32 / 5.82
0.44 / 023
202.4
0.9
10.96 / 5.63
0.11 / 0.06
134/M
116.6
6.3
12.63 / 6.49
2.08 / 1.10
117.6
1.7
12.27 / 6.31
0.40 / 0.21
135/M
005.7
6.3
14.03 / 7.21
0.66 / 0.34
009.6
6.5
13.57 / 6.97
0.09 / 0.05
136/M
074.3
9.1
13.60 / 6.99
0.65 / 0.33
075.1
1.0
13.48 / 6.93
0.18/ 0.09
137/M
266.2
2.3
13.52 / 6.95
0.83 / 0.43
270.3
1.8
13.77 / 7.08
0.10 / 0.05
138/M
253.1
9.6
11.95 / 6.14
3.04 / 1.56
263.1
1.0
12.92 / 6.64
0.56 / 0.29
139/M
290.3
4.2
6.63 / 3.41
2.08 / 1.07
294.0
1.3
7.87 / 4.05
0.76 / 0.39
140/M
129.5
2,0
7.36 / 3.78
0.10 / 0.05
123.7
2.6
7.15 / 3.68
0.13 / 0.07
141/M
201.4
89.52
2.44 / 1.25
1.79 / 0.92
210.9
51.9
2.23 / 1.15
1.67 / 0.86
142/M
265.8
38.8
17.49 / 8.99
11.66 / 5.99
257.8
34.3
16.37 / 8.41
10.16 / 5.22
143/M
076.1
17.1
17.63 / 9.06
8.51 / 4.37
080.4
4.0
17.18 / 8.83
0.64 / 0.33
144/M
088.9
54.1
10.47 / 5.38
5.91 / 3.04
079.8
9.1
10.69 / 5.49
0.42 / 0.22
145/M
059.7
122.3
13.40 / 6.89
10.50 / 5.40
033.8
9.62
10.83 / 5.57
1.69 / 0.87
146/M
086.2
34.7
12.16 / 6.25
14.47 / 7.44
085.4
5.5
11.32 / 5.82
0.33 / 0.17
147/M
093.7
101.2
10.59 / 5.44
16.23 / 8.34
081.7
9.4
10.55 / 5.42
0.40 / 0.21
148/M
208.9
5
16.33 / 8.39
2.98 / 1.53
210.4
4.0
16.47 / 8.47
0.13 / 0.07
149/M
097.0
3.1
23.72 / 12.19
1.00 / 0.51
099.2
2.7
23.62 / 12.14
0.29 / 0.15
150/M
252.6
3.3
13.35 / 6.86
0.29 / 0.15
256.0
3.2
13.47 / 6.92
0.13 / 0.07
151/M
105.6
4.8
11.56 / 5.94
0.56 / 0.29
107.1
1.4
11.14 / 5.73
0.15 / 0.08
152/S
237.7
1.0
11.86 / 6.10
0.22 / 0.11
238.5
1.1
11.62 / 5.97
0.08 / 0.04
153/S
017.3
2.4
17.60 / 9.05
0.60 / 0.31
017.7
0.1
17.50 / 9.00
0.16 / 0.08
154/S
015.8
3.2
12.20 / 6.27
0.44 / 0.23
016.6
0.9
12.17 / 6.27
0.18 / 0.09
155/S
254.2
2.4
11.90 / 6.12
1.58 / 0.81
255.2
0.8
11.70 / 6.01
0.28 / 0.14
156/S
066.5
8.5
12.84 / 6.60
0.53 / 0.27
064.9
6.5
12.69 / 6.52
0.19 / 0.10
157/S
252.2
2.4
13.58 / 6.98
0.73 / 0.38
251.0
2.8
13.70 / 7.04
0.41 / 0.21
158/S
050.6
140.8
16.03 / 8.24
12.15 / 6.25
032.3
10.7
15.60 / 8.02
0.13 / 0.07
159/S
313.7
15.6
12.39 / 6.37
1.73 / 0.89
314.5
1.5
12.38 / 6.36
0.13 / 0.07
160/S
205.9
2.3
2.91 / 1.50
1.03 / 0.53
206.4
6.7
2.79 / 1.43
0.08 / 0.04
161/S
183.5
1.3
25.12 / 12.91
0.60 / 0.31
182.3
0.5
25.5 / 13.11
0.21 / 0.11
Both ships at anchor
162/M
1.21/2.24
0.01/0.02
0.12 / 0.06
0.12 / 0.06
1.23 / 2.28
0.01/0.02
0
0
163/M
1.72/3.19
0.02/0.04
0.25 / 0.13
0.35 / 0.18
1.69 / 3.13
0.07/0.13
0.06 / 0.04
0.09 / 0.05
164/M
0.99/1.83
0.02/0.04
0.28 / 0.14
0.21 / 0.11
1.00 / 1.85
0.05/0.09
0.43 / 0.22
0.45 / 0.23
165/M
1.87/3.46
0.01/0.02
0.27 / 0.14
0.33 / 0.17
1.83 / 3.39
0.01/0.02
0
0
Table 5. Results of tests conducted on ship’s. CPA (95% probability figures) [own study]
No/s
ize
category
CPA (ARPA)
CPA (AIS)
Mean value
Mean value
[M / km]
[M / km]
[M / km]
[M / km]
Parallel courses - overtaking
1/V
0.69 / 1.28
0.04 / 0.07
0.67 / 1.24
0.04 / 0.07
2/V
4.50 / 8.33
1.74 / 3.22
4.38 / 8.11
0.74 / 1.37
3/V
0.68 / 1.26
0.02 / 0.04
0.69 / 1.28
0.04 / 0.07
4/V
17.18 / 31.82
5.20 / 9.63
15.71 / 29.09
6.12 / 11.33
5/V
2.65 / 4.91
0.14 / 0.26
2.58 / 4.78
0.12 / 0.22
6/V
11.31 / 20.95
8.68 / 16.08
9.99 / 18.50
7.04 / 13.04
7/L
6.72 / 12.45
5.82 / 10.78
7.66 / 14.19
1.60 / 2.96
8/L
9.25 / 17.13
0.06 / 0.11
9.18 / 17.00
0.06 / 0.11
893
9/L
1.64 / 3.04
0.18 / 0.33
1.45 / 2.69
0.16 / 0.30
10/L
6.27 / 11.61
2.35 / 4.35
6.33 / 11.72
0.27 / 0.50
11/L
7.79 / 14.43
3.93 / 7.28
8.38 / 15.52
0.99 / 1.83
12/L
6.01 / 11.13
5.73 / 10.62
1.38 / 2.56
0.94 / 1.74
13/M
2.11 / 3.91
0.16 / 030
2.07 / 3.83
0.18 / 0.33
14/M
2.29 / 4.24
3.04 / 5.63
2.15 / 3.98
1.42 / 2.63
15/M
1.54 / 2.85
0.24 / 0.44
1.44 / 2.67
0.42 / 0.78
16/M
1.17 / 2.17
0.20 / 0.37
1.21 / 2.24
0.20 / 0.37
17/M
2.70 / 5.00
0.42 / 0.78
2.65 / 4.91
0.36 / 0.67
18/M
1.62 / 3.00
0.48 / 0.89
1.56 / 2.89
0.56 / 1.04
19/M
2.65 / 4.91
1.20 / 2.22
2.83 / 5.24
0.70 / 1.30
20/M
11.31 / 20.95
5.24 / 9.70
11.17 / 20.69
3.94 / 7.30
21/M
15.71 / 29.09
4.64 / 8.59
15.27 / 28.28
4.52 / 8.37
22/M
2.39 / 4.43
0.64 / 1.19
2.41 / 4.46
0.28 / 0.52
23/M
6.81 / 12.61
0.22 / 0.41
6.79 / 2.58
0.16 / 0.30
24/M
4.70 / 8.70
3.42 / 6.33
4.68 / 8.67
2.54 / 4.70
25/M
8.47 / 15.69
7.52 / 13.93
9.21 / 17.06
9.32 / 17.26
26/M
0.47 / 0.87
0.82 / 1.52
0.32 / 0.59
0.34 / 0.63
27/M
1.57 / 2.91
0.63 / 1.17
1.71 / 3.17
0.31 / 0.57
28/M
12.46 / 23.08
2.19 / 4.06
11.85 / 21.95
1.68 / 3.11
29/M
3.89 / 7.20
0.68 / 1.26
3.87 / 7.17
0.28 / 0.52
30/M
8.99 / 16.65
0.75 / 1.39
8.94 / 16.56
0.61 / 1.13
31/M
0.72 / 1.33
0.02 / 0.04
0.70 / 1.30
0.06 / 0.11
32/M
0.98 / 1.81
0.05 / 0.09
0.92 / 1.70
0.10 / 0.18
33/M
0.81 / 1.50
0.18 / 0.33
0.75 / 1.40
0.21 / 0.39
34/M
0.55 / 1.02
0.21 / 0.39
0.49 / 091
0.18 / 0.33
35/M
2.46 / 4.56
1.32 / 2.44
2.38 / 4.41
1.54 / 0.79
36/M
3.44 / 6.37
0.07 / 0.13
3.34 / 6.19
0.16 / 0.30
37/M
1.84 / 3.41
0.27 / 0.50
1.90 / 3.52
0.17 / 0.31
38/M
6.22 / 11.52
7.42 / 13.74
1.86 / 3.44
2.26 / 4.19
39/M
1.68 / 3.11
2.10 / 3.89
1.81 / 3.35
2.22 / 4.11
40/M
23.84 / 44.15
0.22 / 0.41
23.90 / 44 26
0.14 / 0.26
41/M
11.13 / 20.61
1.47 / 2.72
11.25 / 20.84
0.71 / 1.32
42/S
1.94 / 3.59
0.36 / 0.67
1.90 / 3.52
0.22 / 0.41
43/S
0.46 / 0.85
0.11 / 0.20
0.45 / 0.83
0.14 / 0.30
44/S
1.11 / 2.06
0.64 / 1.19
0.63 / 1.17
0.92 / 1.70
45/S
0.53 / 0.98
0.02 / 0.04
0.80 / 1.48
0,16 / 0.30
46/S
1.08 / 2.00
1.89 / 3.50
1.36 / 2.52
0.96 / 1.78
47/S
0.85 / 1.57
1.43 / 2.65
0.92 / 1.70
1.24 / 2.30
48/S
0.77 / 1.43
0.02 / 0.04
0.80 / 1.48
0.14 / 0.26
49/S
5.65 / 10.46
0.04 / 0.07
5.66 / 10.48
0.03 / 0.06
50/S
2.37 / 4.39
2.32 / 4.30
2.77 / 5.13
1.64 / 3.04
51/S
3.72 / 6.89
0.78 / 1.45
3.64 / 6.74
0.90 / 1.67
52/S
2.66 / 4.93
0.03 /0.06
2.68 / 4.96
0.02 / 0.04
53/S
0.63 / 1.17
0.11 / 0.20
0.64 / 1.19
0.11 / 0.20
54/S
5.02 / 9.30
0.07 / 0.13
5.02 / 9.30
0.09 / 0.17
55/S
1.93 / 3.57
0.14 / 0.26
1.92 / 3.56
0.17 / 0.32
56/S
0.65 / 1.20
0.06 / 0.11
0.66 / 1.22
0.13 / 0.24
57/S
0.67 / 1.24
0.30 / 0.56
0.71 / 1.31
0.19 / 0.35
58/S
0.61 / 1.13
0.64 / 1.19
0.52 / 0.96
0.40 / 0.74
59/S
0.57 / 1.06
0.22 / 0.41
0.55 / 1.02
0.22 / 0.41
60/S
1.60 / 2.96
0.32 / 0.59
1.59 / 2.94
0.23 / 0.43
61/S
0.30 / 0.56
0.20 /0.37
0.29 / 0.54
0.16 / 0.30
Reciprocal courses
62/V
9.76 / 18.08
1.14 / 2.11
9.81 / 18.17
0.20 / 0.37
63/V
1.11 / 2.06
0.04 / 0.07
1.11 / 2.06
0.08 / 0.15
65/L
3.34 / 6.19
0.38/ 0.70
2.95 / 5.46
0.22 / 0.41
65/L
5.55 / 10.28
0.12 / 0.22
5.48 / 10.15
0.08 / 0.15
66/L
2.13 / 3.94
0.10 / 0.19
2.05 / 3.80
0.08 / 0.15
67/L
11.13 / 20.61
4.54 / 8.41
6.13 / 11.35
6.48 / 12.00
68/L
2.38 / 4.41
0.04 / 0.07
2.19 / 4.06
0.18 / 0.33
69/L
1.15 / 2.13
0.04 / 0.07
1.28 / 2.37
0.16 / 0.30
70/L
1.16 / 2.15
1.11 / 2.06
1.09 / 2.02
0.63 / 1.17
71/L
2.67 / 4.94
0.08 / 0.15
2.70 / 5.00
0.09 / 0.17
72/M
1.22 / 2.26
0.18 / 0.33
1.17 / 2.17
0.16 / 0.30
73/M
3.38 / 6.26
0.94 / 1.74
3.35 / 6.20
0.26 / 0.48
74/M
1.64 / 3.04
0.42 / 0.78
1.64 / 3.04
0.12 / 0.22
75/M
0.36 / 0.67
0.06 / 0.11
0.36 / .67
0.04 / 0.07
76/M
1.45 / 2.69
0.22 / 0.41
1.54 / 2.85
0.16 / 0.30
77/M
1.83 / 3.39
0.82 / 1.52
1.98 / 3.67
0.28 / 0.52
78/M
1.36 / 2.52
0.60 / 1.11
1.36 / 2.52
0.42 / 0.78
79/M
1.36 / 2.52
0.32 / 0.59
1.37 / 2.54
0.10 / 0.19
80/M
2.27 / 4.20
0.64 / 1.19
2.39 / 4.43
0.12 / 0.22
81/M
9.30 / 17.22
0.19 / 0.35
9.63 / 17.83
0.14 / 0.26
82/M
1.75 / 3.24
0.09 / 0.17
1.74 / 3.22
0.03 / 0.06
894
83/M
0.66 / 1.22
0.11 / 0.20
0.66 / 1.22
0.10 / 0.19
84/M
0.70 / 1.30
0.12 / 0.22
0.69 / 1.28
0.08 / 0.15
85/M
4.66 / 8.63
0.05 / 0.09
4.61 / 8.54
0.10 / 0.19
86/M
4.36 / 8.08
0.04 / 0.07
4.31 / 7.98
0.06 / 0.11
87/M
0.73 / 1.35
0.06 / 0.11
0.74 / 1.37
0.08 / 0.15
88/M
1.24 / 2.30
0.20 / 0.37
1.24 / 2.30
0.30 / 0.56
89/M
3.66 / 6.78
0.12 / 0.22
3.66 / 6.78
0.11 / 0.20
90/M
1.80 / 3.33
0.17 / 0.31
1.91 / 3.54
0.14 / 0.26
91/M
7.38 / 13.67
0.18 / 0.33
7.39 / 13.69
0.10 / 0.19
92/S
1.37 / 2.54
0.19 / 0.36
1.2 / 2.22
0.06 / 0.11
93/S
3.50 / 6.48
0.04 / 0.07
3.50 / 6.48
0.08 / 0.15
94/S
5.02/ 9.30
0.08 / 0.15
5.01 / 9.28
0.24 / 0.44
95/S
1.81 / 3.35
0.94 / 1.74
1.69 / 3.13
0.01 / 0.02
96/S
1.42 / 2.63
0.19 / 0.35
1.41 / 2.61
0.16 / 0.30
97/S
5.26 / 9.74
0.13 / 0.24
5.62 / 10.41
0.11 / 0.20
98/S
4.69 / 8.69
0.13 / 0.24
4.69 / 8.69
0.14 / 0.26
99/S
4.52 / 8.37
0.10 / 0.19
4.56/ 8.45
0.11 / 0.20
100/S
3.86 / 7.15
0.12 / 0.22
3.88 / 7.19
0.08 / 0.15
101/S
0.67 / 1.24
0.17 / 0.31
0.71 / 1.31
0.09 /0.17
102/S
0.56 / 1.04
0.24 / 0.44
0.53 / 0.98
0.14 / 0.26
103/S
0.50 / 0.93
0.26 / 0.48
0.49 / 0.91
0.05 / 0.09
104/S
1.02 / 1.89
0.38 / 0.70
1.07 / 1.98
0.06 / 0.11
105/S
1.01 / 1.87
0.28 / 0.52
0.91 / 1.69
0.13 / 0.24
106/S
0.53 / 0.98
0.25 / 0.46
0.55 / 1.11
0.05 / 0.09
107/S
0.61 / 1.13
0.12 / 0.22
0.64 / 1.19
0.07 / 0.13
108/S
1.08 / 2.00
0.26 / 0.48
1.07 / 1.98
0.27 / 0.50
Crossing courses
109/V
17.18 / 31.82
0.76 / 1.41
17.19 / 31.84
0.50 / 0.93
110/V
9.43 / 17.46
1.22 / 2.26
9.48 / 17.56
0.16 / 0.30
111/V
3.85 / 7.13
4.64 / 8.59
3.65 / 6.76
0.30 / 0.56
112/V
2.97 / 5.50
0.26 / 0.48
2.92 / 5.41
0.22 / 0.41
113/V
1.51 / 2.80
0.12 / 0.22
1.47 / 2.72
0.16 / 0.30
114/V
8.28 / 15.33
0.06 / 0.11
8.25 /15.28
0.06 / 0.11
115/L
2.60 / 4.82
0.04 / 0.07
2.54 / 4.70
0.10 / 01.9
116/L
2.90 / 5.37
0.02 / 0.04
2.79 / 5.17
0.04 / 0.07
117/L
2.84 / 5.26
0.04 / 0.07
2.70 / 5.00
0.12 / 0.22
118/L
5.92 / 10.96
0.52 / 0.96
5.30 / 9.82
0.32 / 0.59
119/L
2.05 / 3.80
0.29 / 0.54
2.06 / 3.82
0.34 / 0.63
120/L
2.17 / 4.02
1.03 / 1.91
2.27 / 4.20
0.33 / 0.61
121M
4.43 / 8.20
1.86 / 3.44
4.33 / 8.02
0.42 / 0.78
122/M
3.72 / 6.89
0.14 / 0.26
3.71 / 6.87
014 / 0.26
123/M
13.12 / 24.30
6.44 / 11.93
14.30 / 26.48
0.32 / 0.59
124/M
2.44 / 4.52
0.58 / 1.07
2.41 / 4.46
0.20 / 0.37
125/M
0.76 / 1.41
0.66 / 1.22
0.77 / 1.43
0.32 / 0.59
126/M
3.73 / 6,91
0.32 / 0.59
3.72 / 6.89
0.22 / 0.41
127/M
7.89 / 14.61
0.25 / 0.46
8.00 / 14.82
0.40 / 0.74
128/M
0.98 / 1.81
0.07 / 0.13
0.92 / 1.70
0.03 / 0.06
129/M
4.11 / 7.61
0.18 / 0.33
3.94 / 7.30
0.22 / 0.41
130/M
5.23 / 9.69
0.29 / 0.54
5.32 / 9.85
0.14 / 0.26
131/M
9.26 / 17.15
0.22 / 0.41
9.21 / 17.06
0.11 / 020
132/M
3.29 / 6.09
0.34 / 0.63
3.08 / 5.70
0.10 / 0.19
133/M
2.59 / 4.80
0.09 / 0.17
2.53 / 4.69
0.03 / 0.06
134/M
13.04 / 24.2
1,05 / 1.94
12.90 / 23.89
0.88 / 1.63
135/M
3.36 / 6.22
0.10 / 0.19
3.37 / 6.24
0.09 / 0.17
136/M
5.84 / 10.82
0.52 / 0.96
5.89 / 10.91
0.16 / 0.30
137/M
5.85 / 10.83
0.25 / 0.46
5.81 / 10.76
0.21 / 0.39
138/M
15.58 / 28.85
0.14 / 0.26
15.60 / 28.89
0.04 / 0.07
139/M
7.42 / 13.74
0.17 / 0.31
7.28 / 13.48
0.17 / 0.31
140/M
1.87 / 3.46
2.65 / 4.91
0.91 / 1.69
1.27 / 2.35
141/M
4.41 / 8.17
1.60 / 2.96
-
-
142/M
12.73 / 23.58
9.57 / 17.72
14.32 / 26.52
9.85 / 18.24
143/M
14.88 / 27.56
0.27 / 0.50
14.88 / 27.56
0.38 / 0.70
144/M
13.52 / 25.04
5.76 / 10.67
14.48 / 26.82
1.19 / 2.20
145/M
7.15 / 13.24
10.32 19.11
2.67 / 4.94
2.23 / 4.13
146/M
15.95 / 29.54
2.08 / 3.85
16.24 / 30.08
0.57 / 1.06
147/M
18.50 / 34.26
3.33 / 6.17
19.06 / 35.30
0.43 / 0.80
148/M
15.14 / 28.04
0.25 / 0.46
15.12 / 28.00
0.17 / 0.31
149/M
9.08 / 16.82
0.11 / 0.20
9.13 / 16.91
0.16 / 0.30
150/M
0.83 / 1.54
0.23 / 0.43
0.84 / 1.56
0.15 / 0.28
151/M
9.69 / 17.95
0.33 / 0.61
9.69 / 17.95
0.20 / 0.37
152/S
2.39 / 4.43
0.04 / 0.07
2.37 / 4.39
0.10 / 0.19
153/S
5.38 / 9.96
0.32 / 0.59
5.67 / 10.50
0.18 / 0.33
154/S
5.50 / 10.19
0.12 / 0.22
5.41 / 10.02
0.10 / 0.18
155/S
3.20 / 5.93
0.04 / 0.07
3.13 / 5.80
0.16 / 0.30
156/S
1.36 / 2.52
0.34 / 0.63
1.36 / 2.52
0.26 / 0.48
895
157/S
2.47 / 4.57
0.29 / 0.54
2.47 / 4.57
0.30 / 0.56
158/S
1.63 / 3.02
0.99 / 1.83
1.70 / 3.15
0.20 / 0.37
159/S
14.28 / 26.5
3.33 / 6.17
14.63 / 27.10
0.41 / 0.76
160/S
0.46 / 0.85
0.13 / 0.24
0.45 / 0.83
0.07 / 0.13
161/S
1.74 / 3.22
0.12 / 0.22
1.74 / 3.22
0.02 / 0.03
Both ships at anchor
162/M
0.55 / 1.02
0.58 / 1.07
0.92 / 1.70
0.56 / 1.04
163/M
1.19 / 2.20
0.96 / 1.78
0.39 / 0.72
0.56 / 1.04
164/M
0.60 / 1.11
0.62 / 1.15
0.95 / 1.80
0.26 /0.48
165/M
1.51 / 2.80
0.89 / 1.65
1.37 / 2.54
0.44 / 0.81
4 DISCUSSION OF THE TESTS RESULTS
Table 6 summarizes the information presented in
Tables 4 and 5 and shows the number of particular
types of investigated meeting situations of two ships
where errors (for 95% probability) of the presented
data were greater than their values specified in the
international standards and shown in Table 1.
Table 6. The number of meeting situations where errors of
data presented by AIS and ARPA (CPA, true course and / or
true speed) were greater than their values presented in
Table 1 (for 95% probability figures, excluding both ships at
anchor) [own study]
_______________________________________________
Data Number of meeting situations with data
errors greater than their values presented in
Table 1 / total number of meeting situation
ARPA AIS
_______________________________________________
1 2 3 All 1 2 3 All
TC 1 1 0 2 6 0 6 12
TSp 7 19 12 38 1 3 2 6
TC & TSp 2 0 6 8 1 0 0 1
CPA 9 3 3 15 23 2 9 34
CPA & TC 4 4 0 8 4 1 4 9
CPA & TSp 10 2 5 17 0 0 0 0
All data 10 3 17 30 3 0 5 8
_______________________________________________
Σ/ΣT 43/ 32/ 43/ 118/ 38/ 6/ 26/ 70/
61 47 53 161 61 47 53 161
_______________________________________________
Abbreviations used in Table 6 mean:
1 - parallel courses overtaking;
2 - reciprocal courses;
3 - crossing courses;
All - all meeting situations;
TC - true course;
TSp - true speed; and
Σ/ΣT - number of meeting situations of a given type with
data errors greater than presented in Table 1 / total number
of all meeting situations of this type.
Table 7 presents correlation between the errors of
the results of ARPA calculation and errors of the true
course, true speed and/or CPA indications by AIS for
the same ships’ meeting situations.
The analysis of the data contained in Tables 4 and 5
shows that the differences between the average values
of the true course (ΔTC), true speed (ΔTSp) and/or
CPA (ΔCPA) indicated by the AIS and ARPA for
particular observed and tracked vessels exceeded
errors defined in the IMO Resolution MSC.192(79)
and IEC Standard 61993-2 in 40 measurement series
(24% of all of them). It should be noted that they
exceeded these errors in 29.5% of measurements for
ships overtaking on parallel courses, 24.5% for ships
at crossing courses, and 19% for vessels sailing on
reciprocal courses. Detailed information on these
meeting situations is presented in Table 8.
Table 7. Correlation between errors of the results of ARPA calculation and errors of the true course, true speed and/or CPA
indications by AIS for the same meeting situation (excluding both ships at anchor, abbreviations as in Table 7) [own study]
Data presented by
ARPA with errors
greater than
presented in Table 1
Meeting
situation
The number of meeting situations in which AIS simultaneously presented
particular data with errors greater than presented in Table 1
Type
No
TC
TSp
TC &
TSp
CPA
CPA &
TC
CPA &
TSp
All data
OK
TC
1
1
-
-
-
-
-
-
-
1
2
1
-
-
-
-
-
-
-
1
3
-
-
-
-
-
-
-
-
-
Σ
2
-
-
-
-
-
-
-
2
TSp
1
7
1
1
1
-
-
-
-
4
2
19
-
3
-
-
-
-
-
16
3
12
1
1
-
1
-
-
-
9
Σ
38
2
5
1
1
-
-
-
29
TC & TSp
1
2
2
-
-
-
-
-
-
-
2
-
-
-
-
-
-
-
-
-
3
6
2
1
-
-
-
-
2
1
Σ
8
4
1
-
-
-
-
2
1
CPA
1
9
1
-
-
6
-
-
-
2
2
3
-
-
-
1
-
-
-
2
3
3
-
-
-
1
-
-
-
2
Σ
15
1
-
-
8
-
-
-
6
CPA & TC
1
4
1
-
-
1
1
-
1
-
2
4
-
-
-
-
-
-
-
4
3
-
-
-
-
-
-
-
-
-
Σ
8
1
-
-
1
1
-
1
4
CPA & TSp
1
10
-
-
-
10
-
-
-
-
2
2
-
-
-
1
-
-
-
1
3
5
-
-
-
3
-
-
-
2
Σ
17
-
-
-
14
-
-
-
3
All data
1
10
-
-
-
5
3
-
2
-
896
2
3
-
-
-
-
1
-
-
2
3
17
2
-
-
4
4
-
3
4
Σ
30
2
-
-
9
8
-
5
6
OK
1
18
1
-
-
1
-
-
-
16
2
15
-
-
-
-
-
-
-
15
3
10
1
-
-
-
-
-
-
9
Σ
43
2
-
-
1
-
-
-
40
Abbreviations used in Table 7 mean:
Type 1, 2 3 - see Table 6;
OK - data presented by AIS without unacceptable errors;
TC - true course;
TSp - true speed; and
Σ - all meeting situations.
Table 8. Meeting situations in which the differences in the indications of average values of true course, true speed and CPA
by ARPA and AIS are less than the error of determining these parameters presented in the IMO Resolution MSC.192(79)
and IEC Standard 61993-2 [own study]
No
NoMS
ΔTC
ΔTSp
ΔCPA
L
D
V
Sea state
Parallel courses - overtaking
1
2V
No
Yes
Yes
289
16.8-14.5 / 31.1-26.9
0 / 0
3
2
3V
No
Yes
Yes
290
6.7-3.4 / 12.4-6.3
0 / 0
2
3
4V
Yes
Yes
No
180
19.8-19.6 / 36.7-36.3
11.1 / 5.7
4
4
6V
Yes
Yes
No
225
16.8-16.4 / 31.1-30.4
10.8 / 5.6
7
5
7L
Yes
Yes
No
225
14.1-13.2 / 26.1-24.4
12.0 / 6.2
3
6
9L
Yes
No
Yes
274
2.0-1.8 / 3.7-3.3
14.0 / 7.2
4
7
11L
Yes
Yes
No
295
12.5-10.6 / 23.2-19.6
11.5 / 5.9
2
8
12L
No
No
No
182
8.7-8.2 / 16.1-15.2
15.5 / 8.0
2
9
17M
No
Yes
Yes
207
18.9-15.8 / 35.0-29.3
0.5 / 0.3
1
10
21M
Yes
Yes
No
179
17.1-17.0 / 31.7-31.5
10.8 / 5.6
6
11
25M
Yes
Yes
No
185
18.7-18.4 / 34.6-34.1
11.7 / 6.0
1
12
28M
Yes
Yes
No
236
15.0-14.8 / 27.8-27.4
14.6 / 7.5
2
13
37M
No
Yes
Yes
289
9.4-3.5 / 17.4-6.5
9.0 / 4.6
5
14
38M
Yes
No
No
299
20.4-18.9 / 37.8-35.0
17.0 / 8.7
1
15
40M
Yes
No
Yes
261
24.4-23.8 / 45.2-44.11
8.2 / 9.4
1
16
44S
Yes
Yes
No
190
5.7-4.7 / 10.6-8.7
13.0 / 6.7
4
17
50S
Yes
Yes
No
145
4.8-4.5 / 8.9-8.3
12.2 / 6.3
3
18
60S
No
Yes
Yes
240
4.1-2.1 / 7.6-3.9
1.6 / 0.8
4
Reciprocal courses
19
64L
Yes
Yes
No
177
13.1-6.6 / 24.3-12.2
10.0 / 5.1
5
20
67L
Yes
No
No
333
12.5 / 23.2
14.1 / 7.3
4
21
70L
Yes
No
Yes
180
11.6-5.3 / 21.5-9.8
11.1 / 5.7
3
22
81M
Yes
No
No
127
14.2-10.6 / 26.3-19.6
11.3 / 5.8
3
23
89M
No
Yes
Yes
122
6.2-4.6 / 11.5-8.5
13.5 / 6.9
1
24
90M
No
Yes
Yes
115
11.0-4.2 / 20.4-7.8
9.8 / 5.0
2
25
97S
Yes
Yes
No
112
9.1-5.3 / 16.9-9.8
14.2 / 7.3
2
26
102S
Yes
No
Yes
102
6.3-1.7 / 11.7-3.1
10.2 / 5.2
4
27
105S
No
Yes
Yes
184
7.4-2.7 / 13.7-5.0
10.2 / 5.2
3
Crossing courses
28
118L
Yes
Yes
No
199
16.7-12.8 / 30.9-23.7
14.4 / 7.4
2
29
123M
Yes
Yes
No
109
17.1-16.3 / 31.7-30.2
13.4 / 6.9
5
30
138M
No
No
Yes
200
15.9-12.8 / 29.4-23.7
12.9 / 6.6
1
31
139M
Yes
No
Yes
254
9.5-7.5 / 17.6-13.9
7.9 / 4.1
1
32
140M
No
Yes
No
179
21.8-20.5 / 40.4-38.0
7.2 / 3.7
2
33
141M
No
Yes
No
199
6.1-5.1 / 11.3-9.4
2.2 / 1.1
7
34
142M
No
No
No
354
21.2-19.5 / 39.3-36.1
16.4 / 8.4
6
35
144M
No
Yes
No
190
18.7-15.7 34.6-29.1
10.7 / 5.5
6
36
145M
No
No
No
148
24.3-18.3 / 45.0-33.9
10.8 / 5.6
5
37
146M
Yes
No
Yes
108
18.9-15.6 / 35.0-28.9
11.3 / 5.8
5
38
147M
No
Yes
No
292
20.0-19.1 / 37.0-35.4
10.6 / 5.5
5
39
158S
No
Yes
Yes
96
2.9-2.3 / 5.4-4.3
15.6 / 8.0
3
40
159S
Yes
Yes
No
117
16.6-15.9 / 30.7-29.4
12.4 / 6.4
2
Both ships at anchor
41
162M
-
-
No
169
1.2 / 2.2
0/ 0
3
42
163M
-
-
No
183
1.7 / 3.2
0 / 0
3
43
164M
-
-
No
274
1.0 / 1.8
0 / 0
3
Abbreviations used in Table 8 mean:
D - the distance between the ships (own and observed) during the measurement;
L - the length of the observed vessel presented on the web-site;
No - the differences in the indications of average value are greater than errors defined in IMO resolution and IEC standard;
NoMS number of meeting situation described in the Table 3;
Sea state the state of the sea during the measurements expressed in degrees of the Douglas scale;
V the mean value of the true speed of the observed ship;
Yes - the differences in the indications of average value are less than the errors defined in IMO resolution and IEC standard; and
ΔTC, ΔTSp, ΔCPA differences in the indications of average values of true course (TC), true speed (TSp) and CPA by ARPA and
AIS.
897
The information shown in Table 8 is summarized
in Table 9.
Table 9. The number of measurement series with the
differences in the indications of the average values of
particular parameters by ARPA and AIS exceeding the error
values specified in the IMO resolution and the IEC standard
[own study]
_______________________________________________
Parameter Number of measurement series
_______________________________________________
1 2 3 ΣT
TC 5 3 1 9
TSp 2 2 2 6
TC & TSp 0 0 1 1
CPA 9 2 3 14
CPA & TC 0 0 4 4
CPA & TSp 1 2 0 3
All data 1 0 2 3
ΣT 18 9 13 40
_______________________________________________
Abbreviations used in Table 9 mean:
- 1, 2 3 see Table 6; and
- ΣT – total number of measurement series with
differences in the indications of the average values of
particular parameters by ARPA and AIS exceeding the error
values specified in the IMO resolution and the IEC
standard.
The data presented in Table 8 show the
dependence of the differences in AIS and ARPA
indications on the true speed of the observed and
tracked vessel and on the type of meeting situation.
No other correlations could be found. The next Table
10 shows the relationship between the differences in
AIS and ARPA indications and the errors in
determining the average values of individual
parameters by these devices.
Table 10. The number of measurement series in which the
average value of the true course, true speed or CPA of the
observed object indicated by ARPA and / or AIS had the
error greater than its limit defined in the IMO resolution
and IEC standard (for meeting situation in which
differences in the indications of average true course, true
speed or CPA by ARPA and AIS were greater than defined
by international regulations [own study]
_______________________________________________
The average value of the The number of measurement series
parameter presented with too in which the average value had too
great error by great error
TC TSp CPA ΣT
_______________________________________________
AIS & ARPA 9 5 21 35
ARPA 3 7 1 11
AIS 0 0 0 0
Mean value without too 5 1 2 8
great error
ΣT 17 13 24 54
_______________________________________________
Abbreviations as in the table 9.
The next table provides information on the state of
the sea during the measurement series in which errors
of the true course, true speed and / or CPA indications
by ARPA and AIS on board equipment exceeded the
values shown in Table 1.
Table 11. The state of the sea during the measurement series in which errors of the true course, true speed and / or CPA
indications by ARPA and AIS on board equipment exceeded the values shown in Table 1 (for 95% probability figures,
excluding both ships at anchor) [own study]
Data with errors exceeding the
values shown in Table 1
State of the sea expressed in degrees of the Douglas scale
Σ
1
2
3
4
5
6
7
8
ARPA indications
TC
1
1
-
-
-
-
-
-
2
TSp
4
7
13
5
7
1
1
38
TC & TSp
2
1
2
1
-
1
-
1
8
CPA
1
4
7
3
-
-
-
-
15
CPA & TC
1
2
2
1
2
-
-
-
8
CPA & TSp
4
5
2
2
1
3
-
-
17
All data
4
5
7
2
6
3
3
-
30
Σ/ΣT
17/20
25/35
33/42
14/26
16/23
8/9
4/5
1/1
118/161
AIS indications
TC
1
2
6
1
1
-
1
-
12
TSp
2
-
1
1
2
-
-
-
6
TC & TSp
-
-
-
-
1
-
-
-
1
CPA
5
9
9
5
3
3
-
-
34
CPA & TC
1
-
2
1
3
1
1
-
9
CPA & TSp
-
-
-
-
-
-
-
-
-
All data
-
1
1
1
1
2
2
-
8
Σ/ΣT
9/20
12/35
19/42
9/26
11/23
6/9
4/5
-/1
70/161
Collective information on the state of the sea
during particular measurement series is presented in
Table 12. Too few measurements in storm conditions
makes it impossible to draw conclusions about the
relationship between the accuracy of ARPA and AIS
indications and the state of the sea.
Table 12. State of the sea expressed in degrees of the
Douglas scale during the measurement series (including
both ships at anchor) [own study]
_______________________________________________
State of the sea 1 2 3 4 5 6 7 8
(Douglas scale)
_______________________________________________
Number of 20 35 46
x
26 23 9 5 1
measurement
series
_______________________________________________
x - including four measurement series, during which both
ships were anchored
898
5 FINAL CONCLUSIONS
Measurements described in this paper were carried
out on ten different merchant ships using popular,
often used AIS and radar on board equipment but
produced by four manufacturers only. Due to that and
due to the limited number of conducted tests (161
series of measurements while both ships are
underway and 4 when they are at anchors), it is
impossible to formulate on their basis general
conclusions about the stability and accuracy of the AIS
and ARPA indications and their dependence on hydro
meteorological conditions. Nevertheless, the
performed measurements allow for the formulation of
some remarks on these topics.
Table 6 shows that the accuracy of ARPA
indications does not depend on the type of ships’
meeting situation. ARPA presented all or part of data
with the accuracy lower than defined by international
recommendations and standard (presented in Table 1)
in 73% of the measurement series (118 out of 161). It
mainly had a problem with the accuracy of the
presentation of the true speed of the tracked vessel (in
24% of meeting situations (38 out of 161)). All ARPA
data had too great error in 19% of observations (30 out
of 161), CPA, or CPA and true course, or CPA and
true speed in 25% (40 out of 161). Generally, ARPA
reported a CPA value with an error greater than 0.3
nautical miles in 43% of meetings (70 out of 161). AIS
had problems mainly with the accurate presentation
of CPA value (in 32% of measurement series (51 out of
161)), especially in the case of overtaking ships on
parallel courses (in 49% percent of observations (30
out of 61 measurement series)).
The data presented in Table 7 show that there was
no correlation between the inaccuracies in the AIS and
ARPA indications for the same object. Out of the total
number of 30 measurement series in which ARPA
incorrectly presented all recorded data, AIS also
showed all data with too great errors in only 5 series
(in 9 series the inaccuracy was related to CPA value,
in 8 series related to CPA and true course). In 15
meeting situations where ARPA had problems with
accurately presenting only CPA values, AIS also
incorrectly showed only CPA in 8 tests. In 38 tests,
where ARPA showed insufficiently accurate
information about the true speed of the tracked vessel,
AIS had problems with the accurate presentation of its
true speed in 5 tests only and in 29 tests presented all
data of this vessel with the required accuracy.
The tests carried out have shown that both ARPA
and AIS can indicate distances between two ships at
anchors unstable and with significant inaccuracies.
A separate issue are the differences between the
AIS and ARPA indications of the average values of
the observed and tracked object true course, true
speed and CPA. In a significant number of tests (in
24% of the measurement series), they exceeded the
values of the presentation errors defined in the IMO
Resolution MSC.192(79) and IEC Standard 61993-2. It
should be noted that in all these cases, the AIS
presented the mean values of individual parameters
with acceptable errors. It is interesting that in 8 cases
of the discussed differences in the AIS and ARPA
indications, both devices showed average values of all
parameters with errors smaller than those defined in
the international regulations.
The results of the measurements presented in
Table 11 do not show a clear relationship between the
accuracy of the data presented by AIS and ARPA and
the current level of disturbances from the sea surface.
The reason for this may be the lack of a comparable
number of measurements carried out in individual sea
states expressed in the Douglas scale and too small
number of tests conducted in storm weather condition
(Table 12).
The comments presented in this article should be
taken into account when using ARPA and AIS as
technical means of observation for anti-collision
purposes. They show that the indications of both
devices in real conditions may be unstable and have
errors greater than those specified in the IMO
Resolution MSC.192(79) and IEC Standard 61993-2.
Therefore, users should not rely on the instantaneous
digital data values of the other vessel presented by
ARPA and AIS.
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