and collision avoidance between ship and static
facilities. Usually, the TSS is set in area with a high
traffic density as implemented in, for example, the
Sunk area in the United Kingdom (IMO, 2006), TSS
in the vicinity of Kattegat (Forsman, 2017), and also
the TSS in Straits of Malacca and Singapore
(Intergovernmental Maritime Consultative
Organization, 1978). The other reason for arranging
TSS is because the area has some environmental
constraints such as in TSS Bay of Fundy in Canada
and TSS Cabo de Gata in Spain that have a concern
to prevent ship from striking the whale as it is
categorized as an endangered species in those water
(Silber et al., 2012).
Traffic separation scheme for Sunda Strait has
been proposed by the Government of Indonesia (GoI)
the Sub-committee on Navigation, Communication
and Search and Rescue (NCSR) of IMO on October
2018, then on the 6
th
NCSR IMO plenary session was
approved and ratified. It also has been adopted by the
IMO in the 101
st
IMO MSC meeting and will come
into force in the June 2020. The background behind
this proposal was not only due to the high traffic
density in the Sunda Strait, but also the existence of
Koliot Reef nearby the shipping lane that the GoI
wants to protect as many grounding incident occurred
around this area.
The implementation of TSS is expected to reduce
the frequency of collision, especially the head-on
collision, and other collision types in general such as
overtaking and crossing collision. The purpose of this
measure is to separate a traffic lane which has two
opposing traffic to have their own lane. Theoretically,
this will push the probability of two ships having
contra direction to meet in a certain point. Hence, the
head-on collision frequency can be reduced. This
statement is in a good agreement with the calculation
done by (Fujii and Shiobara, 1971) that the number of
collision or collision rate for traffic that has a
complete separation is much smaller than the one that
has a complete mixing traffic, assuming that the
density is uniform and the number of vessels coming
and leaving are each equal to the half of the total
traffic.
The efforts made to reduce the number of
collisions by introducing TSS in Sunda Strait is
because there are many near miss situations and
several incidents happened that lead to a low to
serious damage and loss. The near miss situation
becomes the main interest in this paper, because this
situation happens more frequently rather than the real
accident. However, the near miss analysis can be
beneficial because it can give a picture in what way
the accident might happen, so it can be avoided.
3 AIS DATA
3.1 AIS System
Automatic Identification System (AIS) is an
automated ship tracking system that can make
navigational data exchange becomes possible,
between one ship to others or from ship to the shore-
based station. The data that can be stored in the AIS
includes static and dynamic data. Static information
is stored since the initial installation of AIS such as
Maritime Mobile Service Identity (MMSI) number,
IMO number, call sign, ship’s name, etc. While the
dynamic data is the data that keep changing depends
on the ship’s position. Those included in this type of
data are the position (longitude and latitude), course
over ground (COG), speed over ground (SOG),
heading, and so on (IMO, 2003). AIS transponder
shall be installed onboard of all passenger ship, all
ships above 300GT or above and bound for
international voyage and cargo ships of 500GT or
above and not bound for international voyage as
required by the IMO since 31 December 2014 (IMO,
n.d.)
AIS has been widely utilized in the marine sector
because its ability to store a broad range of data,
which is up to 27 message types, for many purposes,
such as, for the tracking system when it combined
with the Inmarsat and satellite for navigation(Yang et
al., 2011), estimating the traffic pattern in a certain
waterway (Chen et al., 2018), (Gunnar Aarsæther and
Moan, 2009), risk assessment and collision avoidance
(Miyake et al., 2015), (Mou et al.,2010) and (Nguyen
et al., 2018), spatial planning (Le Tixerant et
al.,2018), illegal fishing detection (Longépé et al.,
2018) and the last is the use of AIS data for near miss
collision as studied by Goerlandt et al. (2012) and
Zhang et al. (2016).
3.2 Data Collection
This research is utilizing AIS data to see the
manoeuvring process of the ship passing in the
vicinity of Sunda Strait. AIS data for the period of one
year was collected for the purpose of this research
started from 8th of October 2018 until 21stof October
2019. However, a sample of a one-week data started
from 8
th
of October 2018 until 13
th
of October 2018 is
taken and analysed. A one-week data is selected to
make sure that near miss situations are exist in that
area. That period of time is chosen because there are
too many data gaps and that makes analysing the AIS
data continuously becomes difficult. The distribution