495
Procedural Compliance Index (PCI) as a standardized
metric that integrates technical accuracy, channel
selection errors, Push-to-Talk misuse, and teamwork-
related radio discipline in accordance with STCW and
SMCP requirements. The clear performance
differentiation observed between second- and third-
year students demonstrates the discriminative
capability of the framework and supports its validity
for assessing communication competence across
training levels.
A key methodological contribution lies in the use of
system-level logging to capture fine-grained
interaction data during real-time communication tasks.
Logged parameters such as error frequency, response
timing, and procedural sequencing enable objective,
repeatable, and scalable assessment, thereby reducing
dependence on subjective instructor judgment. The
observed trends in error reduction and procedural
stabilization further suggest that logged interaction
data can meaningfully reflect skill acquisition and
progression.
Beyond VHF communication, the proposed
framework is transferable to other maritime domains
requiring procedural compliance and coordinated
multi-operator performance, including ECDIS
operation, bridge teamwork, and distributed training
scenarios. The reliance on networked interaction data
also supports extension to remote training contexts,
addressing emerging demands for objective, STCW-
compliant assessment in modern maritime education
systems.
5 CONCLUSIONS
This study introduces a real-time simulation-based
approach for handheld VHF communication aimed at
supporting maritime training and competency
assessment, implemented on the Unity platform with
UDP-based data transmission. The simulated
environment accurately represents the physical
configuration, display interface, and key operational
functions of the Sailor SP3520 device, including
channel switching, scanning operations, power-level
adjustment, and Push-to-Talk interaction governed by
half-duplex communication principles. The
incorporation of Photon Voice enables low-latency
real-time audio exchange, allowing communication
behaviour to be observed and measured under
conditions comparable to actual VHF operation at sea.
Implementation trials indicate that the system
operates stably, supports scalable deployment, and is
suitable for use in both shore-based training facilities
and onboard environments—particularly in the
context of widespread satellite connectivity such as
Starlink on modern vessels. Overall, the proposed
framework demonstrates effectiveness in supporting
structured learning, enabling standardized evaluation
of VHF communication performance, and meeting
STCW-defined competency requirements through
objective, simulation-based assessment.
5.1 Limitations of the study
Despite the demonstrated capability of the proposed
framework for assessing maritime VHF
communication performance, several limitations
should be acknowledged. First, the current
implementation does not comprehensively model real-
world radio propagation effects, including signal
interference, distance-dependent attenuation, or
complex environmental conditions typically
encountered in maritime operations. Second, audio
quality assessment remains limited to pilot-level
evaluation and has not yet been systematically
benchmarked against recordings captured from
operational VHF equipment under actual sea-going
conditions. In addition, the framework does not
presently integrate radio coverage mapping or
communication path modelling, which are necessary
for advanced assessment scenarios involving range
estimation, shadow zones, and decision-making under
constrained communication coverage.
5.2 Recommendations for future research
Future research may extend the proposed framework
in several directions. First, integrating advanced radio-
propagation models, environmental noise effects, and
distance-dependent signal attenuation would improve
the fidelity of simulated VHF communication
behaviour. Second, the incorporation of AI-based
analytics could support automated performance
assessment, behavioural pattern analysis, and the
generation of real-time instructional feedback. Third,
the framework may be expanded to cover advanced
STCW-oriented scenarios, including coordinated SAR
operations and ship manoeuvring under adverse
operational conditions. Finally, the adoption of VR/AR
technologies could enable visualization of VHF
coverage and communication constraints, thereby
enhancing immersion and supporting more effective,
competency-oriented maritime training.
ACKNOWLEDGMENTS
The authors sincerely thank all co-authors for their valuable
contributions, insightful discussions, and collaboration
throughout this research.
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