Skip to content

Author

Anh Tuan Hoang

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Conference Open access Aug 2026

Programmable 5G Network for Enabling Smart Port Operation

Digitalisation and automation are key trends in maritime port operations as the industry is moving towards smarter and more sustainable future. In order to realise fully automated systems where yard cranes, autonomous guided vehicles (AGVs), and connected vessels are working in tight coordination, reliable wireless connectivity is essential to facilitate closed-loop control orchestration. Traditionally, wireless network is viewed as just a simple bit-pipes providing best efforts connectivity, which is insufficient to support autonomous port operations. However, with recent move towards cloudified 5G and increasing trend towards network API, wireless network is transformed into intelligent and programmable platform, providing opportunities to the developers and end users to exercise control and interact with the network based on their use cases and needs. This work presents how this is introduced into autonomous systems, the benefits it can bring, and the important considerations as it pertains to orchestration and optimizing this new degree of control. We first outline where relevant network control, in the form of network API, resides in the architecture. Particularly, we introduce the notion of quality-on-demand (QoD), review recent proof-of-concepts on its use case, and show how it could potentially make a difference in port automation through some illustrative examples. We then extend and pose the problem statement when we start to scale to multiple systems and show that in the extreme case whereby all systems greedily request for QoD privileges, the gains can become diminishing. We then set up a centralised, global optimisation problem over time and space that motivates having coordinated ways to schedule systems calls for QoD privileges at different time that minimises collisions or flooding, hence leading to performance improvement. Our proposed scheduling approach is practical and lightweight. It aligns well with ongoing industrial transformation, network API exposure architectures, and current maritime digitalisation trends/needs. It demonstrates that open network APIs, paired with provable online control, provide a practical foundation for safe, efficient, and scalable smart-port operations.

Gary C. F. Lee, Ernest Kurniawan, Anh Tuan Hoang · 0 citations
Open access 2026

Towards a Maritime Radio Network Digital Twin for Predictive Connectivity and Autonomous Ship Operations in Singapore

Future maritime capabilities such as smart ships, remote pilotage, and drone-based surveillance rely on reliable wireless communication with onshore command and control systems. However, maritime wireless communication is often affected by the dynamic sea weather and vessel movements. Wireless connectivity therefore cannot be treated as an always reliable link. Rather, its variations must be integrated into maritime capability planning and operational design. This paper reports our ongoing work toward a Maritime Radio Network Digital Twin (RNDT) which enables a connectivity-aware maritime planning workflow. The workflow links capability and mission connectivity requirements such as coverage, throughput, and latency to measurement-backed evidence. It then translates that evidence into planning outputs such as predicted outage zones, cell handover windows, and connectivity-aware operating envelopes. We present preliminary field measurements and simulation-based modelling results to illustrate the approach. Overall, our work aims to establish the RNDT with closed validation loops and evidence-based analysis to support safe and scalable connected maritime operations.

Anh Tuan Hoang, Gary C. F. Lee, Ernest Kurniawan et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.