Studies of ROV concepts 2026
1 - Inertial Sensor Self-Calibration Module Using Attitude Heading
and Reference System for Autonomous Underwater Vehicle
Navigation
Authors: Abdul Aziz Abd Kadir, Herdawatie Abdul Kadir
This research enhances navigation accuracy in
Autonomous Underwater Vehicles (AUVs), which rely on
Inertial Measurement Units (IMUs) for orientation and
motion tracking but are prone to noise-induced
inaccuracies. To mitigate this, an Inertial Sensor Self-
Calibration Module was developed to dynamically adjust
calibration parameters in real time. A comparative analysis
of calibration and filtering techniques, including Magnetic
Calibration, EKF variants, and AHRS, revealed the AHRS
filter as the most precise, reducing angular error by up to
97.81%. These results underscore the AHRS filter's
effectiveness in improving AUV navigation in challenging
underwater conditions, offering broader implications for
ocean exploration and environmental monitoring.
2 - Development of a Cost-Effective UUV Localisation System
Integrable with Aquaculture Infrastructure
Authors: Thein Than Tun, Loulin Huang, and Mark
Anthony Preece
Unmanned Underwater Vehicles (UUVs) are being used
in aquaculture farms for difficult tasks like inspecting fish
net-pens. They are mostly remote-operated, but using
them autonomously faces challenges, mainly high costs
and sensor reliability. A new system using April-Tags for
localization offers a budget-friendly solution for testing
UUV autonomy. It can achieve precise accuracy with
minimal infrastructure changes. This could help
demonstrate the benefits of autonomous UUVs to
stakeholders for future adoption.
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3 - Underwater Object Recovery Using a Hybrid-Controlled ROV
with Deep Learning-Based Perception
Authors: Inés Pérez-Edo, Salvador López-Barajas, Raúl
Marín-Prades, and Pedro J. Sanz
Large ROVs/AUVs require costly support infrastructure,
prompting interest in lightweight, modular alternatives.
This article proposes a hybrid-controlled ROV architecture
for known-object recovery, integrating autonomous
perception, natural language interaction via a ROS-based
agent, and low-level control for vehicle dynamics and
autonomous behaviors like approach and grasping.
Evaluated in simulation, a 12×8×5 m test tank, and harbor
scenarios, the system successfully recovered a black box
using a BlueROV2—demonstrating reduced operational
risk, complexity, and cost for underwater interventions.
4 - Design and Development of a Sensor-Enhanced Remotely
Operated Underwater Vehicle (ROUV) Platform for Environmental
Monitoring
Authors: Dimitrios Tziourtzioumis, George Minos,
Triantafyllia Anagnostaki, Eleftherios Kenanidis,
and Theodoros Kosmanis
This study introduces a modular, sensor-enhanced
remotely operated underwater vehicle (ROUV) designed
for environmental monitoring and aquaculture. Equipped
with sensors for temperature, pH, dissolved oxygen (DO),
and electrical conductivity (EC), along with real-time data
acquisition, the system prioritizes modularity,
reproducibility, and robustness. Field tests conducted at
an aquaculture site in the North Aegean Sea during 2025
demonstrated depth-resolved measurements with high
accuracy. The platform achieved stable and repeatable
performance in real-world conditions.
5 - Underwater Antenna Technologies with Emphasis on Submarine
and Autonomous Underwater Vehicles (AUVs)
Authors: Dimitrios G. Arnaoutoglou, Tzichat M. Empliouk,
Dimitrios-Naoum Papamoschou, Yiannis
Kyriacou, Andreas Papanastasiou, Theodoros N.
F. Kaifas, and George A. Kyriacou
This article provides a comprehensive review of antenna
types for future underwater communication and sensing
systems, evaluating their performance for Autonomous
Underwater Vehicles. It examines magnetic induction
coils, electrically short dipoles, wideband traveling-wave
antennas, printed planar antennas, and magnetoelectric
resonators, comparing footprint, operating frequency,
bandwidth, and realized gain. The analysis highlights
trade-offs between miniaturization and radiation efficiency
and underscores the need for innovative designs to
overcome underwater propagation limits.
8 - Reinforcement-Learning-Based Adaptive PID Depth Control for
Underwater Vehicles Against Buoyancy Variations
Authors: Jian Wang, Shuxue Yan, Honghao Bao, Cong
Chen, Deyong Yu, Jixu Li, Xi Chen, Rui Dou,
Yuangui Tang, and Shuo Li
This paper proposes a hybrid control framework
combining Proximal Policy Optimization (PPO) with
adaptive Proportional-Integral-Derivative (PID) tuning to
address buoyancy-induced instability in sampling AUVs.
PPO dynamically adjusts PID parameters online, while
safety mechanisms protect actuators. A dual-error state
and actuator command buffering mitigate system lag and
inertia. Simulations and experiments (pool and field tests)
show superior performance over conventional PID and
pure PPO: faster convergence, lower steady-state error,
and smoother control signals, demonstrating robustness
under real hydrodynamic disturbances.
9 - Resistance Analysis of Remotely Operated Vehicle (ROV)
Indonesia's extensive underwater resources and
infrastructure require advanced tools, such as Remotely
Operated Vehicles (ROVs), for safe, efficient exploration
and maintenance. This study investigates the
hydrodynamic drag characteristics of the locally
developed SN-01 ROV (Segara Nauta) using
Computational Fluid Dynamics (CFD). The results
highlight the critical impact of motion direction and speed
on resistance, informing engine selection and service
speed optimization. Ultimately, the findings support a
more efficient, tailored ROV design for sustainable
maritime operations in Indonesia.
6 - Recent Advances in Underwater Energy Systems and Wireless
Power Transfer for Autonomous Underwater Vehicle Charging
Authors: Ramamurthi Sekar, Narayanamoorthi
Rajamanickam, Hassan Z. Al Garni, Jamal
Aldahmashi, and Ahmed Emara
This article reviews recent advances in underwater
wireless power transfer (UWPT) for autonomous
underwater vehicles (AUVs), driven by growing demand
for long-endurance offshore infrastructure maintenance
and oceanographic surveillance. Conventional recharging
methods hinder true autonomy, making UWPT a
promising alternative. The paper surveys key UWPT
components: marine power sources, power converter
and compensation topologies, and magnetic coupler
designs. It also addresses critical engineering challenges
unique to underwater environments.
7 - ORCA: AI-powered Autonomous Underwater Vehicle for
Subaquatic Exploration
Authors: Oskar Natan, Wiwit Suryanto, Andi Dharmawan,
Rifda Hakimasari, Zaidan Hakim
ORCA is an Autonomous Underwater Vehicle designed
to perform missions independently, addressing navigation,
exploration, and interaction with the underwater
environment. The project emphasizes a complete
development cycle from design to manufacturing, using
Inventor for CAD and fabrication via Computer Numerical
Control (CNC) machining, laser cutting, and 3D printing,
while advancing control systems,
Proportional Integral
Derivative
(
PID) controllers, and vision. It also expands to
environmental perception, object detection, deep
learning, and path-planning, enabling autonomous
navigation, obstacle avoidance, object detection, and
payload manipulation with a gripper.
10 - A Control-Oriented Thruster Management Framework for
Fault-Tolerant Propulsion of Remotely Operated Vehicles
Authors: Lu Wang, Yi Wu, Chao Fang, Jie Gao, Yonggang
Gu, Chao Zhai, and Zhen Zhang
This paper addresses limitations of conventional static
thrust allocation in ROV propulsion, which struggles with
real-world actuator imperfections like cavitation-induced
thrust loss, dead zones, inter-thruster coupling, and partial
failures. Instead of treating propulsion management as a
static force distribution problem, the authors propose a
control-oriented framework that embeds actuator
dynamics and thrust execution uncertainty directly into
the feedback loop. Experiments on an ROV platform show
superior thrust executability, reduced coupling
disturbances, and robust performance during thruster
failure compared to traditional methods.
11 - Volumetric Path Planning and Visualization for ROV-Based
Forward-Looking Sonar Scanning of 3D Water Areas
Authors: Yu-Cheng Chou, and Wei-Shan Chang
This study introduces a deterministic, geometry-driven
framework for volumetric path planning of ROVs
equipped with multibeam forward-looking sonar in
predefined circular and rectangular underwater volumes.
It generates layered planar scan trajectories by integrating
sonar parameters (detection range, horizontal/vertical
beamwidths) and volume geometry, analytically estimates
mission duration using path length and vehicle
kinematics, and proposes a distance-based target position
certainty metric, combined with the active sonar equation,
to assess scan effectiveness and estimate likely target
locations.
12 - Performance analysis of a micro underwater Remotely
Operated Vehicle (ROV)
Authors: Fauzal Naim Zohedi, Chan Yeow Chuan, Mohd
Shahrieel Mohd Aras, Alias Khamis, Zairi Ismael
Rizman
This paper presents an underwater Remote Operated
Vehicle (ROV) designed to replace human divers in
hazardous offshore tasks by mitigating risks and costs
associated with underwater operations. This ROV
incorporates a robust frame, waterproof endoscopic
camera, and pressure/depth sensor to withstand
submersion. Testing in a laboratory pool confirmed stable
performance: 90% negative buoyancy enabled reliable
descent and ascent, while consistent velocity and
acceleration were achieved in forward, backward, and
vertical motion. Angling the horizontal thrusters at 45°
improved maneuverability and turning speed.
13 - A Multidisciplinary Optimization Method for the Wing of
Autonomous Underwater Vehicle
Author: Qi Chen
This paper presents a multidisciplinary design optimization
method that integrates aerodynamic and structural
analyses to enhance design collaboration. A parametric
model of the AUV wing was developed using CATIA, a
software suite created by Dassault Systèmes that is widely
used for computer-aided design (CAD). Following this,
grid generation was carried out in ICEM Surf, a powerful
tool for advanced surface modeling. A computational fluid
dynamics simulation was conducted to evaluate the
hydrodynamic performance. The hydrodynamic loads
were then analyzed and optimized, resulting in a
reduction of the wing structure's mass while maintaining
safety. This approach provides a reliable pathway for
improving AUV performance and design efficiency.