• Home
  • Search
  • Wave Direction Classification for Advancing Ships Using Artificial Neural Networks Based on Motion Response Spectra
  • https://doi.org/10.3390/jmse14010006Copy DOI Icon

Wave Direction Classification for Advancing Ships Using Artificial Neural Networks Based on Motion Response Spectra

Show More
  • Abstract
  • Literature Map
  • References
  • Similar Papers
Abstract

This study proposes a novel artificial neural network-based methodology for classifying the incident wave direction during ship navigation using the heave–roll–pitch motion response spectra as input. The proposed model demonstrated a balanced performance with an overall accuracy of approximately 0.888, effectively classifying the wave direction into three major categories: head-sea, beam-sea, and following-sea. The methodology utilizes Response Amplitude Operators derived from linear potential flow theory to generate motion response spectra, which are then used to classify the incident wave direction. The model effectively learns the frequency-distribution characteristics of the response spectrum, enabling wave direction classification without the need for complex inverse analysis procedures. This approach is significant in that it allows wave direction recognition solely based on measurable ship motion responses, without the need for additional external sensors or mathematical modeling. This data-driven approach has strong potential for integration into autonomous ship situational awareness modules and real-time wave monitoring technologies. However, the study simplified the directional domain into three representative groups, and the model was validated primarily using a numerically generated dataset, indicating the need for future improvements. Future research will expand the dataset to include a broader range of sea states, improve directional resolution, and explore continuous wave direction prediction. Additionally, further validation using field-measured data will be conducted to assess the real-time applicability of the proposed model.

Similar Papers
  • Conference Article

Design Application Method of Floor Response Spectrum Method Assisted by Time History Analysis for Multiply Supported Piping System

  • Jul 28, 2024
  • Ayaka Yoshida +4
  • Research Article

Evaluation of ground motion and site-specific response spectrum for different parts of India by the method of semi-empirical Green’s function

  • May 29, 2018
  • Arabian Journal of Geosciences
  • Subhadra Nampally +3
  • Preprint Article

New method of directional spectrum estimation accounting for ambient shearing currents

  • May 15, 2023
  • Yaron Toledo +2
  • Research Article
  • Citations32

Site-specific ground motion modeling for a historical Cairo site as a step towards computation of seismic input at cultural heritage sites

  • Feb 12, 2020
  • Engineering Geology
  • Hany M Hassan +6
  • PDF
  • Research Article
  • Citations3

Capacity building enables unique near-fault observations of the destructive 2025 M w 7.7 Myanmar earthquake

  • Oct 06, 2025
  • Earth System Science Data
  • Ssu-Ting Lai +22
  • Conference Article
  • Citations2

Dynamic Response Analysis on Different Types of TLPS

  • Jan 01, 2010
  • Gongwei Yan +1
  • Research Article
  • Citations16

Comparison of modal combination methods

  • Mar 01, 1984
  • Nuclear Engineering and Design
  • Ajaya K Gupta +1
  • Conference Article
  • Citations1

Investigation on Heave Motion and Load Response of a FPSO in Regular Waves by Fully Nonlinear Method

  • Aug 03, 2020
  • Jia-Le Wang +2
  • Research Article
  • Citations41

Validation of dynamic response of a 2-MW hybrid-spar floating wind turbine during typhoon using full-scale field data

  • Oct 26, 2020
  • Ocean Engineering
  • Koji Tanaka +3
  • Research Article
  • Citations8

Effects of damping plate on the motion response of transport ships under waves

  • Feb 28, 2023
  • Applied Ocean Research
  • Jijian Lian +6
  • Research Article
  • Citations20

Multi-peaked directional wave spectra based on extensive field measurement data in the Gulf of Oman

  • Apr 28, 2021
  • Ocean Engineering
  • Mohammad Adibzade +3
  • Research Article
  • Citations1

An experimental study of acoustically induced rocking motion of simple asymmetric geometries

  • Apr 01, 2012
  • The Journal of the Acoustical Society of America
  • Gwendolyn V Rodgers +2
  • Research Article

The Effect of Vertical Ground Motion in Dynamic Analysis for Near Fault Area in Yogyakarta

  • Oct 01, 2023
  • IOP Conference Series: Earth and Environmental Science
  • G Aglia +4
  • Research Article
  • Citations14

BIM for Safety: Applying Real-Time Monitoring Technologies to Prevent Falls from Height in Construction

  • Feb 19, 2025
  • Applied Sciences
  • Filipa Pereira +2
  • Research Article
  • Citations1

Propagation of elastic waves in fibrous composite with general anisotropy from two families of obliquely inclined fibers

  • Jun 16, 2024
  • ZAMM - Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik
  • M D Sharma
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.