A remote anomaly detection system for Slocum underwater gliders
نویسندگان
چکیده
Marine Autonomous Systems (MAS) operating at sea beyond visual line of sight need to be self-reliant, as any malfunction could lead loss or pose a risk other users. In the absence fully automated on-board control and fault detection tools, MAS are piloted monitored by experts, resulting in high operational costs limiting scale observational fleets that can deployed simultaneously. Hence, an effective anomaly system is fundamental increase fleet capacity reliability. this study, on-line, remote developed for underwater gliders. Two alternative methods analysed using time series data: feedforward deep neural networks estimating glider’s vertical velocity autoencoder. The systems trained field data from four baseline deployments Slocum gliders tested on six vehicles suffering adverse behaviour. able successfully detect range anomalies near real streams, whilst being generalise different glider configurations. autoencoder’s error reconstructing original signals clearest indicator anomalies. Thus, autoencoder prime candidate included into all-encompassing condition monitoring MAS.
منابع مشابه
Routing strategies for underwater gliders
rapidly reach a specified waypoint or to maximize the ability to map a measured field, both in the presence of significant currents. For rapid transit in a frozen velocity field, direct minimization of travel time provides a trajectory ‘‘ray’’ equation. A simpler routing algorithm that requires less information is also discussed. Two approaches are developed to maximize the mapping ability, as ...
متن کاملStabilization and Coordination of Underwater Gliders
An underwater glider is a buoyancy-driven, fixedwing underwater vehicle that redistributes internal mass to control attitude. We examine the dynamics of a glider restricted to the vertical plane and derive a feedback law that stabilizes steady glide paths. The control law is physically motivated and with the appropriate choice of output can be interpreted as providing input-output feedback line...
متن کاملThe potential for Autonomous Underwater Gliders in large lake research
a r t i c l e i n f o While Autonomous Underwater Gliders (AUGs) have become a mainstay of coastal and open ocean observing , few observations have been made in lakes using AUGs. This short commentary discusses the role that gliders play in ocean observing systems, discusses a set of observations made in Lake Superior using an AUG, and presents some initial merging of glider and remote sensing ...
متن کاملPassivity - Based Stabilization of Underwater Gliders With a Control Surface
The problem of stabilizing steady gliding is critical for an underwater glider, which is subject to many non-negligible disturbances from the aquatic environment. In this paper, we propose a new systematic controller design and implementation approach for the stabilization problem, including a nonlinear, passivity-based controller and a nonlinear model-based observer, where the actuation is rea...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Ocean Engineering
سال: 2021
ISSN: ['1873-5258', '0029-8018']
DOI: https://doi.org/10.1016/j.oceaneng.2021.109531