動的海洋環境におけるUSV経路計画のためのトランスフォーマーベース電流予測を備えたハイブリッドAPF-DQNフレームワーク
Nanjie Zhang1, Yuquan Chen2, Yunshan Wu3
1College of Artificial Intelligence and Automation, Hohai University, Changzhou, 213000, China.
Scientific reports
|December 30, 2025
まとめ
この研究では、無人水上艇(USV)の経路計画のために、人工ポテンシャルフィールド誘導型ディープQネットワーク(APF-DQN)を導入します。この新しいアプローチは、海流予測を統合し、エネルギー効率を改善することにより、複雑な海洋環境でのナビゲーションを強化します。
科学分野:
- ロボット工学
- 海洋工学
- 人工知能
背景:
- 無人水上艇(USV)の経路計画は、海流や障害物により複雑です。
- 既存の方法では、堅牢な時間予測と物理ベースおよび学習ベースのアプローチの効果的な統合が不足しています。
主な方法:
- 高精度な海流場予測のためのマルチスケールトランスフォーマーアーキテクチャ。
- 動的な海流誘発力と局所的最小値脱出を備えた強化された適応的人工ポテンシャルフィールド(APF)。
- 深層Qネットワーク(DQN)統合のための、中央値Q値ベースの探索メカニズムとAPF情報損失関数。
結論:
- APF-DQNフレームワークは、複雑な海洋環境におけるUSV経路計画のための堅牢で効率的なソリューションを提供します。
- トランスフォーマーベースの海流予測と強化されたAPFの統合は、ナビゲーションパフォーマンスを大幅に向上させます。
- この方法は、自律海洋ナビゲーションシステムに有望な方向性を提供します。
関連する概念動画
Fast Decoupled and DC Powerflow
705
The fast decoupled power flow method addresses contingencies in power system operations, such as generator outages or transmission line failures. This method provides quick power flow solutions, essential for real-time system adjustments. Fast decoupled power flow algorithms simplify the Jacobian matrix by neglecting certain elements, leading to two sets of decoupled equations:
705
Uniform Depth Channel Flow: Problem Solving
415
To calculate the flow rate for a trapezoidal channel, first, identify the bottom width, side slope, and flow depth of the channel. The cross-sectional area (A) corresponding to the depth of flow (y), channel bottom width (B), and side slope (θ) is determined by:Next, calculate the wetted perimeter, which includes the bottom width and the sloped side lengths in contact with the water. Using the values of the cross-sectional area and the wetted perimeter, determine the hydraulic radius by...
415
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
268
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
268
Uniform Depth Channel Flow
513
Uniform depth channel flow keeps fluid depth consistent along channels such as irrigation canals. In natural channels, such as rivers, approximate uniform flow is often assumed. This condition occurs when the channel’s bottom slope matches the energy slope, balancing potential energy lost from gravity with head loss due to shear stress. This balance prevents depth changes along the channel length, resulting in a steady, uniform flow.Uniform flow in open channels with a constant cross-section...
513
Displacement Current
3.7K
Ampère's law, in its usual form, does not work in places where the current changes with time and is not steady. Thus, Maxwell suggested including an additional contribution, called the displacement current, Id, to the real conduction current I.
3.7K
Maximum Power Flow and Line Loadability
570
The maximum power flow for lossy transmission lines is derived using ABCD parameters in phasor form. These parameters create a matrix relationship between the sending-end and receiving-end voltages and currents, allowing the determination of the receiving-end current. This relationship facilitates calculating the complex power delivered to the receiving end, from which real and reactive power components are derived.
570


