Multi-Robot Exploration for Environmental Monitoring: The Resource Constrained Perspective
暫譯: 多機器人探索環境監測:資源受限的視角
Tiwari, Kshitij, Chong, Nak Young
- 出版商: Academic Press
- 出版日期: 2019-12-04
- 售價: $4,740
- 貴賓價: 9.5 折 $4,503
- 語言: 英文
- 頁數: 290
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0128176075
- ISBN-13: 9780128176078
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相關分類:
機器人製作 Robots
海外代購書籍(需單獨結帳)
相關主題
商品描述
Multi-robot Exploration for Environmental Monitoring: The Resource Constrained Perspective provides readers with the necessary robotics and mathematical tools required to realize the correct architecture. The architecture discussed in the book is not confined to environment monitoring, but can also be extended to search-and-rescue, border patrolling, crowd management and related applications. Several law enforcement agencies have already started to deploy UAVs, but instead of using teleoperated UAVs this book proposes methods to fully automate surveillance missions. Similarly, several government agencies like the US-EPA can benefit from this book by automating the process.
Several challenges when deploying such models in real missions are addressed and solved, thus laying stepping stones towards realizing the architecture proposed. This book will be a great resource for graduate students in Computer Science, Computer Engineering, Robotics, Machine Learning and Mechatronics.
- Analyzes the constant conflict between machine learning models and robot resources
- Presents a novel range estimation framework tested on real robots (custom built and commercially available)
商品描述(中文翻譯)
《多機器人探索環境監測:資源受限的視角》為讀者提供了實現正確架構所需的機器人技術和數學工具。本書討論的架構不僅限於環境監測,還可以擴展到搜索與救援、邊界巡邏、人群管理及相關應用。幾個執法機構已經開始部署無人機(UAV),但本書提出的方法是完全自動化監視任務,而不是使用遙控無人機。同樣,像美國環保署(US-EPA)等幾個政府機構也可以通過自動化過程來受益於本書。
本書針對在實際任務中部署這些模型所面臨的幾個挑戰進行了探討和解決,從而為實現所提出的架構奠定了基礎。本書將成為計算機科學、計算機工程、機器人技術、機器學習和機電一體化研究生的寶貴資源。
- 分析機器學習模型與機器人資源之間的持續衝突
- 提出了一個在實際機器人(定制和商用)上測試的新型範圍估計框架