Performance Analysis of Energy-Efficient Path Planning for Sustainable Transportation

被引:0
|
作者
Georgiadis, Dimitris [1 ]
Karathanasopoulou, Konstantina [1 ]
Bardaki, Cleopatra [1 ]
Panagiotopoulos, Ilias [2 ]
Vondikakis, Ioannis [1 ]
Paktitis, Thalis [1 ]
Dimitrakopoulos, George [1 ]
机构
[1] Harokopio Univ Athens, Dept Informat & Telemat, 9 Omirou Str, Athens 17778, Greece
[2] Harokopio Univ Athens, Informat & Telematics Dept, Tavros 17778, Greece
关键词
HGA; A*; Carla; path-finding; sustainability; energy efficiency; HYBRID GENETIC ALGORITHM; OPTIMIZATION; COLONY;
D O I
10.3390/su16124963
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Optimizing path planning for energy efficiency is critical for achieving sustainable vehicular transportation. This paper presents a novel framework for evaluating the impact of path planning algorithms (PPAs) on energy consumption within a simulated environment. We leverage the CARLA simulator to conduct a comparative analysis between the widely used A* and a Hybrid Genetic Algorithm (HGA) across diverse vehicular scenarios. This investigation aims to quantify the influence of PPA selection on vehicle energy expenditure, enabling data-driven optimization for energy minimization. We leverage an offline energy estimation model to further streamline the comparison of the two PPAs. Extensive simulations are employed to demonstrate the efficiency and adaptability of the proposed framework. The findings contribute to the development of energy-efficient path-planning strategies, promoting advancements toward sustainable transportation systems.
引用
收藏
页数:26
相关论文
共 50 条
  • [1] Demo Abstract: Path and Speed Planning Online Platform for Energy-Efficient Timely Truck Transportation
    Long, Yaowei
    Wu, Zidong
    Liu, Hongyi
    Cui, Titing
    Xu, Wenjie
    Chen, Minghua
    BUILDSYS'19: PROCEEDINGS OF THE 6TH ACM INTERNATIONAL CONFERENCE ON SYSTEMS FOR ENERGY-EFFICIENT BUILDINGS, CITIES, AND TRANSPORTATION, 2019, : 383 - 384
  • [2] Energy-Efficient UAVs Coverage Path Planning Approach
    Ahmed, Gamil
    Sheltami, Tarek
    Mahmoud, Ashraf
    Yasar, Ansar
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2023, 136 (03): : 3239 - 3263
  • [3] ENERGY-EFFICIENT SINUSOIDAL PATH PLANNING OF ROBOT MANIPULATORS
    DIKEN, H
    MECHANISM AND MACHINE THEORY, 1994, 29 (06) : 785 - 792
  • [4] AI-based energy-efficient path planning of multiple logistics UAVs in intelligent transportation systems
    Du, Pengfei
    He, Xiang
    Cao, Haotong
    Garg, Sahil
    Kaddoum, Georges
    Hassan, Mohammad Mehedi
    COMPUTER COMMUNICATIONS, 2023, 207 : 46 - 55
  • [5] Energy benchmark for energy-efficient path planning of the automated guided vehicle
    Hu, Luoke
    Zhao, Xiaoliang
    Liu, Weipeng
    Cai, Wei
    Xu, Kangkang
    Zhang, Zhongwei
    SCIENCE OF THE TOTAL ENVIRONMENT, 2023, 857
  • [6] An energy-efficient path planning algorithm for unmanned surface vehicles
    Niu, Hanlin
    Lu, Yu
    Savvaris, Al
    Tsourdos, Antonios
    OCEAN ENGINEERING, 2018, 161 : 308 - 321
  • [7] Energy-Efficient Path Planning of Reconfigurable Robots in Complex Environments
    Kyaw, Phone Thiha
    Anh Vu Le
    Veerajagadheswar, Prabakaran
    Elara, Mohan Rajesh
    Theint Theint Thu
    Nguyen Huu Khanh Nhan
    Phan Van Duc
    Minh Bui Vu
    IEEE TRANSACTIONS ON ROBOTICS, 2022, 38 (04) : 2481 - 2494
  • [8] Energy-Efficient Coverage Path Planning for General Terrain Surfaces
    Wu, Chenining
    Dai, Chengkai
    Gong, Xiaoxi
    Liu, Yong-Jin
    Wang, Jun
    Gu, Xianfeng David
    Wang, Charlie C. L.
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2019, 4 (03) : 2584 - 2591
  • [9] Energy-efficient - but sustainable?
    Hume, C
    TCE, 2004, (760): : 2 - 2
  • [10] The challenge of energy-efficient transportation
    Hermans J.
    MRS Energy and Sustainability, 2017, 4 (01):