Research on Improved Localization Based on Real-Time Semantic Chain List Systems

JIANG Lin; YANG Wen-qi; LEI Bin; LI Yun-fei; TANG Bo; ZHU Jian-yang

doi:10.12263/DZXB.20240336

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Research on Improved Localization Based on Real-Time Semantic Chain List Systems

PAPERS | 更新时间：2025-08-18

- Research on Improved Localization Based on Real-Time Semantic Chain List Systems
- ACTA ELECTRONICA SINICA Vol. 53, Issue 5, Pages: 1533-1540(2025)
- 作者机构：
  
  1.武汉科技大学冶金装备及其控制教育部重点实验室，湖北武汉 430081
  2.武汉科技大学机器人与智能系统研究院，湖北武汉 430081
  3.武汉科技大学机械传动与制造工程湖北省重点实验室，湖北武汉 430081
- 作者简介：
- 基金信息：
  
  National Key Research and Development Program of China(2019YFB1310000);National Natural Science Foundation of China(51874217)
- DOI：10.12263/DZXB.20240336
  CLC： TP242.6
- Received：25 April 2024，
  
  Revised：2025-01-21，
  
  Published：25 May 2025
- 稿件说明：
移动端阅览
蒋林, 杨文琦, 雷斌, 等. 基于实时语义链表构建系统的改善定位研究[J]. 电子学报, 2025, 53(05): 1533-1540.

JIANG Lin, YANG Wen-qi, LEI Bin, et al. Research on Improved Localization Based on Real-Time Semantic Chain List Systems[J]. Acta Electronica Sinica, 2025, 53(05): 1533-1540.
蒋林, 杨文琦, 雷斌, 等. 基于实时语义链表构建系统的改善定位研究[J]. 电子学报, 2025, 53(05): 1533-1540. DOI：10.12263/DZXB.20240336

JIANG Lin, YANG Wen-qi, LEI Bin, et al. Research on Improved Localization Based on Real-Time Semantic Chain List Systems[J]. Acta Electronica Sinica, 2025, 53(05): 1533-1540. DOI：10.12263/DZXB.20240336

摘要

针对移动机器人领域自适应蒙特卡洛定位算法（Adaptive Monte Carlo Localization，AMCL）在相似及变化场景下易失效的问题，本文提出基于改进YOLOv8构建语义链表为AMCL提供预定位位姿的方法，改变粒子权重更新方式，进而提升定位准确性和鲁棒性.以YOLOv8为基础，结合信息聚集-分发机制和注意力尺度序列融合模块增强其Neck部分特征融合能力，并对模型进行剪枝，提升精度和速度；利用激光SLAM（Simultaneous Localization And Mapping）构建二维栅格地图，通过改进的YOLOv8提取物体语义并映射到地图上，得到二维语义地图，根据各连续语义物体之间的关系构建语义链表；在定位过程中，将机器人识别到的物体语义信息与语义链表进行匹配，为AMCL提供预定位位姿，改变其粒子更新方式进行精确定位，并基于词袋模型降低免疫障碍物遮挡导致的语义链断裂.在相似及变化场景下进行定位对比实验，实验结果验证了本文算法的有效性.

Abstract

To address the issue of AMCL (Adaptive Monte Carlo Localization) failure in similar and dynamic environments within the field of mobile robotics

this paper proposes a method based on the improved YOLOv8 to construct a semantic chain list

which provides a pre-localization pose for AMCL

altering the particle weight update mechanism to enhance localization accuracy and robustness. Built on the YOLOv8 architecture

the method integrates the gather-and-distribute mechanism and attentional scale sequence fusion module to enhance the feature fusion capabilities of the Neck section

while pruning the model to improve both accuracy and speed. Laser SLAM (Simultaneous Localization And Mapping) is used to construct a 2D grid map

and the improved YOLOv8 extracts object semantics and maps them onto the grid map

generating a 2D semantic map. A semantic chain list is constructed based on the relationships between consecutive semantic objects. During localization

the robot's detected object semantic information is matched with the semantic chain list to provide a pre-localization pose for AMCL

modifying the particle update mechanism for precise localization. Additionally

a bag-of-words model is employed to mitigate semantic chain breaks caused by occlusion from obstacles. Localization experiments in similar and dynamic environments validate the effectiveness of the proposed algorithm.

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references

LIU Z Y , CHEN D , VON WICHERT G . 2D semantic mapping on occupancy grids [C ] // ROBOTIK 2012 , 7th German Conference on Robotics Munich : VDE , 2012 : 1 - 6 .

李秀智 , 李尚宇 , 贾松敏 , 等 . 实时的移动机器人语义地图构建系统 [J ] . 仪器仪表学报 , 2017 , 38 ( 11 ): 2769 - 2778 .

LI X Z , LI S Y , JIA S M , et al . System of real time mobile robot semantic map building [J ] . Chinese Journal of Scientific Instrument , 2017 , 38 ( 11 ): 2769 - 2778 . (in Chinese)

蒋林 , 向超 , 朱建阳 , 等 . 加载语义似然估计的粒子滤波重定位 [J ] . 电子学报 , 2021 , 49 ( 2 ): 306 - 314 .

JIANG L , XIANG C , ZHU J Y , et al . Particle filter relocation with semantic likelihood estimation [J ] . Acta Electronica Sinica , 2021 , 49 ( 2 ): 306 - 314 . (in Chinese)

李琳 , 吴怀宇 , 张天宇 . 基于改进DeepLabV3+的语义地图构建 [J ] . 激光与光电子学进展 , 2022 , 59 ( 10 ): 1015002 .

LI L , WU H Y , ZHANG T Y . Constructing semantic map of mobile robots based on improved DeepLab V3+ [J ] . Laser & Optoelectronics Progress , 2022 , 59 ( 10 ): 1015002 . (in Chinese)

LI G F , FAN H W , JIANG G Z , et al . RGBD-SLAM based on object detection with two-stream YOLOv4-MobileNetv3 in autonomous driving [J ] . IEEE Transactions on Intelligent Transportation Systems , 2024 , 25 ( 3 ): 2847 - 2857 .

王立鹏 , 张佳鹏 , 张智 , 等 . 基于深度学习的移动机器人语义SLAM方法研究 [J ] . 哈尔滨工程大学学报 , 2024 , 45 ( 2 ): 306 - 313 .

WANG L P , ZHANG J P , ZHANG Z , et al . Research on a semantic SLAM method of a mobile robot based on deep learning [J ] . Journal of Harbin Engineering University , 2024 , 45 ( 2 ): 306 - 313 . (in Chinese)

ZHANG L , ZAPATA R , LÉPINAY P . Self-adaptive Monte Carlo localization for mobile robots using range finders [J ] . Robotica , 2012 , 30 ( 2 ): 229 - 244 .

PENG G , ZHENG W , LU Z Z , et al . An improved AMCL algorithm based on laser scanning match in a complex and unstructured environment [J ] . Complexity , 2018 , 2018 ( 1 ): 2327637 .

谢奥 . 基于改进AMCL的AGV全局定位算法研究 [D ] . 济南 : 山东大学 , 2020 .

XIE A . Research on AGV Global Positioning Algorithm Based on Improved AMCL [D ] . Jinan : Shandong University , 2020 . (in Chinese)

蒋林 , 李云飞 , 汤勃 , 等 . 基于语义物体尺寸链的改进自适应蒙特卡洛动态定位研究 [J ] . 机械工程学报 , 2024 , 60 ( 15 ): 49 - 59 .

JIANG L , LI Y F , TANG B , et al . Dynamic localization research on improved AMCL based on the dimensional chain of semantic objects [J ] . Journal of Mechanical Engineering , 2024 , 60 ( 15 ): 49 - 59 . (in Chinese)

张淑珍 , 何镇 , 查富生 , 等 . 基于可调场景语义标注范围的家庭室内语义地图构建 [J ] . 中国惯性技术学报 , 2024 , 32 ( 4 ): 371 - 378 .

ZHANG S Z , HE Z , ZHA F S , et al . Semantic map construction for indoor home environment based on adjustable scene semantic annotation scope [J ] . Journal of Chinese Inertial Technology , 2024 , 32 ( 4 ): 371 - 378 . (in Chinese)

WANG C C , HE W , NIE Y , et al . Gold-YOLO: Efficient object detector via gather-and-distribute mechanism [EB/OL ] . ( 2023-10-23 )[ 2025-01-21 ] . https://arxiv.org/abs/230 9.11331v5 https://arxiv.org/abs/2309.11331v5 .

KANG M , TING C M , TING F F , et al . ASF-YOLO: A novel YOLO model with attentional scale sequence fusion for cell instance segmentation [J ] . Image and Vision Computing , 2024 , 147 : 105057 .

LEE J , PARK S , MO S , et al . Layer-adaptive sparsity for the magnitude-based pruning [EB/OL ] . ( 2023-03-09 )[ 2025-01-21 ] . https://arxiv.org/abs/2010.07611v2 https://arxiv.org/abs/2010.07611v2 .

GÁLVEZ-LÓPEZ D , TARDOS J D . Bags of binary words for fast place recognition in image sequences [J ] . IEEE Transactions on Robotics , 2012 , 28 ( 5 ): 1188 - 1197 .

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