Occupancy Grid Fusion Prototyping Using Automotive Virtual Validation Environment

被引:8
|
作者
Markiewicz, Pawel [1 ,2 ]
Kogut, Krzysztof [2 ]
Rozewicz, Maciej [2 ,3 ]
Skruch, Pawel [2 ,3 ]
Starosolski, Roman [1 ]
机构
[1] Silesian Tech Univ, Ul Akad 16, PL-44100 Gliwice, Poland
[2] Aptiv Serv Poland SA, Ul Podgorki Tynieckie 2, PL-30399 Krakow, Poland
[3] AGH Univ Sci & Technol, Al A Mickiewicza 30, PL-30059 Krakow, Poland
关键词
Occupancy Grid; Sensor Fusion; Inverse Sensor Model; ADAS; Automated Driving;
D O I
10.1145/3284516.3284540
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper walks through the occupancy grid fusion algorithm prototyping process. The implementation consists of core fusion algorithms using probability derived from inverse sensor models. Preliminary results are obtained using an automotive virtual validation tool and phenomenological sensor models of radars, lidars and selected functions of vision sensors. The purpose of the developed framework is to perform a relative performance assessment between certain grid computation and fusion methods. Assessment is carried out by comparing computed results with reference data. Virtual validation is used to enable quick and cost effective reference data generation in comparison to real world testing.
引用
收藏
页码:81 / 85
页数:5
相关论文
共 50 条
  • [1] Developing Occupancy Grid with Automotive Simulation Environment
    Markiewicz, Pawel
    Porebski, Jakub
    [J]. APPLIED SCIENCES-BASEL, 2020, 10 (21): : 1 - 16
  • [2] Virtual prototyping used as validation tool in automotive design
    Kulkarni, A.
    Kapoor, A.
    Iyer, M.
    Kosse, V.
    [J]. 19TH INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION (MODSIM2011), 2011, : 419 - 425
  • [3] Occupancy grid for static environment perception in series automotive applications
    Porebski, Jakub
    Kogut, Krzysztof
    Markiewicz, Pawel
    Skruch, Pawel
    [J]. IFAC PAPERSONLINE, 2019, 52 (08): : 148 - 153
  • [4] Occupancy Grid Mapping for Mobile Robot using Sensor Fusion
    Tripathi, Priyanshu
    Singh, Harvir
    Nagla, K. S.
    Mahajan, Sudhir
    [J]. PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON ISSUES AND CHALLENGES IN INTELLIGENT COMPUTING TECHNIQUES (ICICT), 2014, : 47 - 51
  • [5] Robust data fusion with occupancy grid
    Stepán, P
    Kulich, M
    Preucil, L
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2005, 35 (01): : 106 - 115
  • [6] Environment Perception Using Grid Occupancy Estimation with Belief Functions
    Dezert, Jean
    Moras, Julien
    Pannetier, Benjamin
    [J]. 2015 18TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2015, : 1070 - 1077
  • [7] An environment for IN service prototyping and validation
    Kimbler, K
    Hagenfeldt, CH
    Ellsberger, J
    Bergman, G
    [J]. INTELLIGENCE IN SERVICES AND NETWORKS: PAVING THE WAY FOR AN OPEN SERVICE MARKET, 1999, 1597 : 315 - 327
  • [8] AUTOBENCH/AUTO-OPT: Towards an integrated construction environment for virtual prototyping in the automotive industry
    Kuhlmann, A
    Thole, CA
    Trottenberg, U
    [J]. RECENT ADVANCES IN PARALLEL VIRTUAL MACHINE AND MESSAGE PASSING INTERFACE, 2003, 2840 : 686 - 690
  • [9] The Virtual Environment for Rapid Prototyping of the Intelligent Environment
    Francillette, Yannick
    Boucher, Eric
    Bouzouane, Abdenour
    Gaboury, Sebastien
    [J]. SENSORS, 2017, 17 (11):
  • [10] Experience with a Virtual Laboratory Environment Using Grid
    Grosclaude, Eduardo
    Lopez Luro, Francisco
    Leandro Bertogna, Mario
    Naiouf, Marcelo
    De Giusti, Armando
    [J]. IBERGRID: 1ST IBERIAN GRID INFRASTRUCTURE CONFERENCE PROCEEDINGS, 2007, : 385 - 388