Bin-picking new approaches for a classical problem

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1. Verfasser: Buchholz, Dirk (VerfasserIn)
Format: Elektronisch E-Book
Sprache:English
Veröffentlicht: Cham Springer International Publishing [2016]
Schriftenreihe:Studies in systems, decision and control volume 44
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Datensatz im Suchindex

DE-BY-TUM_katkey 2808338
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adam_text BIN-PICKING / BUCHHOLZ, DIRK : 2016 TABLE OF CONTENTS / INHALTSVERZEICHNIS INTRODUCTION – AUTOMATION AND THE NEED FOR POSE ESTIMATION BIN-PICKING – 5 DECADES OF RESEARCH 3D POINT CLOUD BASED POSE ESTIMATION DEPTH MAP BASED POSE ESTIMATION NORMAL MAP BASED POSE ESTIMATION SUMMARY AND CONCLUSION DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. BIN-PICKING / BUCHHOLZ, DIRK : 2016 ABSTRACT / INHALTSTEXT THIS BOOK IS DEVOTED TO ONE OF THE MOST FAMOUS EXAMPLES OF AUTOMATION HANDLING TASKS – THE “BIN-PICKING” PROBLEM. TO PICK UP OBJECTS, SCRAMBLED IN A BOX IS AN EASY TASK FOR HUMANS, BUT ITS AUTOMATION IS VERY COMPLEX. IN THIS BOOK THREE DIFFERENT APPROACHES TO SOLVE THE BIN-PICKING PROBLEM ARE DESCRIBED, SHOWING HOW MODERN SENSORS CAN BE USED FOR EFFICIENT BIN-PICKING AS WELL AS HOW CLASSIC SENSOR CONCEPTS CAN BE APPLIED FOR NOVEL BIN-PICKING TECHNIQUES. 3D POINT CLOUDS ARE FIRSTLY USED AS BASIS, EMPLOYING THE KNOWN RANDOM SAMPLE MATCHING ALGORITHM PAIRED WITH A VERY EFFICIENT DEPTH MAP BASED COLLISION AVOIDANCE MECHANISM RESULTING IN A VERY ROBUST BIN-PICKING APPROACH. REDUCING THE COMPLEXITY OF THE SENSOR DATA, ALL COMPUTATIONS ARE THEN DONE ON DEPTH MAPS. THIS ALLOWS THE USE OF 2D IMAGE ANALYSIS TECHNIQUES TO FULFILL THE TASKS AND RESULTS IN REAL TIME DATA ANALYSIS. COMBINED WITH FORCE/TORQUE AND ACCELERATION SENSORS, A NEAR TIME OPTIMAL BIN-PICKING SYSTEM EMERGES. LASTLY, SURFACE NORMAL MAPS ARE EMPLOYED AS A BASIS FOR POSE ESTIMATION. IN CONTRAST TO KNOWN APPROACHES, THE NORMAL MAPS ARE NOT USED FOR 3D DATA COMPUTATION BUT DIRECTLY FOR THE OBJECT LOCALIZATION PROBLEM, ENABLING THE APPLICATION OF A NEW CLASS OF SENSORS FOR BIN-PICKING DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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series Studies in systems, decision and control
series2 Studies in systems, decision and control
spellingShingle Buchholz, Dirk
Bin-picking new approaches for a classical problem
Studies in systems, decision and control
Engineering
Artificial intelligence
Image processing
Computational intelligence
Robotics
Automation
Computational Intelligence
Robotics and Automation
Image Processing and Computer Vision
Artificial Intelligence (incl. Robotics)
Ingenieurwissenschaften
Künstliche Intelligenz
title Bin-picking new approaches for a classical problem
title_auth Bin-picking new approaches for a classical problem
title_exact_search Bin-picking new approaches for a classical problem
title_full Bin-picking new approaches for a classical problem Dirk Buchholz
title_fullStr Bin-picking new approaches for a classical problem Dirk Buchholz
title_full_unstemmed Bin-picking new approaches for a classical problem Dirk Buchholz
title_short Bin-picking
title_sort bin picking new approaches for a classical problem
title_sub new approaches for a classical problem
topic Engineering
Artificial intelligence
Image processing
Computational intelligence
Robotics
Automation
Computational Intelligence
Robotics and Automation
Image Processing and Computer Vision
Artificial Intelligence (incl. Robotics)
Ingenieurwissenschaften
Künstliche Intelligenz
topic_facet Engineering
Artificial intelligence
Image processing
Computational intelligence
Robotics
Automation
Computational Intelligence
Robotics and Automation
Image Processing and Computer Vision
Artificial Intelligence (incl. Robotics)
Ingenieurwissenschaften
Künstliche Intelligenz
url https://doi.org/10.1007/978-3-319-26500-1
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