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Object-Level Fusion for Surround Environment
Perception in Automated Driving Applications
DISSERTATION
submitted in partial fulfillment
of the requirements for the degree
Doktor Ingenieur
(Doctor of Engineering)
in the
Faculty of Electrical Engineering and Information Technology
at Technische Universit
¨
at Dortmund
by
M.Sc. Michael Aeb er ha r d
Lausanne, Switzerland
Date of approval : May 31st, 2017
First examiner: Univ.-Prof. Dr.-Ing. Prof. h.c. Dr. h.c. Torsten Bertram
Second examiner: Univ.-Prof. Dr.-Ing. Hans-Joachim W
¨
unsche
“
For once you have tasted flight you will walk the earth with your eyes
turned skywards, for there you have been and there you will long to return.
”
Leonardo da Vinci
Acknowledgm ents
This thesis and the corresponding research was completed with the Technische Universit¨at
Dortmund in cooperation with the BMW Group Research and Technology in Munich,
Germany.
First and foremost I would like to thank Univ.-Prof. Dr.-Ing. Prof. h.c. Dr. h.c. Torsten
Bertram for advising this thesis and guiding me through the pr ocess of undergoing the
research an d writing the thesis. I am grateful for his many insights, advice and suggestions
while completing the thesis. Additionally I would like to thank Univ.-Prof. Dr. - In g. Hans-
Joachim W¨unsche of the Universit¨at der Bun d eswehr for taking over the role as second
examiner.
I would like to thank Dr.-Ing. Dirk Wisselmann, Dr.-Ing. Helmut Sp a n n h ei m er and
Dr.-Ing. Nico Kaempchen for givin g me the chance to writ e my thesis in cooperation with
the BMW Group a n d giving me the opport u n i ty to begin my career in the exciting and
fulfilling field of autonomous driving.
My sincere thanks go in particula r to Dr.-In g . Nico Kaempchen, who served as my
technical adviser at BMW during the time as a doctoral stu d e nt. Without his guidance,
insights, experience and encouragement during the scores of meetings, discussions and test
drives, this thesis would not have been possible.
Additionally I would like to thank my f el l ow colleagues and doctor a l students at BMW
with whom many exciting projects were completed: Michael Ardelt, Mohammad Bahram,
Martin Friedl, Thomas Hofmann, Florian Homm, Pei-Shih Huang, Werner Huber, Horst
Kl¨oden, Thomas K¨uhbeck, Yves Pilat, Andreas Rauch, S e b ast i a n Rauch, Bernhard Seidl,
Georg Tanzmeist er , Julian Thomas, Peter Waldmann and Moritz Werling. I am also
grateful for the excellent contributions of all my bach el or /m a st er /d i p l o m a thesis stude nts:
Christopher Bayer, Sebastian Dingler, Sascha Paul, Marcin Rabiega, Stefan Schlichth¨arle
and Jin q u an Zheng.
My experience with BMW began at the manufacturing plant in Spartanburg, South
Carolina as a coopera t i ve educa t i on intern while studyi n g at the Georgia Institute of
Technology in Atlanta, GA. For this opportunity, I am thankful to Russell Levesque, my
adviser during the intern s h i p . I am also thankful to Prof. D r. Markus Krug, now a
Professor at the Uni versity of Applied Sciences Munich, for giving me the opportunity to
do an international internship at BMW Motorsport in Munich, Germany, which sparked
my interest i n working for the automotive ind u s tr y in Germany. I would also l i ke to thank
Dr.-Ing. Marc Muntzinger for giving me the opportunity to complete my master thesis
at Daimler AG in Ulm, Germany, where I first gained experience in the field of driver
assistance systems.
I am very grateful and forever inde b te d to my parents, Brigitte Aeberha r d a n d Peter
Aeberhard, for th e i r continued support throughout my life and always beli ev i n g in me
during my endeavors.
Last but not least I would like to thank my wife Rabea for her love, support and en-
couragement du r i n g the final stretches of comp l et i n g this thesis.
v
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