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VU Research Portal

Where is the robot?

da Silva Miras de Araujo, K.

2020

document version

Publisher's PDF, also known as Version of record

Link to publication in VU Research Portal

citation for published version (APA)

da Silva Miras de Araujo, K. (2020). Where is the robot? Life as it could be.

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Contents

Acknowledgements . . . 1

Summary 4 1 Introduction 5 1.1 Motivation and Contributions . . . 6

1.2 Scope . . . 11

1.3 Extra Publications . . . 16

1.4 Methodology . . . 17

2 Morphological Descriptors 21 2.1 Introduction . . . 22

2.2 Morphology Space and Morphological Descriptors . . . 23

2.3 Exploring the Space of Morphologies . . . 29

2.4 Results and Discussion . . . 34

2.5 Conclusion . . . 41

3 Search Space: Biases and Diversity 43 3.1 Introduction . . . 44

3.2 Related Work . . . 45

3.3 Design Space . . . 45

3.4 Evolution . . . 48

3.5 Experimental Setup . . . 52

3.6 Results and Discussion . . . 53

3.7 Conclusion . . . 62

4 Search Space: Exploration 65 4.1 Introduction . . . 66

4.2 Related Work . . . 67

4.3 Design Space . . . 68

4.4 Evolution . . . 69

4.5 Methods . . . 73

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ii CONTENTS

4.7 Conclusion . . . 79

5 Effects of Learning on Morphology and Behavior 83 5.1 Introduction . . . 84

5.2 Methodology . . . 85

5.3 Results and discussion . . . 93

5.4 Conclusions . . . 97

6 Effects of the Environment on Morphology and Behavior 101 6.1 Introduction . . . 102 6.2 Related Work . . . 104 6.3 Robot Framework . . . 105 6.4 Experimental Setup . . . 112 6.5 Results . . . 114 6.6 Discussion . . . 116 6.7 Conclusion . . . 123

7 Environmental Changes Across Generations 125 7.1 Introduction . . . 126

7.2 Related Work . . . 127

7.3 Robot Framework . . . 128

7.4 Experimental Setup . . . 134

7.5 Results . . . 136

7.6 Conclusions and Future work . . . 143

8 Environmental Changes During Lifetime 145 8.1 Introduction . . . 146

8.2 Related Work . . . 149

8.3 Methods . . . 151

8.4 Experimental setup . . . 161

8.5 Results and Discussion . . . 167

8.6 Conclusion . . . 174

9 Environmental Regulation using Plasticoding 181 9.1 Introduction . . . 182

9.2 Related Work . . . 185

9.3 Methods . . . 186

9.4 Experimental setup . . . 200

9.5 Results and Discussion . . . 206

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