Plant classification from bat-like echolocation signals

PLoS Computational Biology

Volumn 4, Issue 3, 2008, Pages

  Yovel, Yossi ^a   Franz, Matthias Otto ^b,c   Stilz, Peter ^a   Schnitzler, Hans Ulrich ^a  

^a UNIVERSITY OF TÜBINGEN   (Germany)

^b MAX PLANCK INSTITUTE FOR BIOLOGICAL CYBERNETICS   (Germany)

^c UNIVERSITY OF APPLIED SCIENCES   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

LEARNING ALGORITHMS; LEARNING SYSTEMS; SPECTROGRAPHS; STOCHASTIC SYSTEMS; VEGETATION;

FREQUENCY MODULATED; LARGE DATABASE; PLANT CLASSIFICATION; SIMPLE APPROACH; SPATIAL ORIENTATIONS; SPECTROGRAMS; STANDARD MACHINES; STOCHASTIC SIGNALS; THREE DIMENSIONAL ARRAYS; ULTRASONIC PULSE;

CLASSIFICATION (OF INFORMATION);

ACOUSTICS; ALGORITHM; ANIMAL BEHAVIOR; ARTICLE; BAT; ECHOLOCATION; MACHINE LEARNING; MATHEMATICAL MODEL; NONHUMAN; PLANT; SOUND DETECTION; ULTRASOUND; VEGETATION; ANIMAL; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; CLASSIFICATION; METHODOLOGY; PHYSIOLOGY; PLANT PHYSIOLOGY;

ALGORITHMS; ANIMALS; ARTIFICIAL INTELLIGENCE; CHIROPTERA; ECHOLOCATION; PATTERN RECOGNITION, AUTOMATED; PLANT PHYSIOLOGY; PLANTS; SOUND SPECTROGRAPHY;

EID: 41849148607     PISSN: 1553734X     EISSN: 15537358     Source Type: Journal    
DOI: 10.1371/journal.pcbi.1000032     Document Type: Article

References (30)

1. Schnitzler HU, Moss CF, Denzinger A (2003) From spatial orientation to food acquisition in echolocating bats. Trends Ecol Evol 18: 386-394.
2. Schaub A, Schnitzler HU (2007) Flight and echolocation behaviour of three vespertilionid bat species while commuting on flyways. J Comp Physiol A 193: 1185-1194.
3. Kalko EKV, Condon MA (1998) Olfaction and fruit display: how bats find fruit of flagellichorous cucurbits. Functional Ecology 12: 364-372.
4. Thies W, Kalko EKV, Schnitzler HU (1998) The roles of echolocation and olfaction in two neotropical fruit-eating bats, Carollia perpiscillata and C. castanea, feeding on piper. Behav Ecol Sociobiol 42: 397-409.
5. Schaub A, Schnitzler HU (2007) Echolocation behavior of the bat Vespertilio murinus reveals the border between the habitat types "edge" and "open space". Behav Ecol Sociobiol 61: 513-5236.
6. Von Helversen D, Von Helversen O (1999) Acoustic guide in bat-pollinated flower. Nature 398: 759-760.
7. Von Helversen D, Von Helversen O (2003) Object recognition by echolocation: a nectar-feeding bat exploiting the flowers of a rain forest vine. J Comp Physiol A 189: 327-336.
8. Nabout A, Gerhards R, Su B, Nour Eldin A, Kuhbauch W (1994) Plant species identification using fuzzy set theory. Proc. IEEE southwest symp. Image Analysis Interpretation,. pp 48-53.
9. McKerrow P, Harper N (2001) Plant Acoustic Density Profile Model of CTFM Ultrasonic Sensing. IEEE Sensors J 1: 245-255.
10. Von Helversen D (2004) Object classification by echolocation in nectar feeding bats: size-independent generalization of shape. J Comp Physiol A 190: 515-521.
11. Schmidt S (1991) Perception of structured phantom targets in the echolocating bat, Megaderma lyra. J Acoust Soc Am 91: 2203-2223.
12. Oswal J, Schnitzler H-U, Schuller G (1988) Target discrimination and target classification in echolocating bats. In: Nachtigall P, ed (1988) Animal sonar systems Plenum Press. pp 413-434.
13. Muller R, Kuc R (2000) Foliage echoes: A probe into the ecological acoustics of bat Echolocation. J Acoust Soc Am 108: 836-845.
14. Kuc R (1997) Biomimetic sonar recognizes objects using binaural information. J Acoust Soc Am 102: 689-696.
15. Firzlaff U, Schuchmann M, Grunwald JE, Schuller G, Wiegrebe L (2007) Object-Oriented Echo Perception and Cortical Representation in Echolocating Bats. PloS Biol 5: e100.
16. Grunwald J, Schornich E, Wiegrebe L (2004) Classification of natural textures in echolocation. Proc Natl Acad Sci 101: 5670-5674.
17. Kao G, Probert P (2000) Feature extraction from a broadband sonar sensor for mapping structured environments efficiently. Intl J Robotics Res 19: 895-913.
18. Muller R (2003) A computational theory for the classification of natural biosonar targets based on a spike code. Comput Neural Syst 14: 595-612.
19. Press WH, Teukolsky SA, Vetterling WY, Flannery BP (2002) Numerical Recipes in C++: The Art of Scientific Computing Cambridge University Press. pp 547-549.
20. Skolnik MI (1970) Radar Handbook McGraw-Hill. pp 50-51.
21. Griffiths TD, Warren JD (2004) What is an auditory object? Nat Rev Neurosci 5: 887-892.
22. Simmons JA, Ferragamo MJ, Moss CF (1998) Echo-delay resolution in sonar images of the big brown bat, Eptesticus fuscus. Proc Natl Acad Sci 95: 12647-12652.
23. Moss CF, Schnitzler HU (1995) Behavioral studies of auditory information processing. In: Fay R, Popper A, eds (1995) Hearing by bats. Berlin: Springer-Verlag. pp 87-145.
24. Wichmann FA, Graf A, Simoncelli EP, Bülthoff HH, Schölkopf B (2005) Machine Learning Applied to Perception: Decision Images for Gender Classification. In: Saul LK, Weiss L, Bottou L, eds (2005) Advances in Neural Information Processing Systems. CambridgeMassachusetts: MIT Press. pp 1489-1496.
25. Wichmann FA, Graf A, Simoncelli EP, Bülthoff HH, Schölkopf B (2006) Classification of Faces in Man and Machine. Neural Computation 18: 143-165.
26. Ghose K, Moss CF (2003) The sonar beam pattern of a flying bat as it tracks tethered Insects. J Acoust Soc Am 114: 1120-1131.
27. Fergus R, Perona P, Zisserman A (2003) Object Class Recognition by Unsupervised Scale-Invariant Learning. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition.
28. Dror IE, Zagaeski M, Moss CF (1995) Three-Dimensional Target Recognition Via Sonar: A Neural Network Model. Neural Networks 8: 149-160.
29. Cristianini N, Shawe-Taylor J (2000) An introduction to Support Vector Machines and other kernel based learning methods Cambridge University Press. pp 93-120.
30. Scholkopf B, Smola AJ (2002) Learning with Kernels. CambridgeMassachusetts: MIT Press. pp 189-222.