Title :
Live demonstration: Spiking neural circuit based navigation inspired by C. elegans thermotaxis
Author :
Shetty, Chirag ; Nitchith, Sri ; Rawat, Rishabh ; Nandakumar, S.R. ; Shah, Pritesh ; Kulkarni, Shruti ; Rajendran, Bipin
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Bombay, Mumbai, India
Abstract :
We demonstrate a Spiking Neural Network (SNN) driven autonomous navigation system implemented on a robot. The neural architecture is inspired by those in nematode Caenorhabditis elegans used for thermotaxis, the behavior of tracking thermal isotherms. Our network uses light intensity as the sensor input, instead of temperature in the worm. The network is able to detect the gradations in sensor-input based on local information, and to make decisions in real time. This enables the robot to do a random search and to track specific intensity regions.
Keywords :
biomimetics; decision making; mobile robots; navigation; neural nets; optical sensors; C. elegans thermotaxis; SNN; autonomous navigation system; light intensity; nematode Caenorhabditis elegans; neural architecture; robot; spiking neural circuit; spiking neural network; thermal isotherms; Biological neural networks; Grippers; Navigation; Neurons; Real-time systems; Robot sensing systems;
Conference_Titel :
Circuits and Systems (ISCAS), 2015 IEEE International Symposium on
Conference_Location :
Lisbon
DOI :
10.1109/ISCAS.2015.7169038