Spike-Time Robotics: A Rapid Response Circuit for a Robot that Seeks Temporally Varying Stimuli
نویسندگان
چکیده
In this paper we describe a spiking neural circuit inspired by the pyramidalinterneuron network gamma (PING) circuit modeled by Whittington and colleagues [1]. The spiking network controls a rat animat – a rodent-inspired robot that can autonomously explore and map its environment. We demonstrate how the neural controller directs the rat animat‟s movement towards temporal stimuli of the appropriate frequency using an approach based on Braitenberg Vehicles. The circuit responds robustly (after four cycles) when first detecting a light pulsing at 1 Hz, and rapidly (after one-to-three cycles) when primed by recent experiences with the same frequency. This study is the first to demonstrate a biologically-inspired spike-based robot that is both robust and rapid in detecting and responding to temporal dynamics in the environment. It provides the basis for further studies of biologically-inspired spike-based
منابع مشابه
Variability and coding e ciency of noisy neural spike encoders
Encoding synaptic inputs as a train of action potentials is a fundamental function of nerve cells. Although spike trains recorded in vivo have been shown to be highly variable, it is unclear whether variability in spike timing represents faithful encoding of temporally varying synaptic inputs or noise inherent in the spike encoding mechanism. It has been reported that spike timing variability i...
متن کاملVariability and coding efficiency of noisy neural spike encoders.
Encoding synaptic inputs as a train of action potentials is a fundamental function of nerve cells. Although spike trains recorded in vivo have been shown to be highly variable, it is unclear whether variability in spike timing represents faithful encoding of temporally varying synaptic inputs or noise inherent in the spike encoding mechanism. It has been reported that spike timing variability i...
متن کاملThe posterior field P of cat auditory cortex: coding of envelope transients.
The posterior field (P) of the cat auditory cortex contains a very high proportion of neurons whose responses change non-monotonically with the sound pressure level (SPL) of tonal stimuli, leading to circumscribed frequency-SPL response areas, and it has therefore been suggested that field P may be specialized for processing of sound intensity. We demonstrate here a great diversity of response ...
متن کاملIncremental acquisition of behaviors and signs based on a reinforcement learning schemata model and a spike timing-dependent plasticity network
A novel integrative learning architecture based on a reinforcement learning schemata model (RLSM) with a spike timing-dependent plasticity (STDP) network is described. This architecture models operant conditioning with discriminative stimuli in an autonomous agent engaged in multiple reinforcement learning tasks. The architecture consists of two constitutional learning architectures: RLSM and S...
متن کاملDual Space Control of a Deployable Cable Driven Robot: Wave Based Approach
Known for their lower costs and numerous applications, cable robots are an attractive research field in robotic community. However, considering the fact that they require an accurate installation procedure and calibration routine, they have not yet found their true place in real-world applications. This paper aims to propose a new controller strategy that requires no meticulous calibration and ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Austr. J. Intelligent Information Processing Systems
دوره 11 شماره
صفحات -
تاریخ انتشار 2010