4 papers
A General-Purpose Neuromorphic Sensor based on Spiketrum Algorithm: Hardware Details and Real-life Applications
MHD Anas Alsakkal, Runze Wang, Piotr Dudek +1
Spiking Neural Networks (SNNs) offer a biologically inspired computational paradigm, enabling energy-efficient data processing through spike-based information transmission. Despite…
Spiketrum: An FPGA-based Implementation of a Neuromorphic Cochlea
MHD Anas Alsakkal, Jayawan Wijekoon
This paper presents a novel FPGA-based neuromorphic cochlea, leveraging the general-purpose spike-coding algorithm, Spiketrum. The focus of this study is on the development and cha…
Application based Evaluation of an Efficient Spike-Encoder, "Spiketrum"
MHD Anas Alsakkal, Runze Wang, Jayawan Wijekoon +1
Spike-based encoders represent information as sequences of spikes or pulses, which are transmitted between neurons. A prevailing consensus suggests that spike-based approaches demo…
Neuromorphic Auditory Perception by Neural Spiketrum
Huajin Tang, Pengjie Gu, Jayawan Wijekoon +4
Neuromorphic computing holds the promise to achieve the energy efficiency and robust learning performance of biological neural systems. To realize the promised brain-like intellige…