Table 4.
Comparison of with other large-scale neuromorphic systems.
Neurogrid | BrainScaleS | TrueNorth | HiAER-IFAT | SpiNNaker | This work | |
---|---|---|---|---|---|---|
Technology | Analog | Analog | Digital | Analog | Digital | Digital |
Feature size | 180 nm | 180 nm | 28 nm | 130 nm | 130 nm | 28 nm |
Chips | 16 | 352 | 16 | 16 | 48 | 1 |
Neurons | 1 M | 200 k | 16 M | 1 M | 768 k | 20 M* |
Synapses | 4 G | 40 M | 4 G | 1 G | 768 M | 4 T* |
Power | 3 W | 500 W | 3.2 W | 40 W | 80 W | 32 W |
Interconnect | Tree-multicast | Hierarchical | 2D mesh-unicast | Hierarchical | 2D mesh-unicast | Hierarchical |
Neuron model | Adaptive quadratic IF | Adaptive exponential IF | Configurable LIF | 2-compartment LIF | Programmable | 2-compartment LIF |
Synapse model | Shared dendrite | 4-bit digital | Binary, 4 modulators | Shared conductance-based | Programmable | Shared conductance-based |
Axon model | Axonal arbor | Speed-up Programmable delay | Four types of axonal delay | digital programmable delay | 4-bit digital programmable delay | 4-bit digital programmable delay |
To provide a fair comparison, the dynamic assignment ratio was set to 1:1.