Simulation-based inference for model parameterization on analog neuromorphic hardware
The BrainScaleS-2 (BSS-2) system implements physical models of neurons as well as synapses and aims for an energy-efficient and fast emulation of biological neurons. When replicating neuroscientific experiments on BSS-2, a major challenge is finding suitable model parameters. This study investigates...
| Published in: | Neuromorphic Computing and Engineering |
|---|---|
| Main Authors: | Jakob Kaiser, Raphael Stock, Eric Müller, Johannes Schemmel, Sebastian Schmitt |
| Format: | Article |
| Language: | English |
| Published: |
IOP Publishing
2023-01-01
|
| Subjects: | |
| Online Access: | https://doi.org/10.1088/2634-4386/ad046d |
Similar Items
Parametrizing analog multi-compartment neurons with genetic algorithms [version 2; peer review: 1 approved, 2 approved with reservations]
by: Raphael Stock, et al.
Published: (2024-11-01)
by: Raphael Stock, et al.
Published: (2024-11-01)
Scalable network emulation on analog neuromorphic hardware
by: Elias Arnold, et al.
Published: (2025-02-01)
by: Elias Arnold, et al.
Published: (2025-02-01)
Closing the loop: High-speed robotics with accelerated neuromorphic hardware
by: Yannik Stradmann, et al.
Published: (2024-03-01)
by: Yannik Stradmann, et al.
Published: (2024-03-01)
From clean room to machine room: commissioning of the first-generation BrainScaleS wafer-scale neuromorphic system
by: Hartmut Schmidt, et al.
Published: (2023-01-01)
by: Hartmut Schmidt, et al.
Published: (2023-01-01)
Retention Secured Nonlinear and Self‐Rectifying Analog Charge Trap Memristor for Energy‐Efficient Neuromorphic Hardware
by: Geunyoung Kim, et al.
Published: (2023-01-01)
by: Geunyoung Kim, et al.
Published: (2023-01-01)
Programmable Analog Circuits with Neuromorphic Nanostructured Platinum Films
by: Stefano Radice, et al.
Published: (2024-12-01)
by: Stefano Radice, et al.
Published: (2024-12-01)
Editorial: Physical neuromorphic computing and its industrial applications
by: Toshiyuki Yamane, et al.
Published: (2023-07-01)
by: Toshiyuki Yamane, et al.
Published: (2023-07-01)
Field-Programmable Analog Array Implementation of Neuromorphic Silicon Neurons with Fractional Dynamics
by: Andrés J. Serrano-Balbontín, et al.
Published: (2024-04-01)
by: Andrés J. Serrano-Balbontín, et al.
Published: (2024-04-01)
Uncontrolled Learning: Codesign of Neuromorphic Hardware Topology for Neuromorphic Algorithms
by: Frank Barrows, et al.
Published: (2025-07-01)
by: Frank Barrows, et al.
Published: (2025-07-01)
Hardware, Algorithms, and Applications of the Neuromorphic Vision Sensor: A Review
by: Claudio Cimarelli, et al.
Published: (2025-10-01)
by: Claudio Cimarelli, et al.
Published: (2025-10-01)
Continuous signal sparse encoding using analog neuromorphic variability
by: Filippo Costa, et al.
Published: (2025-01-01)
by: Filippo Costa, et al.
Published: (2025-01-01)
Transfer Learning and Analogical Inference: A Critical Comparison of Algorithms, Methods, and Applications
by: Kara Combs, et al.
Published: (2023-03-01)
by: Kara Combs, et al.
Published: (2023-03-01)
Neuromorphic Systems Design by Matching Inductive Biases to Hardware Constraints
by: Lorenz K. Muller, et al.
Published: (2020-05-01)
by: Lorenz K. Muller, et al.
Published: (2020-05-01)
Large-Scale Neuromorphic Spiking Array Processors: A Quest to Mimic the Brain
by: Chetan Singh Thakur, et al.
Published: (2018-12-01)
by: Chetan Singh Thakur, et al.
Published: (2018-12-01)
Feasibility of a Personal Neuromorphic Emulation
by: Don M. Tucker, et al.
Published: (2024-09-01)
by: Don M. Tucker, et al.
Published: (2024-09-01)
Endurance and Retention Degradation of Intermediate Levels in Filamentary Analog RRAM
by: Meiran Zhao, et al.
Published: (2019-01-01)
by: Meiran Zhao, et al.
Published: (2019-01-01)
Leveraging dendritic complexity for neuromorphic computing
by: Suma G Cardwell, et al.
Published: (2025-01-01)
by: Suma G Cardwell, et al.
Published: (2025-01-01)
Neuromorphic approach for breathing rate monitoring using data produced by FMCW radar
by: Krzysztof Ślot, et al.
Published: (2022-12-01)
by: Krzysztof Ślot, et al.
Published: (2022-12-01)
A Realistic Simulation Framework for Analog/Digital Neuromorphic Architectures
by: Fernando M Quintana, et al.
Published: (2025-01-01)
by: Fernando M Quintana, et al.
Published: (2025-01-01)
Hardware realization of neuromorphic computing with a 4–port photonic reservoir for modulation format identification
by: Enes Şeker, et al.
Published: (2025-01-01)
by: Enes Şeker, et al.
Published: (2025-01-01)
A neuromorphic event data interpretation approach with hardware reservoir
by: Hanrui Li, et al.
Published: (2024-11-01)
by: Hanrui Li, et al.
Published: (2024-11-01)
Binary Associative Memories as a Benchmark for Spiking Neuromorphic Hardware
by: Andreas Stöckel, et al.
Published: (2017-08-01)
by: Andreas Stöckel, et al.
Published: (2017-08-01)
Neuromorphic Hardware Learns to Learn
by: Thomas Bohnstingl, et al.
Published: (2019-05-01)
by: Thomas Bohnstingl, et al.
Published: (2019-05-01)
Trends of modeling bio-cellular processes and neural pathways on analog, mixed-signal and digital hardware – a review
by: Syeda Ramish Fatima, et al.
Published: (2025-04-01)
by: Syeda Ramish Fatima, et al.
Published: (2025-04-01)
Neuromorphic hardware-driven artificial intelligence for environmental interaction
by: Tao ZHANG, et al.
Published: (2025-08-01)
by: Tao ZHANG, et al.
Published: (2025-08-01)
Freely Selective Analog and Digital Resistive Switching Behavior of In2Se3 Devices for Storage and Neuromorphic Applications
by: Siying Tian, et al.
Published: (2025-06-01)
by: Siying Tian, et al.
Published: (2025-06-01)
Considerations for Neuromorphic Supercomputing in Semiconducting and Superconducting Optoelectronic Hardware
by: Bryce A. Primavera, et al.
Published: (2021-09-01)
by: Bryce A. Primavera, et al.
Published: (2021-09-01)
A Neuromorphic-Hardware Oriented Bio-Plausible Online-Learning Spiking Neural Network Model
by: G. C. Qiao, et al.
Published: (2019-01-01)
by: G. C. Qiao, et al.
Published: (2019-01-01)
Neuromorphic devices for intelligent visual perception
by: Yixin Zhu, et al.
Published: (2025-01-01)
by: Yixin Zhu, et al.
Published: (2025-01-01)
Assessing the Epistemological Position of Analogy in
the System of Jurisprudential Inference with a Focus on
the Separation of Godliness versus Transactions
by: Saeid Karimi, et al.
Published: (2024-03-01)
by: Saeid Karimi, et al.
Published: (2024-03-01)
CMOS-compatible neuromorphic devices for neuromorphic perception and computing: a review
by: Yixin Zhu, et al.
Published: (2023-01-01)
by: Yixin Zhu, et al.
Published: (2023-01-01)
Analog Memristive Characteristics of Square Shaped Lanthanum Oxide Nanoplates Layered Device
by: Wonkyu Kang, et al.
Published: (2021-02-01)
by: Wonkyu Kang, et al.
Published: (2021-02-01)
The Effect of the Combination of Speed Constrain and Explicit, Errorless and Analogical Inference Constraints on the Emergence of Automation in Dart Throw Skill
by: Ebrahim Abbasi, et al.
Published: (2019-08-01)
by: Ebrahim Abbasi, et al.
Published: (2019-08-01)
2D materials-based crossbar array for neuromorphic computing hardware
by: Hyeon Ji Lee, et al.
Published: (2024-01-01)
by: Hyeon Ji Lee, et al.
Published: (2024-01-01)
Gradient-descent hardware-aware training and deployment for mixed-signal neuromorphic processors
by: Ugurcan Cakal, et al.
Published: (2024-01-01)
by: Ugurcan Cakal, et al.
Published: (2024-01-01)
Mapping and Validating a Point Neuron Model on Intel's Neuromorphic Hardware Loihi
by: Srijanie Dey, et al.
Published: (2022-05-01)
by: Srijanie Dey, et al.
Published: (2022-05-01)
PROBLEMS OF THE ESSENCE AND STRUCTURE OF ANALOGY AS A METHOD AND RESULT OF SCIENTIFIC AND EDUCATIONAL COGNITION
by: Volodymyr Bondar, et al.
Published: (2020-12-01)
by: Volodymyr Bondar, et al.
Published: (2020-12-01)
Analog Ion‐Slicing LiNbO3 Memristor Based on Hopping Transport for Neuromorphic Computing
by: Jiejun Wang, et al.
Published: (2023-10-01)
by: Jiejun Wang, et al.
Published: (2023-10-01)
2D Metal–Organic Framework Based Optoelectronic Neuromorphic Transistors for Human Emotion Simulation and Neuromorphic Computing
by: Dapeng Liu, et al.
Published: (2022-11-01)
by: Dapeng Liu, et al.
Published: (2022-11-01)
Aqueous Ammonia Sensor with Neuromorphic Detection
by: Kateryna Vyshniakova, et al.
Published: (2024-12-01)
by: Kateryna Vyshniakova, et al.
Published: (2024-12-01)
Similar Items
-
Parametrizing analog multi-compartment neurons with genetic algorithms [version 2; peer review: 1 approved, 2 approved with reservations]
by: Raphael Stock, et al.
Published: (2024-11-01) -
Scalable network emulation on analog neuromorphic hardware
by: Elias Arnold, et al.
Published: (2025-02-01) -
Closing the loop: High-speed robotics with accelerated neuromorphic hardware
by: Yannik Stradmann, et al.
Published: (2024-03-01) -
From clean room to machine room: commissioning of the first-generation BrainScaleS wafer-scale neuromorphic system
by: Hartmut Schmidt, et al.
Published: (2023-01-01) -
Retention Secured Nonlinear and Self‐Rectifying Analog Charge Trap Memristor for Energy‐Efficient Neuromorphic Hardware
by: Geunyoung Kim, et al.
Published: (2023-01-01)
