The Future is Analog: Energy-Efficient Cognitive Network Functions over Memristor-Based Analog Computations

S Saleh, B Koldehofe - Proceedings of the 22nd ACM Workshop on Hot …, 2023 - dl.acm.org
Current network functions build heavily on fixed programmed rules and lack capacity to
support more expressive learning models, eg brain-inspired Cognitive computational …

TCAmMCogniGron: Energy Efficient Memristor-Based TCAM for Match-Action Processing

S Saleh, AS Goossens, T Banerjee… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
The Internet relies heavily on programmable match-action processors for matching network
packets against locally available network rules and taking actions, such as forwarding and …

Memristor-based Network Switching Architecture for Energy Efficient Cognitive Computational Models

S Saleh, B Koldehofe - Proceedings of the 18th ACM International …, 2023 - dl.acm.org
The Internet makes use of high performance network switches in order to route network
traffic from end users to servers. Despite line-rate performance, the current switches …

[PDF][PDF] Adaptive In-Network Queue Management using Derivatives of Sojourn Time and Buffer Size

S Saleh, S Shu, B Koldehofe - Proceedings of the Network Operations …, 2024 - tu-ilmenau.de
Active Queue Management (AQM) algorithms are heavily used in packet processors to
maintain an optimal queue size and avoid issues like Bufferbloat. Despite the remarkable …

[PDF][PDF] Analog In-Network Computing through Memristor-based Match-Compute Processing

S Saleh, AS Goossens, S Shu, T Banerjee… - Int. Conf. on …, 2024 - research.rug.nl
Current network functions consume a significant amount of energy and lack the capacity to
support more expressive learning models like neuromorphic functions. The major reason is …

Complex Oxides for Computing Beyond von Neumann

A Goossens - 2023 - research.rug.nl
Reducing transistor dimensions cannot sustain the growing demand for better technology.
To reduce the power consumption while increasing the technological performance we can …

Methods and Design for Analog Computing Architectures: Memristors for Enhancing Expressiveness and Energy-Efficiency of Packet Processors

S Saleh - 2025 - research.rug.nl
The Internet heavily relies on packet processors for establishing the communication links
between senders and receivers of network traffic. Despite their promising performance, the …

dAQM: Derivative-based Active Queue Management

S Saleh, S Shu, B Koldehofe - Proceedings of the 23rd IFIP …, 2024 - research.rug.nl
The network systems build heavily on Active Queue Management (AQM) algorithms for
maintaining an optimal queue size and avoiding issues like Bufferbloat. Despite promising …