Closed-Loop Dynamic Validator Node Scaling in Private Substrate Blockchains Using Takagi-Sugeno Fuzzy Inference

arXiv:2607.07901 · cs.CR, cs.AI · Submitted 2026-07-08 · Read on arXiv

Thandile Nododile, Ayinde M. Usman, Clement N. Nyirenda

cs.CR, cs.AI

Submitted: 2026-07-08

Comments: 9 pages, 5 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Calibration — 3× in this paper · explained in 7 episodes
• Verification — 3× in this paper · explained in 2 episodes
• Aggregation — 2× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Computational overhead — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Edge Deployment — 1× in this paper · explained in 2 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Hysteresis — 1× in this paper · explained in 3 episodes

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