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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Mohamed A. El-Beltagy

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Open access Jul 2026

A Unified Framework for Optimization and Analysis of Fractional-Order Chaotic Systems

Maximizing the dominant Lyapunov exponent λ1 of an incommensurate fractional-order chaotic system, while respecting the dynamical conditions for a strange attractor, is a non-convex, gradient-free problem on a history-dependent landscape. Existing metaheuristic studies typically use hard-cutoff penalties that distort t...

Massoud M. Aboukhalaf, Mohamed A. El-Beltagy, A. Radwan et al. · 0 citations

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