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Parameter-tuning networks: Experiments and active-walk model

2008/01/31 by Xiao-Pu Han, Chundong Hu, Chun-Dong Hu +3
Biochemistry, Genetics and Molecular Biology · Physics and Astronomy · #Complex Network Analysis Techniques #Opinion Dynamics and Social Influence #Protein Structure and Dynamics #physics.data-an #physics.plasm-ph

paper · pdf · doi:10.1209/0295-5075/83/28003

published as Published at Europhys. Lett. 83 (2008) 28003 · 4 pages, 5 figures

arxiv created 2008/02/28 · openalex publication_date 2008/07/01 · arxiv updated 2009/12/01 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/30

Abstract

The tuning process of a large apparatus of many components could be represented and quantified by constructing parameter-tuning networks. The experimental tuning of the ion source of the neutral beam injector of the HT-7 Tokamak is presented as an example. Stretched-exponential cumulative degree distributions are found in the parameter-tuning networks. An active-walk model with eight walkers is constructed. Each active walker is a particle moving with friction in an energy landscape; the landscape is modified by the collective action of all the walkers. Numerical simulations show that the parameter-tuning networks generated by the model also give stretched exponential functions, in good agreement with experiments. Our methods provide a new insight to understand the action of humans in the parameter-tuning of experimental processes, and our model could be helpful for the experimental research and other optimization problems.

Citations