TY - GEN
T1 - Phase transitions on fixed connected graphs and random graphs in the presence of noise
AU - Liu, Jialing
AU - Yadav, Vikas
AU - Sehgal, Huilas
AU - Olson, Joshua
AU - Liu, Haifeng
AU - Elia, Nicola
PY - 2005
Y1 - 2005
N2 - In this paper, we study phase transition behavior emerging from the interactions between multiple agents in the presence of noise. We propose a simple discrete-time model in which a group of non-mobile agents form either a fixed connected graph or a random graph process, and each agent, taking bipolar value either +1 or -1, updates its value according to its previous value and the noisy measurements of the connected agents' values. We present proofs for the occurrence of the following phase transition behavior: At a noise level higher than some threshold, the system generates symmetric behavior; whereas at a noise level lower than the threshold, the system exhibits spontaneous symmetry breaking. We also verify the phase transition using simulations. This result may be found useful in the study of the collective behavior of complex systems under communication constraints.
AB - In this paper, we study phase transition behavior emerging from the interactions between multiple agents in the presence of noise. We propose a simple discrete-time model in which a group of non-mobile agents form either a fixed connected graph or a random graph process, and each agent, taking bipolar value either +1 or -1, updates its value according to its previous value and the noisy measurements of the connected agents' values. We present proofs for the occurrence of the following phase transition behavior: At a noise level higher than some threshold, the system generates symmetric behavior; whereas at a noise level lower than the threshold, the system exhibits spontaneous symmetry breaking. We also verify the phase transition using simulations. This result may be found useful in the study of the collective behavior of complex systems under communication constraints.
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U2 - 10.1109/CDC.2005.1582244
DO - 10.1109/CDC.2005.1582244
M3 - Conference contribution
AN - SCOPUS:33847195415
SN - 0780395689
SN - 9780780395688
T3 - Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05
SP - 734
EP - 739
BT - Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05
T2 - 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05
Y2 - 12 December 2005 through 15 December 2005
ER -