Consensus as cooling: a granular gas model for continuous opinions on structured networks
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arXiv
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| Format: | Preprint |
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2025
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| _version_ | 1866911197645766656 |
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| author | Uriarte, Carlos Rodriguez-Lopez, Pablo Khalil, Nagi |
| author_facet | Uriarte, Carlos Rodriguez-Lopez, Pablo Khalil, Nagi |
| contents | A continuous-opinion model accounting for the social compromise propensity is theoretically and numerically analysed. An agent's opinion is represented by a real number that can be changed through social interactions with her neighbours. The proposed dynamics depends on two fundamental parameters, $α\in[-1,1]$ and $β\ge 0$. If an interaction takes place between two agents, their relative opinions decreases an amount given by $α$. The probability of two neighbours to interact is proportional to the $β$-power of their relative opinions. We unveil the behaviour of the system for all physical relevant values of the parameters and several representative interaction networks. When $α\in(-1,1)$ and $β\ge 0$, the system always reaches consensus, with all agents having the mean initial opinion, provided the interaction network is connected. The approach to consensus can be characterized by means of the mean opinion and the temperature (or opinion dispersion) of each agent. Three scenarios have been identified. When the agents are well mixed, as with all-to-all interactions, a pre-consensus regime is seen, with all agents having zero mean opinion and the same temperature, following the Haff's law of granular gases. A similar regime is observed with Erdös-Rényi and Barabási-Albert networks: mean opinions are zero but agents with different degrees have different temperatures, though still following the Haff's law. Finally, the case of a square 2D lattice has been carefully analyzed, by starting from the derivation of closed set of hydrodynamic-like equations using the Chapman-Enskog method ... |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2510_06807 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Consensus as cooling: a granular gas model for continuous opinions on structured networks Uriarte, Carlos Rodriguez-Lopez, Pablo Khalil, Nagi Physics and Society A continuous-opinion model accounting for the social compromise propensity is theoretically and numerically analysed. An agent's opinion is represented by a real number that can be changed through social interactions with her neighbours. The proposed dynamics depends on two fundamental parameters, $α\in[-1,1]$ and $β\ge 0$. If an interaction takes place between two agents, their relative opinions decreases an amount given by $α$. The probability of two neighbours to interact is proportional to the $β$-power of their relative opinions. We unveil the behaviour of the system for all physical relevant values of the parameters and several representative interaction networks. When $α\in(-1,1)$ and $β\ge 0$, the system always reaches consensus, with all agents having the mean initial opinion, provided the interaction network is connected. The approach to consensus can be characterized by means of the mean opinion and the temperature (or opinion dispersion) of each agent. Three scenarios have been identified. When the agents are well mixed, as with all-to-all interactions, a pre-consensus regime is seen, with all agents having zero mean opinion and the same temperature, following the Haff's law of granular gases. A similar regime is observed with Erdös-Rényi and Barabási-Albert networks: mean opinions are zero but agents with different degrees have different temperatures, though still following the Haff's law. Finally, the case of a square 2D lattice has been carefully analyzed, by starting from the derivation of closed set of hydrodynamic-like equations using the Chapman-Enskog method ... |
| title | Consensus as cooling: a granular gas model for continuous opinions on structured networks |
| topic | Physics and Society |
| url | https://arxiv.org/abs/2510.06807 |