American Institute of Mathematical Sciences

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September  2015, 35(9): 4241-4268. doi: 10.3934/dcds.2015.35.4241

A nonlinear model of opinion formation on the sphere

Marco Caponigro 1, , Anna Chiara Lai 2, and  Benedetto Piccoli 3,

1. 

Équipe M2N - EA 7340, Conservatoire National des Arts et Métiers, Paris, France
2. 

Dipartimento di Matematica e Fisica, Università degli studi di Roma Tre, Rome, Italy
3. 

Department of Mathematical Sciences & Center for Computational and Integrative Biology, Rutgers University, Camden, NJ

Received  June 2014 Revised  October 2014 Published  April 2015

In this paper we present a model for opinion dynamics on the $d$-dimensional sphere based on classical consensus algorithms. The choice of the model is motivated by the analysis of the comprehensive literature on the subject, both from the mathematical and the sociological point of views. The resulting dynamics is highly nonlinear and therefore presents a rich structure. Equilibria and asymptotic behavior are then analysed and sufficient condition for consensus are established. Finally we address global stabilization and controllability.
Keywords: multiagent dynamics, nonlinear dynamical systems, control., Opinion formation, modeling.
Mathematics Subject Classification: Primary: 91D10, 34A34; Secondary: 34H05, 91B6.
Citation: Marco Caponigro, Anna Chiara Lai, Benedetto Piccoli. A nonlinear model of opinion formation on the sphere. Discrete & Continuous Dynamical Systems - A, 2015, 35 (9) : 4241-4268. doi: 10.3934/dcds.2015.35.4241
References:
[1]

L. Behera and F. Schweitzer, On spatial consensus formation: Is the sznajd model different from a voter model?,, International Journal of Modern Physics C, 14 (2003), 1331.  doi: 10.1142/S0129183103005467.  Google Scholar

[2]

V. D. Blondel, J. M. Hendrickx and J. N. Tsitsiklis, Continuous-time average-preserving opinion dynamics with opinion-dependent communications,, SIAM Journal on Control and Optimization, 48 (2010), 5214.  doi: 10.1137/090766188.  Google Scholar

[3]

G. Deffuant, D. Neau, F. Amblard and G. Weisbuch, Mixing beliefs among interacting agents,, Advances in Complex Systems, 3 (2000), 87.  doi: 10.1142/S0219525900000078.  Google Scholar

[4]

R. Hegselmann and U. Krause, Opinion dynamics and bounded confidence models, analysis, and simulation,, Journal of Artificial Societies and Social Simulation, 5 ().   Google Scholar

[5]

J. J. Hopfield, Neural networks and physical systems with emergent collective computational abilities,, Proceedings of the national academy of sciences, 79 (1982), 2554.  doi: 10.1073/pnas.79.8.2554.  Google Scholar

[6]

A. Jadbabaie, J. Lin and A. S. Morse, Coordination of groups of mobile autonomous agents using nearest neighbor rules,, Automatic Control, 48 (2003), 988.  doi: 10.1109/TAC.2003.812781.  Google Scholar

[7]

Y. Kuramoto, Cooperative dynamics of oscillator community a study based on lattice of rings,, Progress of Theoretical Physics Supplement, 79 (1984), 223.  doi: 10.1143/PTPS.79.223.  Google Scholar

[8]

J. Lorenz, Continuous opinion dynamics under bounded confidence: A survey,, International Journal of Modern Physics C, 18 (2007), 1819.  doi: 10.1142/S0129183107011789.  Google Scholar

[9]

L. Moreau, Stability of continuous-time distributed consensus algorithms,, in Decision and Control, (2004), 3998.  doi: 10.1109/CDC.2004.1429377.  Google Scholar

[10]

L. Moreau, Stability of multiagent systems with time-dependent communication links,, Automatic Control, 50 (2005), 169.  doi: 10.1109/TAC.2004.841888.  Google Scholar

[11]

M. C. Nisbet, The competition for worldviews: Values, information, and public support for stem cell research,, International Journal of Public Opinion Research, 17 (2005), 90.  doi: 10.1093/ijpor/edh058.  Google Scholar

[12]

H. Norpohth, M. S. L. Beck and J. D. Lafay, Economics and Politics: The Calculus of Support,, University of Michigan Press, (1991).   Google Scholar

[13]

R. Olfati-Saber, J. A. Fax and R. M. Murray, Consensus and cooperation in networked multi-agent systems,, Proceedings of the IEEE, 95 (2007), 215.  doi: 10.1109/JPROC.2006.887293.  Google Scholar

[14]

R. Olfati-Saber and R. M. Murray, Consensus problems in networks of agents with switching topology and time-delays,, IEEE Transactions on Automatic Control, 49 (2004), 1520.  doi: 10.1109/TAC.2004.834113.  Google Scholar

[15]

A. Sarlette, Geometry and Symmetries in Coordination Control,, PhD thesis, (2009).   Google Scholar

[16]

A. Sarlette and R. Sepulchre, Consensus optimization on manifolds,, SIAM Journal on Control and Optimization, 48 (2009), 56.  doi: 10.1137/060673400.  Google Scholar

[17]

D. A. Scheufele and B. V. Lewenstein, The public and nanotechnology: How citizens make sense of emerging technologies,, Journal of Nanoparticle Research, 7 (2005), 659.  doi: 10.1007/s11051-005-7526-2.  Google Scholar

[18]

R. Sepulchre, Consensus on nonlinear spaces,, Annual reviews in control, 35 (2011), 56.  doi: 10.1016/j.arcontrol.2011.03.003.  Google Scholar

[19]

P. Sobkowicz, Modelling opinion formation with physics tools: Call for closer link with reality,, Journal of Artificial Societies and Social Simulation, 12 (2009).   Google Scholar

[20]

S. H. Strogatz, From kuramoto to crawford: Exploring the onset of synchronization in populations of coupled oscillators,, Physica D: Nonlinear Phenomena, 143 (2000), 1.  doi: 10.1016/S0167-2789(00)00094-4.  Google Scholar

[21]

K. Sznajd-Weron and J. Sznajd, Opinion evolution in closed community,, International Journal of Modern Physics C, 11 (2000), 1157.  doi: 10.1142/S0129183100000936.  Google Scholar

[22]

J. N. Tsitsiklis, Problems in Decentralized Decision making and Computation.,, PhD thesis, (1984).   Google Scholar

[23]

T. Vicsek, A. Czirók, E. Ben-Jacob, I. Cohen and O. Shochet, Novel type of phase transition in a system of self-driven particles,, Physical review letters, 75 (1995).  doi: 10.1103/PhysRevLett.75.1226.  Google Scholar

show all references

References:
[1]

L. Behera and F. Schweitzer, On spatial consensus formation: Is the sznajd model different from a voter model?,, International Journal of Modern Physics C, 14 (2003), 1331.  doi: 10.1142/S0129183103005467.  Google Scholar

[2]

V. D. Blondel, J. M. Hendrickx and J. N. Tsitsiklis, Continuous-time average-preserving opinion dynamics with opinion-dependent communications,, SIAM Journal on Control and Optimization, 48 (2010), 5214.  doi: 10.1137/090766188.  Google Scholar

[3]

G. Deffuant, D. Neau, F. Amblard and G. Weisbuch, Mixing beliefs among interacting agents,, Advances in Complex Systems, 3 (2000), 87.  doi: 10.1142/S0219525900000078.  Google Scholar

[4]

R. Hegselmann and U. Krause, Opinion dynamics and bounded confidence models, analysis, and simulation,, Journal of Artificial Societies and Social Simulation, 5 ().   Google Scholar

[5]

J. J. Hopfield, Neural networks and physical systems with emergent collective computational abilities,, Proceedings of the national academy of sciences, 79 (1982), 2554.  doi: 10.1073/pnas.79.8.2554.  Google Scholar

[6]

A. Jadbabaie, J. Lin and A. S. Morse, Coordination of groups of mobile autonomous agents using nearest neighbor rules,, Automatic Control, 48 (2003), 988.  doi: 10.1109/TAC.2003.812781.  Google Scholar

[7]

Y. Kuramoto, Cooperative dynamics of oscillator community a study based on lattice of rings,, Progress of Theoretical Physics Supplement, 79 (1984), 223.  doi: 10.1143/PTPS.79.223.  Google Scholar

[8]

J. Lorenz, Continuous opinion dynamics under bounded confidence: A survey,, International Journal of Modern Physics C, 18 (2007), 1819.  doi: 10.1142/S0129183107011789.  Google Scholar

[9]

L. Moreau, Stability of continuous-time distributed consensus algorithms,, in Decision and Control, (2004), 3998.  doi: 10.1109/CDC.2004.1429377.  Google Scholar

[10]

L. Moreau, Stability of multiagent systems with time-dependent communication links,, Automatic Control, 50 (2005), 169.  doi: 10.1109/TAC.2004.841888.  Google Scholar

[11]

M. C. Nisbet, The competition for worldviews: Values, information, and public support for stem cell research,, International Journal of Public Opinion Research, 17 (2005), 90.  doi: 10.1093/ijpor/edh058.  Google Scholar

[12]

H. Norpohth, M. S. L. Beck and J. D. Lafay, Economics and Politics: The Calculus of Support,, University of Michigan Press, (1991).   Google Scholar

[13]

R. Olfati-Saber, J. A. Fax and R. M. Murray, Consensus and cooperation in networked multi-agent systems,, Proceedings of the IEEE, 95 (2007), 215.  doi: 10.1109/JPROC.2006.887293.  Google Scholar

[14]

R. Olfati-Saber and R. M. Murray, Consensus problems in networks of agents with switching topology and time-delays,, IEEE Transactions on Automatic Control, 49 (2004), 1520.  doi: 10.1109/TAC.2004.834113.  Google Scholar

[15]

A. Sarlette, Geometry and Symmetries in Coordination Control,, PhD thesis, (2009).   Google Scholar

[16]

A. Sarlette and R. Sepulchre, Consensus optimization on manifolds,, SIAM Journal on Control and Optimization, 48 (2009), 56.  doi: 10.1137/060673400.  Google Scholar

[17]

D. A. Scheufele and B. V. Lewenstein, The public and nanotechnology: How citizens make sense of emerging technologies,, Journal of Nanoparticle Research, 7 (2005), 659.  doi: 10.1007/s11051-005-7526-2.  Google Scholar

[18]

R. Sepulchre, Consensus on nonlinear spaces,, Annual reviews in control, 35 (2011), 56.  doi: 10.1016/j.arcontrol.2011.03.003.  Google Scholar

[19]

P. Sobkowicz, Modelling opinion formation with physics tools: Call for closer link with reality,, Journal of Artificial Societies and Social Simulation, 12 (2009).   Google Scholar

[20]

S. H. Strogatz, From kuramoto to crawford: Exploring the onset of synchronization in populations of coupled oscillators,, Physica D: Nonlinear Phenomena, 143 (2000), 1.  doi: 10.1016/S0167-2789(00)00094-4.  Google Scholar

[21]

K. Sznajd-Weron and J. Sznajd, Opinion evolution in closed community,, International Journal of Modern Physics C, 11 (2000), 1157.  doi: 10.1142/S0129183100000936.  Google Scholar

[22]

J. N. Tsitsiklis, Problems in Decentralized Decision making and Computation.,, PhD thesis, (1984).   Google Scholar

[23]

T. Vicsek, A. Czirók, E. Ben-Jacob, I. Cohen and O. Shochet, Novel type of phase transition in a system of self-driven particles,, Physical review letters, 75 (1995).  doi: 10.1103/PhysRevLett.75.1226.  Google Scholar

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