Reemergence Modeling of Intelligent Information Diffusion in Heterogeneous Social Networks: The Dynamics Perspective
作者:
Yi, Yinxue;Zhang, Zufan;Yang, Laurence T.;Gan, Chenquan;Deng, Xianjun;...
期刊:
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING,2021年8(2):828-840 ISSN:2327-4697
通讯作者:
Yang, L.T.
作者机构:
[Yi, Yinxue; Zhang, Zufan; Gan, Chenquan] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China.;[Yi, Yinxue; Zhang, Zufan] Chongqing Key Lab Mobile Commun Technol, Chongqing 400065, Peoples R China.;[Yi, Yinxue; Yang, Laurence T.; Yi, Lingzhi] St Francis Xavier Univ, Dept Comp Sci, Antigonish, NS B2G 2W5, Canada.;[Yi, Lingzhi; Deng, Xianjun] Univ South China, Dept Commun Engn, Hengyang 46000, Peoples R China.
通讯机构:
[Yang, L.T.] D;Department of Computer Science, Canada
关键词:
diffusion dynamics;heterogeneous social networks;information reemergence;Intelligent information diffusion;social behavior
摘要:
With the popularity of social networks, tremendous information flows are generated due to frequency social interactions. How information disseminates over social networks has received widespread attention from both industry and academics. Different from traditional communication ways, intelligent information diffusion over social networks exhibits one new feature, reinfection-reemergence, caused by social behaviors of individuals. That is, social individuals may be involved in the diffusion process of intelligent information many times. Meanwhile, there are two critical problems: individuals' participation in many times and self-confirming behavior. Previous models have not taken into account these two problems. In this paper, a novel intelligent information diffusion phenomenon is modeled, which introduces a new 'uncertain' psychological state into classic susceptible-infected-recovered model. In the diffusion process, the new proposed model characterizes a practical reinfection-reemergence scenario caused by the change of social attributes for individuals. To verify the dynamics properties, the proposed intelligent model is simulated in synthetic and real social network datasets. For the theoretical result, the outbreak threshold and the stability of equilibria are quantitatively addressed. As for the experiments, results indicate that intelligent information would tend to disappear or spread depending on the propagation threshold. Consequently, theoretical and simulation results can provide an insight on the controlling of intelligent information diffusion. © 2013 IEEE.
语种:
英文
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Adsorption of chromium (VI) by ethylenediamine-modified cross-linked magnetic chitosan resin: Isotherms, kinetics and thermodynamics
作者:
Hu, Xin-jiang;Wang, Jing-song;Liu, Yun-guo*;Li, Xin;Zeng, Guang-ming;...
期刊:
Journal of Hazardous Materials,2011年185(1):306-314 ISSN:0304-3894
通讯作者:
Liu, Yun-guo
作者机构:
[Liu, Yun-guo; Zeng, Xiao-xia; Long, Fei; Hu, Xin-jiang; Li, Xin; Zeng, Guang-ming; Chen, An-wei] Hunan Univ, Coll Environm Sci & Engn, Changsha 410082, Hunan, Peoples R China.;[Liu, Yun-guo; Zeng, Xiao-xia; Long, Fei; Hu, Xin-jiang; Li, Xin; Zeng, Guang-ming; Chen, An-wei] Hunan Univ, Key Lab Environm Biol & Pollut Control, Minist Educ, Changsha 410082, Hunan, Peoples R China.;[Wang, Jing-song; Bao, Zheng-lei] Univ S China, Sch Urban Construct, Hengyang 421001, Hunan, Peoples R China.
通讯机构:
[Liu, Yun-guo] H;Hunan Univ, Coll Environm Sci & Engn, Changsha 410082, Hunan, Peoples R China.
关键词:
Adsorption capacities;Adsorption data;Adsorption process;Adsorption rates;Aqueous solutions;Batch adsorption;Chromium ions;Chromium removal;EMCMCR;Equilibrium isotherms;Ethylene diamine;Film diffusion;Intra-particle diffusion;Kinetics and thermodynamics;Langmuir models;Langmuirs;Magnetic chitosan;NaOH solutions;PH-dependent;Pseudo-second-order kinetic models;Temkin model;Thermodynamic parameter;Adsorption isotherms;Chitin;Chitosan;Chromium;Dyes;Resins;Solutions;Thermodynamics;Adsorption;chitosan derivative;chromium;ethylenediamine modified cross linked magnetic chitosan resin;hexavalent chromium;resin;sodium chloride;sorbent;unclassified drug;adsorption;aqueous solution;chromium;diffusion;isotherm;kinetics;pH;resin;thermodynamics;adsorption;aqueous solution;article;diffusion;heavy metal removal;isotherm;kinetics;Langmuir Blodgett film;parameter;pH;thermodynamics;Adsorption;Algorithms;Chitosan;Chromium;Cross-Linking Reagents;Diffusion;Ethylenediamines;Hydrogen-Ion Concentration;Kinetics;Magnetics;Microscopy, Electron, Scanning;Models, Chemical;Temperature;Thermodynamics
摘要:
The adsorption of chromium (VI) ions from aqueous solution by ethylenediamine-modified cross-linked magnetic chitosan resin (EMCMCR) was studied in a batch adsorption system. Chromium (VI) removal is pH dependent and the optimum adsorption was observed at pH 2.0. The adsorption rate was extremely fast and the equilibrium was established within 6-10min. The adsorption data could be well interpreted by the Langmuir and Temkin model. The maximum adsorption capacities obtained from the Langmuir model are 51.813mgg-1, 48.780mgg-1 and 45.872mgg-1 at 293, 303 and 313K, respectively. The adsorption process could be described by pseudo-second-order kinetic model. The intraparticle diffusion study revealed that film diffusion might be involved in the present case. Thermodynamic parameters revealed the feasibility, spontaneity and exothermic nature of adsorption. The sorbents were successfully regenerated using 0.1N NaOH solutions. © 2010 Elsevier B.V.
语种:
英文
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