{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T16:25:07Z","timestamp":1759940707161,"version":"3.37.3"},"reference-count":121,"publisher":"World Scientific Pub Co Pte Ltd","issue":"07n08","funder":[{"DOI":"10.13039\/100004412","name":"Human Frontier Science Program","doi-asserted-by":"publisher","award":["LT000696\/2018-C"],"award-info":[{"award-number":["LT000696\/2018-C"]}],"id":[{"id":"10.13039\/100004412","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Advs. Complex Syst."],"published-print":{"date-parts":[[2019,11]]},"abstract":"<jats:p>Network science has experienced unprecedented rapid development in the past two decades. The network perspective has also been widely applied to explore various complex systems in great depth. In the first decade, fundamental characteristics of complex network structure, such as the small-worldness, scale-freeness, and modularity, of various complex networked systems were harvested from analyzing big empirical data. The associated dynamical processes on complex networks were also heavily studied. In the second decade, more attention was devoted to investigating the control of complex networked systems, ranging from fundamental theories to practical applications. Here we briefly review the recent progress regarding network dynamics and control, mainly concentrating on research questions proposed in the six papers we collected for this topical issue. This review closes with possible research directions along this line, and several important problems to be solved. We expect that, in the near future, network control will play an even bigger role in more fields, helping us understand and control many complex natural and engineered systems.<\/jats:p>","DOI":"10.1142\/s0219525919500218","type":"journal-article","created":{"date-parts":[[2020,2,26]],"date-time":"2020-02-26T05:55:16Z","timestamp":1582696516000},"page":"1950021","source":"Crossref","is-referenced-by-count":9,"title":["CONTROLLING NETWORK DYNAMICS"],"prefix":"10.1142","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4045-8721","authenticated-orcid":false,"given":"AMING","family":"LI","sequence":"first","affiliation":[{"name":"Department of Zoology, University of Oxford, 11a Mansfield Road, Oxford OX1 3PS, UK"},{"name":"Department of Biochemistry, University of Oxford, 3 South Parks Road, Oxford OX1 3QU, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"YANG-YU","family":"LIU","sequence":"additional","affiliation":[{"name":"Channing Division of Network Medicine, Brigham and Women\u2019s Hospital and Harvard Medical School, 181 Longwood Avenue, Boston, MA 02115, USA"},{"name":"Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02115, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2020,2,26]]},"reference":[{"key":"S0219525919500218BIB001","doi-asserted-by":"publisher","DOI":"10.1038\/43601"},{"key":"S0219525919500218BIB002","doi-asserted-by":"publisher","DOI":"10.1038\/35019019"},{"key":"S0219525919500218BIB003","doi-asserted-by":"publisher","DOI":"10.1016\/S0022-5193(03)00035-3"},{"key":"S0219525919500218BIB004","doi-asserted-by":"publisher","DOI":"10.1038\/nature10832"},{"key":"S0219525919500218BIB005","doi-asserted-by":"publisher","DOI":"10.1016\/j.jprocont.2005.06.007"},{"key":"S0219525919500218BIB006","doi-asserted-by":"publisher","DOI":"10.1126\/science.286.5439.509"},{"key":"S0219525919500218BIB007","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0020298"},{"key":"S0219525919500218BIB008","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1110586109"},{"key":"S0219525919500218BIB009","doi-asserted-by":"publisher","DOI":"10.1128\/IAI.05496-11"},{"key":"S0219525919500218BIB010","doi-asserted-by":"publisher","DOI":"10.1038\/nature08932"},{"issue":"7","key":"S0219525919500218BIB011","doi-asserted-by":"crossref","first-page":"1950023","DOI":"10.1142\/S0219525919500231","volume":"22","author":"Cao Q.","year":"2019","journal-title":"Adv. Complex Syst."},{"key":"S0219525919500218BIB012","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0011596"},{"key":"S0219525919500218BIB013","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.89.042707"},{"volume-title":"Linear System Theory and Design","year":"1999","author":"Chen C.-T.","key":"S0219525919500218BIB014"},{"key":"S0219525919500218BIB015","doi-asserted-by":"publisher","DOI":"10.1007\/s12555-014-9001-2"},{"key":"S0219525919500218BIB016","doi-asserted-by":"publisher","DOI":"10.1007\/s11633-016-1052-9"},{"key":"S0219525919500218BIB017","doi-asserted-by":"publisher","DOI":"10.1098\/rsos.160064"},{"key":"S0219525919500218BIB018","doi-asserted-by":"publisher","DOI":"10.1016\/j.automatica.2009.03.006"},{"key":"S0219525919500218BIB019","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511780356"},{"key":"S0219525919500218BIB020","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.91.247901"},{"key":"S0219525919500218BIB021","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.85.4626"},{"key":"S0219525919500218BIB022","doi-asserted-by":"publisher","DOI":"10.1038\/nature11234"},{"key":"S0219525919500218BIB023","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms2939"},{"key":"S0219525919500218BIB024","doi-asserted-by":"publisher","DOI":"10.1126\/science.aad2602"},{"issue":"7","key":"S0219525919500218BIB025","doi-asserted-by":"crossref","first-page":"1950022","DOI":"10.1142\/S021952591950022X","volume":"22","author":"Duan G.","year":"2019","journal-title":"Adv. Complex Syst."},{"key":"S0219525919500218BIB026","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.99.052305"},{"key":"S0219525919500218BIB027","doi-asserted-by":"publisher","DOI":"10.1109\/CDC.2000.912828"},{"key":"S0219525919500218BIB028","first-page":"17","volume":"5","author":"Erd\u0151s P.","year":"1960","journal-title":"Publ. Math. Inst. Hung. Acad. Sci."},{"volume-title":"The Starling","year":"1984","author":"Feare C.","key":"S0219525919500218BIB029"},{"key":"S0219525919500218BIB030","doi-asserted-by":"publisher","DOI":"10.1038\/nature23292"},{"key":"S0219525919500218BIB031","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0107878"},{"key":"S0219525919500218BIB032","doi-asserted-by":"publisher","DOI":"10.1038\/s41559-017-0109"},{"key":"S0219525919500218BIB033","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.97.042308"},{"key":"S0219525919500218BIB034","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms6415"},{"key":"S0219525919500218BIB035","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.122653799"},{"key":"S0219525919500218BIB036","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2017.01.003"},{"key":"S0219525919500218BIB037","doi-asserted-by":"publisher","DOI":"10.1016\/j.sysconle.2013.02.010"},{"key":"S0219525919500218BIB038","doi-asserted-by":"publisher","DOI":"10.1137\/S0363012992229604"},{"key":"S0219525919500218BIB039","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-0023-9_13"},{"key":"S0219525919500218BIB040","doi-asserted-by":"publisher","DOI":"10.23919\/ACC.2018.8430866"},{"key":"S0219525919500218BIB041","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0811503106"},{"key":"S0219525919500218BIB043","doi-asserted-by":"publisher","DOI":"10.1140\/epjb\/e2015-60657-4"},{"key":"S0219525919500218BIB044","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.94.022305"},{"key":"S0219525919500218BIB045","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2012.03.001"},{"key":"S0219525919500218BIB047","doi-asserted-by":"publisher","DOI":"10.1016\/j.jtbi.2010.11.033"},{"key":"S0219525919500218BIB048","doi-asserted-by":"publisher","DOI":"10.1038\/35036627"},{"key":"S0219525919500218BIB049","doi-asserted-by":"publisher","DOI":"10.1038\/srep02354"},{"key":"S0219525919500218BIB050","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms3002"},{"key":"S0219525919500218BIB051","doi-asserted-by":"publisher","DOI":"10.1080\/00207178408933271"},{"key":"S0219525919500218BIB052","doi-asserted-by":"publisher","DOI":"10.1137\/0301010"},{"key":"S0219525919500218BIB053","doi-asserted-by":"publisher","DOI":"10.1038\/nphys4268"},{"key":"S0219525919500218BIB054","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms15145"},{"key":"S0219525919500218BIB055","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2567.2006.02337.x"},{"key":"S0219525919500218BIB056","doi-asserted-by":"publisher","DOI":"10.1016\/j.cell.2006.06.052"},{"key":"S0219525919500218BIB057","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.110.118701"},{"volume-title":"Fragile and Dominion: Complexity and the Commons","year":"1999","author":"Levin S.","key":"S0219525919500218BIB058"},{"key":"S0219525919500218BIB059","volume-title":"Optimal Control","author":"Lewis F. L.","year":"1995","edition":"2"},{"key":"S0219525919500218BIB061","doi-asserted-by":"publisher","DOI":"10.1126\/science.aai7488"},{"key":"S0219525919500218BIB063","doi-asserted-by":"publisher","DOI":"10.1209\/0295-5075\/103\/30007"},{"key":"S0219525919500218BIB065","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.1974.1100557"},{"key":"S0219525919500218BIB066","doi-asserted-by":"publisher","DOI":"10.1016\/j.automatica.2013.09.015"},{"key":"S0219525919500218BIB067","doi-asserted-by":"publisher","DOI":"10.1103\/RevModPhys.88.035006"},{"key":"S0219525919500218BIB068","doi-asserted-by":"publisher","DOI":"10.1038\/nature10011"},{"key":"S0219525919500218BIB069","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0044459"},{"key":"S0219525919500218BIB070","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1215508110"},{"key":"S0219525919500218BIB071","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1318192110"},{"key":"S0219525919500218BIB072","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-018-37534-2"},{"key":"S0219525919500218BIB073","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.111.188701"},{"key":"S0219525919500218BIB074","doi-asserted-by":"publisher","DOI":"10.1142\/q0033"},{"key":"S0219525919500218BIB075","doi-asserted-by":"publisher","DOI":"10.1016\/j.jtbi.2013.06.009"},{"key":"S0219525919500218BIB076","doi-asserted-by":"publisher","DOI":"10.7554\/eLife.25051"},{"key":"S0219525919500218BIB077","doi-asserted-by":"publisher","DOI":"10.1038\/nphys3846"},{"key":"S0219525919500218BIB078","doi-asserted-by":"publisher","DOI":"10.1038\/nrmicro.2016.84"},{"key":"S0219525919500218BIB079","doi-asserted-by":"publisher","DOI":"10.1038\/nphys2327"},{"key":"S0219525919500218BIB080","doi-asserted-by":"publisher","DOI":"10.1109\/TCNS.2014.2310254"},{"key":"S0219525919500218BIB081","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.86.3200"},{"key":"S0219525919500218BIB082","doi-asserted-by":"publisher","DOI":"10.1038\/srep39978"},{"key":"S0219525919500218BIB083","doi-asserted-by":"publisher","DOI":"10.1088\/1367-2630\/8\/9\/183"},{"key":"S0219525919500218BIB084","doi-asserted-by":"publisher","DOI":"10.1088\/1367-2630\/16\/12\/123055"},{"journal-title":"Adv. Complex Syst.","year":"2019","author":"Ravandi B.","key":"S0219525919500218BIB085"},{"key":"S0219525919500218BIB086","doi-asserted-by":"publisher","DOI":"10.1007\/BFb0051585"},{"key":"S0219525919500218BIB087","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.98.052309"},{"key":"S0219525919500218BIB088","doi-asserted-by":"publisher","DOI":"10.1038\/srep03006"},{"key":"S0219525919500218BIB089","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1006630"},{"issue":"7","key":"S0219525919500218BIB090","doi-asserted-by":"crossref","first-page":"1950020","DOI":"10.1142\/S0219525919500206","volume":"22","author":"Rozum J. C.","year":"2019","journal-title":"Adv. Complex Syst."},{"key":"S0219525919500218BIB091","doi-asserted-by":"publisher","DOI":"10.1126\/science.1242063"},{"key":"S0219525919500218BIB092","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.95.098104"},{"key":"S0219525919500218BIB093","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms6024"},{"key":"S0219525919500218BIB094","doi-asserted-by":"publisher","DOI":"10.1063\/PT.3.3845"},{"key":"S0219525919500218BIB095","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6404\/aaeb63"},{"key":"S0219525919500218BIB096","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.85.056115"},{"key":"S0219525919500218BIB097","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1003388"},{"key":"S0219525919500218BIB098","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1004338"},{"key":"S0219525919500218BIB099","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.110.208701"},{"key":"S0219525919500218BIB100","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2012.03.004"},{"key":"S0219525919500218BIB101","doi-asserted-by":"publisher","DOI":"10.1103\/RevModPhys.90.031003"},{"volume-title":"Control Theory for Linear Systems","year":"2012","author":"Trentelman H. L.","key":"S0219525919500218BIB102"},{"key":"S0219525919500218BIB103","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1206810109"},{"key":"S0219525919500218BIB105","doi-asserted-by":"publisher","DOI":"10.15252\/msb.20178157"},{"key":"S0219525919500218BIB106","doi-asserted-by":"publisher","DOI":"10.1088\/1742-5468\/2012\/04\/P04011"},{"key":"S0219525919500218BIB107","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-30549-1_66"},{"key":"S0219525919500218BIB108","doi-asserted-by":"publisher","DOI":"10.1098\/rsta.2016.0215"},{"key":"S0219525919500218BIB109","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.2010.2041610"},{"key":"S0219525919500218BIB110","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms11323"},{"key":"S0219525919500218BIB111","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.85.026115"},{"key":"S0219525919500218BIB112","doi-asserted-by":"publisher","DOI":"10.1038\/30918"},{"key":"S0219525919500218BIB113","first-page":"031036","volume":"5","author":"Wells D. K.","year":"2015","journal-title":"Phys. Rev. X"},{"key":"S0219525919500218BIB114","doi-asserted-by":"publisher","DOI":"10.1142\/S0219525919500176"},{"key":"S0219525919500218BIB115","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-017-02090-2"},{"key":"S0219525919500218BIB116","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.2002.801182"},{"key":"S0219525919500218BIB117","doi-asserted-by":"publisher","DOI":"10.1126\/sciadv.1600028"},{"key":"S0219525919500218BIB118","doi-asserted-by":"publisher","DOI":"10.1109\/ALLERTON.2016.7852369"},{"key":"S0219525919500218BIB119","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.108.218703"},{"key":"S0219525919500218BIB120","doi-asserted-by":"publisher","DOI":"10.1038\/nphys3422"},{"key":"S0219525919500218BIB121","doi-asserted-by":"publisher","DOI":"10.1016\/j.cell.2011.02.015"},{"key":"S0219525919500218BIB122","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms3447"},{"key":"S0219525919500218BIB123","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1004193"},{"key":"S0219525919500218BIB124","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1617387114"},{"key":"S0219525919500218BIB125","doi-asserted-by":"publisher","DOI":"10.1142\/S0219525919500140"},{"key":"S0219525919500218BIB126","doi-asserted-by":"crossref","first-page":"4191","DOI":"10.1002\/rnc.4603","volume":"29","author":"Zhang Y.","year":"2019","journal-title":"Int. J. Robust Nonlinear Control"},{"key":"S0219525919500218BIB127","doi-asserted-by":"publisher","DOI":"10.3390\/e21090901"}],"container-title":["Advances in Complex Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219525919500218","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,27]],"date-time":"2023-09-27T17:01:36Z","timestamp":1695834096000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0219525919500218"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11]]},"references-count":121,"journal-issue":{"issue":"07n08","published-print":{"date-parts":[[2019,11]]}},"alternative-id":["10.1142\/S0219525919500218"],"URL":"https:\/\/doi.org\/10.1142\/s0219525919500218","relation":{},"ISSN":["0219-5259","1793-6802"],"issn-type":[{"type":"print","value":"0219-5259"},{"type":"electronic","value":"1793-6802"}],"subject":[],"published":{"date-parts":[[2019,11]]}}}