{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T20:56:10Z","timestamp":1771275370295,"version":"3.50.1"},"reference-count":37,"publisher":"Emerald","issue":"9","license":[{"start":{"date-parts":[[2022,3,22]],"date-time":"2022-03-22T00:00:00Z","timestamp":1647907200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["K"],"published-print":{"date-parts":[[2023,9,25]]},"abstract":"<jats:sec><jats:title content-type=\"abstract-subheading\">Purpose<\/jats:title><jats:p>The purpose of this study is to analyze the short-term development pattern and long-term development trend of the digital supply chain.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Design\/methodology\/approach<\/jats:title><jats:p>This study uses the combination of short-term game and long-term evolutionary game theory.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Findings<\/jats:title><jats:p>Findings of this study suggest that irrational decisions can make the evolutionary path of the digital supply chain complex and unpredictable.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title><jats:p>This study proposes an evolutionary game model for the digital supply chain that can provide good guidance for the digitalization process of enterprises.<\/jats:p><\/jats:sec>","DOI":"10.1108\/k-08-2021-0738","type":"journal-article","created":{"date-parts":[[2022,3,21]],"date-time":"2022-03-21T02:40:09Z","timestamp":1647830409000},"page":"3362-3390","source":"Crossref","is-referenced-by-count":7,"title":["Complex characteristics analysis of time-delay digital supply chain driven by cybersecurity"],"prefix":"10.1108","volume":"52","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1268-6786","authenticated-orcid":false,"given":"Daoming","family":"Dai","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2215-6394","authenticated-orcid":false,"given":"Xuanyu","family":"Wu","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3348-0947","authenticated-orcid":false,"given":"Fengshan","family":"Si","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7513-8942","authenticated-orcid":false,"given":"Zhenan","family":"Feng","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8571-5763","authenticated-orcid":false,"given":"Weishen","family":"Chu","sequence":"additional","affiliation":[]}],"member":"140","published-online":{"date-parts":[[2022,3,22]]},"reference":[{"key":"key2023092503023407200_ref001","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1016\/j.cnsns.2017.04.008","article-title":"Bifurcation structures of a cobweb model with memory and competing technologies","volume":"58","year":"2018","journal-title":"Communications in Nonlinear Science and Numerical Simulation"},{"key":"key2023092503023407200_ref002","doi-asserted-by":"crossref","first-page":"1677","DOI":"10.1111\/itor.12213","article-title":"Cooperative advertising in a capacitated manufacturer-retailer supply chain: a game-theoretic approach","volume":"25","year":"2018","journal-title":"International Transactions in Operational Research"},{"key":"key2023092503023407200_ref003","first-page":"1","article-title":"Short- and long-term repeated game behaviours of two parallel supply chains based on government subsidy in the vehicle market","volume":"2020","year":"2020","journal-title":"International Journal of Production Research"},{"key":"key2023092503023407200_ref004","doi-asserted-by":"crossref","first-page":"342","DOI":"10.1016\/j.technovation.2014.02.001","article-title":"Cyber supply chain risk management: revolutionizing the strategic control of critical IT systems","volume":"34","year":"2014","journal-title":"Technovation"},{"key":"key2023092503023407200_ref005","first-page":"1486","article-title":"A novel approach integrating AHP and COPRAS under Pythagorean fuzzy sets for digital supply chain partner selection","volume":"68","year":"2019","journal-title":"IEEE Transactions on Engineering Management"},{"key":"key2023092503023407200_ref006","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1016\/j.compind.2018.02.010","article-title":"Digital Supply Chain: literature review and a proposed framework for future research","volume":"97","year":"2018","journal-title":"Computers in Industry"},{"key":"key2023092503023407200_ref007","doi-asserted-by":"crossref","first-page":"634","DOI":"10.1016\/j.asoc.2018.04.040","article-title":"An extension of ARAS methodology under interval valued intuitionistic fuzzy environment for digital supply chain","volume":"69","year":"2018","journal-title":"Applied Soft Computing"},{"key":"key2023092503023407200_ref008","first-page":"1","article-title":"Complexity analysis of dynamic cooperative game models for supply chain with the remanufactured products","volume":"2018","year":"2018","journal-title":"Discrete Dynamics in Nature and Society"},{"key":"key2023092503023407200_ref009","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.tre.2019.08.009","article-title":"Optimal advertisement budget allocation and coordination in luxury fashion supply chains with multiple brand-tier products","volume":"130","year":"2019","journal-title":"Transportation Research Part E: Logistics and Transportation Review"},{"key":"key2023092503023407200_ref010","doi-asserted-by":"crossref","first-page":"1443","DOI":"10.1111\/itor.12502","article-title":"Cybersecurity investments with nonlinear budget constraints and conservation laws: variational equilibrium, marginal expected utilities, and Lagrange multipliers","volume":"25","year":"2018","journal-title":"International Transactions in Operational Research"},{"key":"key2023092503023407200_ref011","first-page":"1","article-title":"Complexity analysis and control in time-delay vaccine supply chain considering cold chain transportation","volume":"2020","year":"2020","journal-title":"Mathematical Problems in Engineering"},{"issue":"12","key":"key2023092503023407200_ref012","doi-asserted-by":"crossref","first-page":"1235","DOI":"10.3390\/math7121235","article-title":"Digital supply chain through dynamic inventory and smart contracts","volume":"7","year":"2019","journal-title":"Mathematics"},{"key":"key2023092503023407200_ref013","article-title":"A multi-objective pharmaceutical supply chain network based on a robust fuzzy model: a comparison of meta-heuristics","volume":"92","year":"2020","journal-title":"Applied Soft Computing"},{"key":"key2023092503023407200_ref014","first-page":"7527","article-title":"Hybrid meta-heuristic algorithms for a supply chain network considering different carbon emission regulations using big data characteristics","volume-title":"Soft Computing","year":"2021"},{"key":"key2023092503023407200_ref015","article-title":"An integrated sustainable medical supply chain network during COVID-19","volume":"100","year":"2021","journal-title":"Engineering Applications of Artificial Intelligence"},{"key":"key2023092503023407200_ref016","doi-asserted-by":"crossref","first-page":"2715","DOI":"10.1080\/00207543.2018.1547434","article-title":"Pricing decisions for three-echelon supply chain with advertising and quality effort-dependent fuzzy demand","volume":"57","year":"2019","journal-title":"International Journal of Production Research"},{"key":"key2023092503023407200_ref017","doi-asserted-by":"crossref","first-page":"527","DOI":"10.1016\/S0377-2217(00)00327-1","article-title":"Co-op advertising models in manufacturer Cretailer supply chains: a game theory approach","volume":"135","year":"2001","journal-title":"European Journal of Operational Research"},{"key":"key2023092503023407200_ref018","first-page":"775","article-title":"A digital supply chain twin for managing the disruption risks and resilience in the era of Industry 4.0","volume":"32","year":"2020","journal-title":"Production Planning and Control"},{"key":"key2023092503023407200_ref019","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jfranklin.2014.09.022","article-title":"Neimark-Sacker bifurcation analysis on a numerical discretization of Gause-type predator-prey model with delay","volume":"352","year":"2015","journal-title":"Journal of the Franklin Institute"},{"key":"key2023092503023407200_ref020","doi-asserted-by":"crossref","first-page":"107262","DOI":"10.1016\/j.knosys.2021.107262","article-title":"A knowledge-based experts' system for evaluation of digital supply chain readiness","volume":"228","year":"2021","journal-title":"Knowledge-Based Systems"},{"key":"key2023092503023407200_ref021","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/j.compind.2018.09.004","article-title":"Cybersecurity for Industry 4.0 in the current literature: a reference framework","volume":"103","year":"2018","journal-title":"Computers in Industry"},{"key":"key2023092503023407200_ref022","first-page":"1216","article-title":"Cybersecurity investments in a two-echelon supply chain with third-party risk propagation","volume":"59","year":"2020","journal-title":"International Journal of Production Research"},{"key":"key2023092503023407200_ref023","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1016\/j.ijpe.2017.09.018","article-title":"Cooperative advertising models in O2O supply chains","volume":"215","year":"2019","journal-title":"International Journal of Production Economics"},{"key":"key2023092503023407200_ref024","doi-asserted-by":"crossref","first-page":"1188","DOI":"10.3846\/tede.2019.10716","article-title":"Integrating BWM and ARAS under hesitant linguistic environment for digital supply chain finance supplier section","volume":"25","year":"2019","journal-title":"Technological and Economic Development of Economy"},{"key":"key2023092503023407200_ref025","doi-asserted-by":"crossref","first-page":"5432","DOI":"10.1080\/00207543.2018.1526420","article-title":"Bullwhip effect and complexity analysis in a multi-channel supply chain considering price game with discount sensitivity","volume":"57","year":"2019","journal-title":"International Journal of Production Research"},{"key":"key2023092503023407200_ref026","article-title":"A time-based pricing game in a competitive vehicle market regarding the intervention of carbon emission reduction","volume":"142","year":"2020","journal-title":"Energy Policy"},{"key":"key2023092503023407200_ref027","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1016\/j.jretconser.2019.05.028","article-title":"A game theoretic approach to coordinate price promotion and advertising policies with reference price effects in a two-echelon supply chain","volume":"51","year":"2019","journal-title":"Journal of Retailing and Consumer Services"},{"key":"key2023092503023407200_ref028","doi-asserted-by":"crossref","first-page":"1492","DOI":"10.1111\/poms.12879","article-title":"On the inattention to digital confidentiality in operations and supply chain research","volume":"27","year":"2018","journal-title":"Production and Operations Management"},{"key":"key2023092503023407200_ref029","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1007\/s10479-016-2209-1","article-title":"A supply chain network game theory model of cybersecurity investments with nonlinear budget constraints","volume":"248","year":"2017","journal-title":"Annals of Operations Research"},{"key":"key2023092503023407200_ref030","article-title":"Managing the digital supply chain: the role of smart technologies","volume":"96","year":"2020","journal-title":"Technovation"},{"key":"key2023092503023407200_ref031","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/j.chaos.2019.05.026","article-title":"Can Bertrand and Cournot oligopolies be combined","volume":"125","year":"2019","journal-title":"Chaos, Solitons & Fractals"},{"key":"key2023092503023407200_ref032","first-page":"2419","article-title":"Uncertainty in the prediction and management of CO 2 emissions: a robust minimum entropy approach","volume":"107","year":"2020","journal-title":"Natural Hazards"},{"key":"key2023092503023407200_ref033","article-title":"The mixed integer robust maximum expert consensus models for large-scale GDM under uncertainty circumstances","volume-title":"Applied Soft Computing","year":"2021"},{"key":"key2023092503023407200_ref034","first-page":"418","article-title":"Designing digital public service supply chains: four country-based cases in criminal justice","volume":"26","year":"2020","journal-title":"Supply Chain Management: An International Journal"},{"key":"key2023092503023407200_ref035","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/j.ejor.2019.09.017","article-title":"Cybersecurity investments in the supply chain: coordination and a strategic attacker","volume":"282","year":"2020","journal-title":"European Journal of Operational Research"},{"key":"key2023092503023407200_ref036","doi-asserted-by":"crossref","first-page":"2076","DOI":"10.1111\/risa.13269","article-title":"A robust approach for mitigating risks in cyber supply chains","volume":"39","year":"2019","journal-title":"Risk Analysis"},{"key":"key2023092503023407200_ref037","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/j.omega.2017.02.005","article-title":"Cooperative advertising and ordering policies in a two-echelon supply chain with risk-averse agents","volume":"75","year":"2018","journal-title":"Omega"}],"container-title":["Kybernetes"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/K-08-2021-0738\/full\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/K-08-2021-0738\/full\/html","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,24]],"date-time":"2025-07-24T21:49:48Z","timestamp":1753393788000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.emerald.com\/k\/article\/52\/9\/3362-3390\/514684"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,3,22]]},"references-count":37,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2022,3,22]]},"published-print":{"date-parts":[[2023,9,25]]}},"alternative-id":["10.1108\/K-08-2021-0738"],"URL":"https:\/\/doi.org\/10.1108\/k-08-2021-0738","relation":{},"ISSN":["0368-492X"],"issn-type":[{"value":"0368-492X","type":"print"}],"subject":[],"published":{"date-parts":[[2022,3,22]]}}}