{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T13:55:51Z","timestamp":1778594151656,"version":"3.51.4"},"reference-count":35,"publisher":"MDPI AG","issue":"6","license":[{"start":{"date-parts":[[2022,11,21]],"date-time":"2022-11-21T00:00:00Z","timestamp":1668988800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71831005"],"award-info":[{"award-number":["71831005"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["71502044"],"award-info":[{"award-number":["71502044"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Omnichannel catering firms need to pay attention to the consumer behavior of customers in both online and offline channels to make the corresponding capacity decisions. However, customers\u2019 consumption behavior is not only affected by base utility, but also by reference utility, which indicates that customers have reference dependence when making consumption decisions. In order to better help omnichannel catering firms to make capacity decisions more in line with customer consumption behavior in their actual operations, this paper adopts the queuing theory to construct an optimal capacity decision-making model for omnichannel catering firms. We also analyzed the impact of channel information availability on customer reference behavior and the subsequent impact on the firm\u2019s optimal decision-making. The findings were as follows: when the channel information is unavailable, customers in each channel take their expectation of waiting time as the reference point. With the improvement of the sensitivity of customers in different channels to the reference point, firms should improve their safety capacity to meet customers\u2019 needs. Moreover, at a higher reference point, the increase in customer sensitivity can make the firm obtain higher profits. When channel information is available, customers take the waiting time of customers in different channels as the reference point, and the increased sensitivity of online customers to the reference point will prompt firms to reduce safety capacity. Comparing the two scenarios, we also found that omnichannel catering firms could develop lower safety capacities and obtain higher profits more easily when channel information is available. This not only contributes to the development of omnichannel catering firms, but also expands the application scope of reference theory.<\/jats:p>","DOI":"10.3390\/systems10060229","type":"journal-article","created":{"date-parts":[[2022,11,22]],"date-time":"2022-11-22T03:04:20Z","timestamp":1669086260000},"page":"229","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["The Capacity Decision-Making of Omnichannel Catering Firms Based on Queueing System Considering Customer Reference Behavior"],"prefix":"10.3390","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5383-6456","authenticated-orcid":false,"given":"Wen-Tao","family":"Zhan","sequence":"first","affiliation":[{"name":"School of Management, Harbin Institute of Technology, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xue-Ping","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Management, Harbin Institute of Technology, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ming-Hui","family":"Jiang","sequence":"additional","affiliation":[{"name":"School of Management, Harbin Institute of Technology, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Han","family":"Jiang","sequence":"additional","affiliation":[{"name":"Harbin Financial Service Bureau, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Da","family":"Huo","sequence":"additional","affiliation":[{"name":"School of Management, Harbin Institute of Technology, Harbin 150001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yun-Tao","family":"Liu","sequence":"additional","affiliation":[{"name":"Nanyang Business School, Nanyang Technological University, Nanyang Avenue 639798, Singapore 308232, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,11,21]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1287\/mnsc.1100.1250","article-title":"Quality\u2013Speed Conundrum: Trade-offs in Customer-Intensive Services","volume":"57","author":"Anand","year":"2011","journal-title":"Manag. Sci."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"2453","DOI":"10.1108\/K-03-2020-0134","article-title":"The service strategy of customer-intensive services under advertising effects","volume":"50","author":"Zhan","year":"2020","journal-title":"Kybernetes"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1287\/msom.2019.0815","article-title":"Co-Opetition in Service Clusters with Waiting-Area Entertainment","volume":"23","author":"Yuan","year":"2021","journal-title":"Manuf. Serv. Oper. Manag."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"3595","DOI":"10.1287\/mnsc.2017.2787","article-title":"Omnichannel Service Operations with Online and Offline Self-Order Technologies","volume":"64","author":"Gao","year":"2018","journal-title":"Manag. Sci."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Zhan, W., Jiang, M., and Wang, X. (2022). Optimal Capacity Decision-Making of Omnichannel Catering Merchants Considering the Service Environment Based on Queuing Theory. Systems, 10.","DOI":"10.3390\/systems10050144"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"1629","DOI":"10.1287\/mnsc.2016.2684","article-title":"Offline showrooms in omni- channel retail: Demand and operational benefits","volume":"64","author":"Bell","year":"2018","journal-title":"Manag. Sci."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1007\/BF00557310","article-title":"A dynamic model of reference price and expected quality","volume":"7","author":"Kopalle","year":"1996","journal-title":"Mark. Lett."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"413","DOI":"10.1287\/opre.1070.0393","article-title":"Dynamic Pricing Strategies with Reference Effects","volume":"55","author":"Popescu","year":"2007","journal-title":"Oper. Res."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1361","DOI":"10.1287\/opre.1110.0952","article-title":"Dynamic Pricing with Loss-Averse Consumers and Peak-End Anchoring","volume":"59","author":"Nasiry","year":"2011","journal-title":"Oper. Res."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"606","DOI":"10.1287\/mnsc.2013.1760","article-title":"Optimal Design of Social Comparison Effects: Setting Reference Groups and Reference Points","volume":"60","author":"Roels","year":"2014","journal-title":"Manag. Sci."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"761","DOI":"10.1287\/opre.2017.1702","article-title":"Service Pricing with Loss-Averse Customers","volume":"66","author":"Yang","year":"2018","journal-title":"Oper. Res."},{"key":"ref_12","first-page":"38","article-title":"Analysis of Consumers\u2019 cognition level, reference behavior and benefit degree of ag-ricultural product certification labeling: Based on the questionnaire survey of 20 provinces and autonomous regions in China","volume":"59","author":"Wang","year":"2013","journal-title":"J. Agric. Econ. Manag."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"817","DOI":"10.1162\/003355399556151","article-title":"A Theory of Fairness, Competition, and Cooperation","volume":"114","author":"Fehr","year":"1999","journal-title":"Q. J. Econ."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"263","DOI":"10.2307\/1914185","article-title":"Prospect Theory: An Analysis of Decision under Risk","volume":"47","author":"Kahneman","year":"1979","journal-title":"Econometrica"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1205","DOI":"10.1108\/MRR-11-2021-0807","article-title":"The role of reference points and organizational identity in strategic adaptation to performance feed-back","volume":"45","author":"Blettner","year":"2022","journal-title":"Manag. Res. Rev."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"799","DOI":"10.1016\/j.ins.2022.06.018","article-title":"BMW-TOPSIS: A generalized TOPSIS model based on three-way decision","volume":"607","author":"Wang","year":"2022","journal-title":"Inf. Sci."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1002\/mde.3233","article-title":"Joint pricing and stocking decisions for a newsvendor problem with loss aversion and reference point effect","volume":"42","author":"Qiu","year":"2020","journal-title":"Manag. Decis. Econ."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"3009","DOI":"10.1287\/mnsc.2014.2050","article-title":"Prospect Theory Explains Newsvendor Behavior: The Role of Reference Points","volume":"61","author":"Long","year":"2015","journal-title":"Manag. Sci."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"571","DOI":"10.1287\/msom.2018.0708","article-title":"Heterogeneity of reference points in the competitive newsvendor problem","volume":"21","author":"Kirshner","year":"2018","journal-title":"Manuf. Serv. Oper. Manag."},{"key":"ref_20","first-page":"210","article-title":"Comparison trap under stereotype: Experimental research on product bundling strategy","volume":"21","author":"Zong","year":"2018","journal-title":"Nankai Manag. Rev."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1016\/j.jretai.2015.02.005","article-title":"From Multi-Channel Retailing to Omni-Channel Retailing","volume":"91","author":"Verhoef","year":"2015","journal-title":"J. Retail."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"756","DOI":"10.1287\/mksc.2019.1169","article-title":"Mobile App Introduction and Online and Offline Purchases and Product Returns","volume":"38","author":"Narang","year":"2019","journal-title":"Mark. Sci."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1434","DOI":"10.1287\/mnsc.2014.1951","article-title":"Integration of Online and Offline Channels in Retail: The Impact of Sharing Reliable Inventory Availability Information","volume":"60","author":"Gallino","year":"2014","journal-title":"Manag. Sci."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"360","DOI":"10.1111\/poms.12258_2","article-title":"Showrooms and Information Provision in Omni-channel Retail","volume":"24","author":"Bell","year":"2014","journal-title":"Prod. Oper. Manag."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1007\/s40622-015-0118-9","article-title":"How omnichannel can be the future of retailing","volume":"43","author":"Chopra","year":"2016","journal-title":"Decision"},{"key":"ref_26","first-page":"1288","article-title":"Foodnet: Toward an optimized food delivery network based on spatial crowdsourcing","volume":"6","author":"Yan","year":"2018","journal-title":"IEEE Trans. Mob. Comput."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"e5515","DOI":"10.1002\/cpe.5515","article-title":"The evaluation of customer experience using BP neural network-taking catering O2O takeout","volume":"32","author":"Pei","year":"2019","journal-title":"Concurr. Comput. Pract. Exp."},{"key":"ref_28","first-page":"8","article-title":"Research on Decision-making Model of Estimated Delivery Time in O2O Food Delivery","volume":"23","author":"Zhao","year":"2018","journal-title":"Ind. Engi-Neering Management."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Chen, M., Hu, M., and Wang, J. (2022). Food Delivery Service and Restaurant: Friend or Foe?. Manag. Sci.","DOI":"10.1287\/mnsc.2021.4245"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"602","DOI":"10.1287\/opre.2015.1376","article-title":"Technical Note\u2014Managing Nonperishable Inventories with Learning About Demand Arrival Rate Through Stockout Times","volume":"63","author":"Bensoussan","year":"2015","journal-title":"Oper. Res."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1287\/msom.2016.0593","article-title":"Online and Offline Information for Omnichannel Retailing","volume":"19","author":"Gao","year":"2017","journal-title":"Manuf. Serv. Oper. Manag."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Li, W., Jiang, M., and Zhan, W. (2022). Research on the Pricing Decisions of a Video Platform Based on Interaction. Systems, 10.","DOI":"10.3390\/systems10050192"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1016\/0263-2373(96)00009-6","article-title":"Waiting lines as a marketing issue","volume":"14","author":"Kostecki","year":"1996","journal-title":"Eur. Manag. J."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"1668","DOI":"10.1287\/mnsc.1100.1203","article-title":"Capacity Sizing Under Parameter Uncertainty: Safety Staffing Principles Revisited","volume":"56","author":"Bassamboo","year":"2010","journal-title":"Manag. Sci."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Guo, W., Chen, X.-R., and Liu, H.-C. (2022). Decision-Making under Uncertainty: How Easterners and Westerners Think Differently. Behav. Sci., 12.","DOI":"10.3390\/bs12040092"}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/10\/6\/229\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T01:23:04Z","timestamp":1760145784000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/10\/6\/229"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,11,21]]},"references-count":35,"journal-issue":{"issue":"6","published-online":{"date-parts":[[2022,12]]}},"alternative-id":["systems10060229"],"URL":"https:\/\/doi.org\/10.3390\/systems10060229","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,11,21]]}}}