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Res."],"published-print":{"date-parts":[[2025,2]]},"abstract":"<jats:p> High volatility in customer demand orders during peak and off-peak periods is a great challenge for instant delivery. In this paper, considering the rider familiarity with different areas and the learning effect, we establish two models for different rider assignment strategies: Maximum efficiency model during the peak period and Training familiarity model during the off-peak period. Meanwhile, a hybrid algorithm parallel genetic algorithm and a large-scale neighborhood search (PGA-LNS) is designed to solve the models. The results of two comparative experiments and 50-cycle peak and off-peak alternating experiments show that adopting the Maximum efficiency model in the peak period and the Training familiarity model in the off-peak period is beneficial for instant delivery to achieve overall flexibility, stability, and delivery efficiency. <\/jats:p>","DOI":"10.1142\/s0217595924400128","type":"journal-article","created":{"date-parts":[[2024,5,31]],"date-time":"2024-05-31T06:41:51Z","timestamp":1717137711000},"source":"Crossref","is-referenced-by-count":0,"title":["Improving Instant Delivery Efficiency: Integrating Learning Effects into Strategic Rider Assignment Models"],"prefix":"10.1142","volume":"42","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5267-1728","authenticated-orcid":false,"given":"Tijun","family":"Fan","sequence":"first","affiliation":[{"name":"School of Business, East China University of Science and Technology, Shanghai 200237, P. R. 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