Location analysis of parcel locker network: effects of spatial characteristics on operational performance

Parcel lockers are automated self-collection stations commonly used for e-commerce deliveries. It has emerged as a promising solution that overcomes the operational and sustainability challenges arising from Last-Mile Delivery. In collaboration with a major Singapore-based parcel locker operator and...

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Main Authors: Ma, Bohao, Teo, Chee-Chong, Wong, Yiik Diew
Other Authors: School of Civil and Environmental Engineering
Format: Article
Language:English
Published: 2024
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Online Access:https://hdl.handle.net/10356/180706
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1807062024-10-21T06:29:39Z Location analysis of parcel locker network: effects of spatial characteristics on operational performance Ma, Bohao Teo, Chee-Chong Wong, Yiik Diew School of Civil and Environmental Engineering Engineering Last-mile logistics Parcel locker Parcel lockers are automated self-collection stations commonly used for e-commerce deliveries. It has emerged as a promising solution that overcomes the operational and sustainability challenges arising from Last-Mile Delivery. In collaboration with a major Singapore-based parcel locker operator and using their nationwide operational data, we study the implications of parcel locker's spatial accessibility on their operational performance, namely demands and users’ time-to-pickup. Instead of measuring spatial accessibility by straight-line distances, we extend the concept by incorporating a more comprehensive set of spatial factors with the adoption of the 5Ds walkability framework. The framework systematically depicts the interplay between spatial factors and individuals’ walking behaviors that are directly related to their parcel locker usage. Positive correlations between population size, street connectivity, availability of living amenities, and bus stops in proximity of parcel lockers versus the demands are observed. In a similar vein, significant correlations between availabilities of living amenities and transit facilities versus consumers’ time-to-pickup are noted. The findings support the positive contribution of trip comfort to parcel lockers’ demands, while also demonstrating the paradoxical effects of trip-chaining convenience, which boosts demand but delays the pickup process. The study contributes to the literature by establishing linkage between spatial measurements and operational performance of parcel lockers with real-life operational data, which complements prior research that primarily relies on survey data. Besides, the study is the first to characterize the time-to-pickup, a critical parameter for network design and delivery operations. 2024-10-21T06:29:38Z 2024-10-21T06:29:38Z 2024 Journal Article Ma, B., Teo, C. & Wong, Y. D. (2024). Location analysis of parcel locker network: effects of spatial characteristics on operational performance. Transportation Research Part E, 192, 103776-. https://dx.doi.org/10.1016/j.tre.2024.103776 1366-5545 https://hdl.handle.net/10356/180706 10.1016/j.tre.2024.103776 2-s2.0-85204364983 192 103776 en Transportation Research Part E © 2024 Elsevier Ltd. All rights are reserved, including those for text and data mining, AI training, and similar technologies.
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering
Last-mile logistics
Parcel locker
spellingShingle Engineering
Last-mile logistics
Parcel locker
Ma, Bohao
Teo, Chee-Chong
Wong, Yiik Diew
Location analysis of parcel locker network: effects of spatial characteristics on operational performance
description Parcel lockers are automated self-collection stations commonly used for e-commerce deliveries. It has emerged as a promising solution that overcomes the operational and sustainability challenges arising from Last-Mile Delivery. In collaboration with a major Singapore-based parcel locker operator and using their nationwide operational data, we study the implications of parcel locker's spatial accessibility on their operational performance, namely demands and users’ time-to-pickup. Instead of measuring spatial accessibility by straight-line distances, we extend the concept by incorporating a more comprehensive set of spatial factors with the adoption of the 5Ds walkability framework. The framework systematically depicts the interplay between spatial factors and individuals’ walking behaviors that are directly related to their parcel locker usage. Positive correlations between population size, street connectivity, availability of living amenities, and bus stops in proximity of parcel lockers versus the demands are observed. In a similar vein, significant correlations between availabilities of living amenities and transit facilities versus consumers’ time-to-pickup are noted. The findings support the positive contribution of trip comfort to parcel lockers’ demands, while also demonstrating the paradoxical effects of trip-chaining convenience, which boosts demand but delays the pickup process. The study contributes to the literature by establishing linkage between spatial measurements and operational performance of parcel lockers with real-life operational data, which complements prior research that primarily relies on survey data. Besides, the study is the first to characterize the time-to-pickup, a critical parameter for network design and delivery operations.
author2 School of Civil and Environmental Engineering
author_facet School of Civil and Environmental Engineering
Ma, Bohao
Teo, Chee-Chong
Wong, Yiik Diew
format Article
author Ma, Bohao
Teo, Chee-Chong
Wong, Yiik Diew
author_sort Ma, Bohao
title Location analysis of parcel locker network: effects of spatial characteristics on operational performance
title_short Location analysis of parcel locker network: effects of spatial characteristics on operational performance
title_full Location analysis of parcel locker network: effects of spatial characteristics on operational performance
title_fullStr Location analysis of parcel locker network: effects of spatial characteristics on operational performance
title_full_unstemmed Location analysis of parcel locker network: effects of spatial characteristics on operational performance
title_sort location analysis of parcel locker network: effects of spatial characteristics on operational performance
publishDate 2024
url https://hdl.handle.net/10356/180706
_version_ 1814777789136502784