---
_id: '53130'
author:
- first_name: Miriam
  full_name: Stumpe, Miriam
  id: '64135'
  last_name: Stumpe
- first_name: Peter
  full_name: Dieter, Peter
  id: '88592'
  last_name: Dieter
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
- first_name: Oliver
  full_name: Müller, Oliver
  id: '72849'
  last_name: Müller
- first_name: Daniel
  full_name: Beverungen, Daniel
  id: '59677'
  last_name: Beverungen
citation:
  ama: 'Stumpe M, Dieter P, Schryen G, Müller O, Beverungen D. Designing taxi ridesharing
    systems with shared pick-up and drop-off locations: Insights from a computational
    study. <i>Transportation Research Part A: Policy and Practice</i>. Published online
    2024.'
  apa: 'Stumpe, M., Dieter, P., Schryen, G., Müller, O., &#38; Beverungen, D. (2024).
    Designing taxi ridesharing systems with shared pick-up and drop-off locations:
    Insights from a computational study. <i>Transportation Research Part A: Policy
    and Practice</i>.'
  bibtex: '@article{Stumpe_Dieter_Schryen_Müller_Beverungen_2024, title={Designing
    taxi ridesharing systems with shared pick-up and drop-off locations: Insights
    from a computational study}, journal={Transportation Research Part A: Policy and
    Practice}, author={Stumpe, Miriam and Dieter, Peter and Schryen, Guido and Müller,
    Oliver and Beverungen, Daniel}, year={2024} }'
  chicago: 'Stumpe, Miriam, Peter Dieter, Guido Schryen, Oliver Müller, and Daniel
    Beverungen. “Designing Taxi Ridesharing Systems with Shared Pick-up and Drop-off
    Locations: Insights from a Computational Study.” <i>Transportation Research Part
    A: Policy and Practice</i>, 2024.'
  ieee: 'M. Stumpe, P. Dieter, G. Schryen, O. Müller, and D. Beverungen, “Designing
    taxi ridesharing systems with shared pick-up and drop-off locations: Insights
    from a computational study,” <i>Transportation Research Part A: Policy and Practice</i>,
    2024.'
  mla: 'Stumpe, Miriam, et al. “Designing Taxi Ridesharing Systems with Shared Pick-up
    and Drop-off Locations: Insights from a Computational Study.” <i>Transportation
    Research Part A: Policy and Practice</i>, 2024.'
  short: 'M. Stumpe, P. Dieter, G. Schryen, O. Müller, D. Beverungen, Transportation
    Research Part A: Policy and Practice (2024).'
date_created: 2024-04-02T12:10:56Z
date_updated: 2024-04-02T12:29:47Z
ddc:
- '000'
department:
- _id: '277'
- _id: '526'
- _id: '196'
file:
- access_level: open_access
  content_type: application/pdf
  creator: mateskam
  date_created: 2024-04-02T12:10:18Z
  date_updated: 2024-04-02T12:10:18Z
  file_id: '53131'
  file_name: Designing_TRS-systems_Final.pdf
  file_size: 835032
  relation: main_file
file_date_updated: 2024-04-02T12:10:18Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
publication: 'Transportation Research Part A: Policy and Practice'
status: public
title: 'Designing taxi ridesharing systems with shared pick-up and drop-off locations:
  Insights from a computational study'
type: journal_article
user_id: '51811'
year: '2024'
...
---
_id: '57208'
abstract:
- lang: eng
  text: '<jats:p> Home delivery failures, traffic congestion, and relatively large
    handling times have a negative impact on the profitability of last-mile logistics.
    A potential solution is the delivery to parcel lockers or parcel shops, denoted
    by out-of-home (OOH) delivery. In the academic literature, models for OOH delivery
    are so far limited to static settings, contrasting with the sequential nature
    of the problem. We model the sequential decision-making problem of which OOH location
    to offer against what incentive for each incoming customer, taking into account
    future customer arrivals and choices. We propose dynamic selection and pricing
    of OOH (DSPO), an algorithmic pipeline that uses a novel spatial-temporal state
    encoding as input to a convolutional neural network. We demonstrate the performance
    of our method by benchmarking it against two state-of-the-art approaches. Our
    extensive numerical study, guided by real-world data, reveals that DSPO can save
    19.9 percentage points (%pt) in costs compared with a situation without OOH locations,
    7%pt compared with a static selection and pricing policy, and 3.8%pt compared
    with a state-of-the-art demand management benchmark. We provide comprehensive
    insights into the complex interplay between OOH delivery dynamics and customer
    behavior influenced by pricing strategies. The implications of our findings suggest
    that practitioners adopt dynamic selection and pricing policies. </jats:p><jats:p>
    History: This paper has been accepted for the Transportation Science special issue
    on TSL Conference 2023. </jats:p><jats:p> Funding: This work was supported by
    TKI DINALOG. </jats:p>'
author:
- first_name: Fabian
  full_name: Akkerman, Fabian
  last_name: Akkerman
- first_name: Peter
  full_name: Dieter, Peter
  id: '88592'
  last_name: Dieter
- first_name: Martijn
  full_name: Mes, Martijn
  last_name: Mes
citation:
  ama: Akkerman F, Dieter P, Mes M. Learning Dynamic Selection and Pricing of Out-of-Home
    Deliveries. <i>Transportation Science</i>. Published online 2024. doi:<a href="https://doi.org/10.1287/trsc.2023.0434">10.1287/trsc.2023.0434</a>
  apa: Akkerman, F., Dieter, P., &#38; Mes, M. (2024). Learning Dynamic Selection
    and Pricing of Out-of-Home Deliveries. <i>Transportation Science</i>. <a href="https://doi.org/10.1287/trsc.2023.0434">https://doi.org/10.1287/trsc.2023.0434</a>
  bibtex: '@article{Akkerman_Dieter_Mes_2024, title={Learning Dynamic Selection and
    Pricing of Out-of-Home Deliveries}, DOI={<a href="https://doi.org/10.1287/trsc.2023.0434">10.1287/trsc.2023.0434</a>},
    journal={Transportation Science}, publisher={Institute for Operations Research
    and the Management Sciences (INFORMS)}, author={Akkerman, Fabian and Dieter, Peter
    and Mes, Martijn}, year={2024} }'
  chicago: Akkerman, Fabian, Peter Dieter, and Martijn Mes. “Learning Dynamic Selection
    and Pricing of Out-of-Home Deliveries.” <i>Transportation Science</i>, 2024. <a
    href="https://doi.org/10.1287/trsc.2023.0434">https://doi.org/10.1287/trsc.2023.0434</a>.
  ieee: 'F. Akkerman, P. Dieter, and M. Mes, “Learning Dynamic Selection and Pricing
    of Out-of-Home Deliveries,” <i>Transportation Science</i>, 2024, doi: <a href="https://doi.org/10.1287/trsc.2023.0434">10.1287/trsc.2023.0434</a>.'
  mla: Akkerman, Fabian, et al. “Learning Dynamic Selection and Pricing of Out-of-Home
    Deliveries.” <i>Transportation Science</i>, Institute for Operations Research
    and the Management Sciences (INFORMS), 2024, doi:<a href="https://doi.org/10.1287/trsc.2023.0434">10.1287/trsc.2023.0434</a>.
  short: F. Akkerman, P. Dieter, M. Mes, Transportation Science (2024).
date_created: 2024-11-18T18:40:55Z
date_updated: 2024-11-19T18:59:24Z
department:
- _id: '277'
doi: 10.1287/trsc.2023.0434
language:
- iso: eng
publication: Transportation Science
publication_identifier:
  issn:
  - 0041-1655
  - 1526-5447
publication_status: published
publisher: Institute for Operations Research and the Management Sciences (INFORMS)
status: public
title: Learning Dynamic Selection and Pricing of Out-of-Home Deliveries
type: journal_article
user_id: '88592'
year: '2024'
...
---
_id: '57481'
author:
- first_name: Peter
  full_name: Dieter, Peter
  id: '88592'
  last_name: Dieter
- first_name: Philipp
  full_name: Speckenmeyer, Philipp
  id: '81294'
  last_name: Speckenmeyer
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
citation:
  ama: 'Dieter P, Speckenmeyer P, Schryen G. <i>The On-Demand Delivery Problem: Assignment
    of Orders to Warehouses and Couriers</i>.; 2024. doi:<a href="https://doi.org/10.2139/ssrn.5039888">10.2139/ssrn.5039888</a>'
  apa: 'Dieter, P., Speckenmeyer, P., &#38; Schryen, G. (2024). <i>The On-Demand Delivery
    Problem: Assignment of Orders to Warehouses and Couriers</i>. <a href="https://doi.org/10.2139/ssrn.5039888">https://doi.org/10.2139/ssrn.5039888</a>'
  bibtex: '@book{Dieter_Speckenmeyer_Schryen_2024, title={The On-Demand Delivery Problem:
    Assignment of Orders to Warehouses and Couriers}, DOI={<a href="https://doi.org/10.2139/ssrn.5039888">10.2139/ssrn.5039888</a>},
    author={Dieter, Peter and Speckenmeyer, Philipp and Schryen, Guido}, year={2024}
    }'
  chicago: 'Dieter, Peter, Philipp Speckenmeyer, and Guido Schryen. <i>The On-Demand
    Delivery Problem: Assignment of Orders to Warehouses and Couriers</i>, 2024. <a
    href="https://doi.org/10.2139/ssrn.5039888">https://doi.org/10.2139/ssrn.5039888</a>.'
  ieee: 'P. Dieter, P. Speckenmeyer, and G. Schryen, <i>The On-Demand Delivery Problem:
    Assignment of Orders to Warehouses and Couriers</i>. 2024.'
  mla: 'Dieter, Peter, et al. <i>The On-Demand Delivery Problem: Assignment of Orders
    to Warehouses and Couriers</i>. 2024, doi:<a href="https://doi.org/10.2139/ssrn.5039888">10.2139/ssrn.5039888</a>.'
  short: 'P. Dieter, P. Speckenmeyer, G. Schryen, The On-Demand Delivery Problem:
    Assignment of Orders to Warehouses and Couriers, 2024.'
date_created: 2024-11-28T12:28:37Z
date_updated: 2024-12-03T08:19:00Z
ddc:
- '000'
department:
- _id: '277'
doi: 10.2139/ssrn.5039888
file:
- access_level: closed
  content_type: application/pdf
  creator: peterd
  date_created: 2024-11-28T12:19:43Z
  date_updated: 2024-11-28T12:19:43Z
  file_id: '57482'
  file_name: manuscript.pdf
  file_size: 7398212
  relation: main_file
  success: 1
file_date_updated: 2024-11-28T12:19:43Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://ris.uni-paderborn.de/download/57481/57482.pdf
oa: '1'
status: public
title: 'The On-Demand Delivery Problem: Assignment of Orders to Warehouses and Couriers'
type: working_paper
user_id: '88592'
year: '2024'
...
---
_id: '44383'
author:
- first_name: Peter
  full_name: Dieter, Peter
  id: '88592'
  last_name: Dieter
- first_name: Matthew
  full_name: Caron, Matthew
  id: '60721'
  last_name: Caron
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
citation:
  ama: 'Dieter P, Caron M, Schryen G. Integrating driver behavior into last-mile delivery
    routing: Combining machine learning and optimization in a hybrid decision support
    framework. <i>European Journal of Operational Research (EJOR)</i>. 2023;311(1):283-300.
    doi:<a href="https://doi.org/10.1016/j.ejor.2023.04.043">https://doi.org/10.1016/j.ejor.2023.04.043</a>'
  apa: 'Dieter, P., Caron, M., &#38; Schryen, G. (2023). Integrating driver behavior
    into last-mile delivery routing: Combining machine learning and optimization in
    a hybrid decision support framework. <i>European Journal of Operational Research
    (EJOR)</i>, <i>311</i>(1), 283–300. <a href="https://doi.org/10.1016/j.ejor.2023.04.043">https://doi.org/10.1016/j.ejor.2023.04.043</a>'
  bibtex: '@article{Dieter_Caron_Schryen_2023, title={Integrating driver behavior
    into last-mile delivery routing: Combining machine learning and optimization in
    a hybrid decision support framework}, volume={311}, DOI={<a href="https://doi.org/10.1016/j.ejor.2023.04.043">https://doi.org/10.1016/j.ejor.2023.04.043</a>},
    number={1}, journal={European Journal of Operational Research (EJOR)}, author={Dieter,
    Peter and Caron, Matthew and Schryen, Guido}, year={2023}, pages={283–300} }'
  chicago: 'Dieter, Peter, Matthew Caron, and Guido Schryen. “Integrating Driver Behavior
    into Last-Mile Delivery Routing: Combining Machine Learning and Optimization in
    a Hybrid Decision Support Framework.” <i>European Journal of Operational Research
    (EJOR)</i> 311, no. 1 (2023): 283–300. <a href="https://doi.org/10.1016/j.ejor.2023.04.043">https://doi.org/10.1016/j.ejor.2023.04.043</a>.'
  ieee: 'P. Dieter, M. Caron, and G. Schryen, “Integrating driver behavior into last-mile
    delivery routing: Combining machine learning and optimization in a hybrid decision
    support framework,” <i>European Journal of Operational Research (EJOR)</i>, vol.
    311, no. 1, pp. 283–300, 2023, doi: <a href="https://doi.org/10.1016/j.ejor.2023.04.043">https://doi.org/10.1016/j.ejor.2023.04.043</a>.'
  mla: 'Dieter, Peter, et al. “Integrating Driver Behavior into Last-Mile Delivery
    Routing: Combining Machine Learning and Optimization in a Hybrid Decision Support
    Framework.” <i>European Journal of Operational Research (EJOR)</i>, vol. 311,
    no. 1, 2023, pp. 283–300, doi:<a href="https://doi.org/10.1016/j.ejor.2023.04.043">https://doi.org/10.1016/j.ejor.2023.04.043</a>.'
  short: P. Dieter, M. Caron, G. Schryen, European Journal of Operational Research
    (EJOR) 311 (2023) 283–300.
date_created: 2023-05-03T08:55:42Z
date_updated: 2023-06-20T07:00:58Z
ddc:
- '000'
department:
- _id: '277'
doi: https://doi.org/10.1016/j.ejor.2023.04.043
file:
- access_level: open_access
  content_type: application/pdf
  creator: mateskam
  date_created: 2023-05-03T08:48:57Z
  date_updated: 2023-05-03T22:01:15Z
  file_id: '44388'
  file_name: Driver_Behavior_in_last_mile_delivery_EJOR_Final.pdf
  file_size: 1162912
  relation: main_file
file_date_updated: 2023-05-03T22:01:15Z
has_accepted_license: '1'
intvolume: '       311'
issue: '1'
language:
- iso: eng
oa: '1'
page: 283-300
publication: European Journal of Operational Research (EJOR)
status: public
title: 'Integrating driver behavior into last-mile delivery routing: Combining machine
  learning and optimization in a hybrid decision support framework'
type: journal_article
user_id: '72850'
volume: 311
year: '2023'
...
---
_id: '45816'
article_number: '103832'
author:
- first_name: Peter
  full_name: Dieter, Peter
  id: '88592'
  last_name: Dieter
- first_name: Miriam
  full_name: Stumpe, Miriam
  id: '64135'
  last_name: Stumpe
- first_name: Marlin Wolf
  full_name: Ulmer, Marlin Wolf
  last_name: Ulmer
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
citation:
  ama: Dieter P, Stumpe M, Ulmer MW, Schryen G. Anticipatory Assignment of Passengers
    to Meeting Points for Taxi-Ridesharing. <i>Transportation Research Part D</i>.
    2023;121.
  apa: Dieter, P., Stumpe, M., Ulmer, M. W., &#38; Schryen, G. (2023). Anticipatory
    Assignment of Passengers to Meeting Points for Taxi-Ridesharing. <i>Transportation
    Research Part D</i>, <i>121</i>, Article 103832.
  bibtex: '@article{Dieter_Stumpe_Ulmer_Schryen_2023, title={Anticipatory Assignment
    of Passengers to Meeting Points for Taxi-Ridesharing}, volume={121}, number={103832},
    journal={Transportation Research Part D}, author={Dieter, Peter and Stumpe, Miriam
    and Ulmer, Marlin Wolf and Schryen, Guido}, year={2023} }'
  chicago: Dieter, Peter, Miriam Stumpe, Marlin Wolf Ulmer, and Guido Schryen. “Anticipatory
    Assignment of Passengers to Meeting Points for Taxi-Ridesharing.” <i>Transportation
    Research Part D</i> 121 (2023).
  ieee: P. Dieter, M. Stumpe, M. W. Ulmer, and G. Schryen, “Anticipatory Assignment
    of Passengers to Meeting Points for Taxi-Ridesharing,” <i>Transportation Research
    Part D</i>, vol. 121, Art. no. 103832, 2023.
  mla: Dieter, Peter, et al. “Anticipatory Assignment of Passengers to Meeting Points
    for Taxi-Ridesharing.” <i>Transportation Research Part D</i>, vol. 121, 103832,
    2023.
  short: P. Dieter, M. Stumpe, M.W. Ulmer, G. Schryen, Transportation Research Part
    D 121 (2023).
date_created: 2023-06-30T09:40:40Z
date_updated: 2023-07-13T19:24:01Z
ddc:
- '000'
department:
- _id: '277'
file:
- access_level: open_access
  content_type: application/pdf
  creator: mateskam
  date_created: 2023-06-30T09:35:54Z
  date_updated: 2023-06-30T09:35:54Z
  file_id: '45817'
  file_name: Dynamic_TRS_with_meeting_points_Final.pdf
  file_size: 7635511
  relation: main_file
file_date_updated: 2023-06-30T09:35:54Z
has_accepted_license: '1'
intvolume: '       121'
language:
- iso: eng
oa: '1'
publication: Transportation Research Part D
status: public
title: Anticipatory Assignment of Passengers to Meeting Points for Taxi-Ridesharing
type: journal_article
user_id: '72850'
volume: 121
year: '2023'
...
---
_id: '46867'
author:
- first_name: Peter
  full_name: Dieter, Peter
  id: '88592'
  last_name: Dieter
citation:
  ama: 'Dieter P. A Regret Policy for the Dynamic Vehicle Routing Problem with Time
    Windows. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland;
    2023. doi:<a href="https://doi.org/10.1007/978-3-031-43612-3_14">10.1007/978-3-031-43612-3_14</a>'
  apa: Dieter, P. (2023). A Regret Policy for the Dynamic Vehicle Routing Problem
    with Time Windows. In <i>Lecture Notes in Computer Science</i>. Springer Nature
    Switzerland. <a href="https://doi.org/10.1007/978-3-031-43612-3_14">https://doi.org/10.1007/978-3-031-43612-3_14</a>
  bibtex: '@inbook{Dieter_2023, place={Cham}, title={A Regret Policy for the Dynamic
    Vehicle Routing Problem with Time Windows}, DOI={<a href="https://doi.org/10.1007/978-3-031-43612-3_14">10.1007/978-3-031-43612-3_14</a>},
    booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland},
    author={Dieter, Peter}, year={2023} }'
  chicago: 'Dieter, Peter. “A Regret Policy for the Dynamic Vehicle Routing Problem
    with Time Windows.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer
    Nature Switzerland, 2023. <a href="https://doi.org/10.1007/978-3-031-43612-3_14">https://doi.org/10.1007/978-3-031-43612-3_14</a>.'
  ieee: 'P. Dieter, “A Regret Policy for the Dynamic Vehicle Routing Problem with Time
    Windows,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland,
    2023.'
  mla: Dieter, Peter. “A Regret Policy for the Dynamic Vehicle Routing Problem with Time
    Windows.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland,
    2023, doi:<a href="https://doi.org/10.1007/978-3-031-43612-3_14">10.1007/978-3-031-43612-3_14</a>.
  short: 'P. Dieter, in: Lecture Notes in Computer Science, Springer Nature Switzerland,
    Cham, 2023.'
date_created: 2023-09-07T17:46:08Z
date_updated: 2023-09-07T17:52:46Z
ddc:
- '000'
department:
- _id: '277'
doi: 10.1007/978-3-031-43612-3_14
has_accepted_license: '1'
language:
- iso: eng
place: Cham
publication: Lecture Notes in Computer Science
publication_identifier:
  isbn:
  - '9783031436116'
  - '9783031436123'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: A Regret Policy for the Dynamic Vehicle Routing Problem with Time Windows
type: book_chapter
user_id: '51811'
year: '2023'
...