On-line three-dimensional packing problems: A review of off-line and on-line solution approaches

S Ali, AG Ramos, MA Carravilla, JF Oliveira - Computers & Industrial …, 2022 - Elsevier
Abstract Three-Dimensional Packing Problems (3D-PPs) can be applied to effectively
reduce logistics costs in various areas, such as airline cargo management and warehouse …

Analysis of irregular three-dimensional packing problems in additive manufacturing: a new taxonomy and dataset

LJP Araújo, E Özcan, JAD Atkin… - International Journal of …, 2019 - Taylor & Francis
With most Additive Manufacturing (AM) technology variants, build processes take place
inside an internal enclosed build container, referred to as a 'build volume'. It has been …

Online 3D bin packing with constrained deep reinforcement learning

H Zhao, Q She, C Zhu, Y Yang, K Xu - Proceedings of the AAAI …, 2021 - ojs.aaai.org
We solve a challenging yet practically useful variant of 3D Bin Packing Problem (3D-BPP). In
our problem, the agent has limited information about the items to be packed into a single bin …

Learning practically feasible policies for online 3D bin packing

H Zhao, C Zhu, X Xu, H Huang, K Xu - Science China Information …, 2022 - Springer
We tackle the online 3D bin packing problem (3D-BPP), a challenging yet practically useful
variant of the classical bin packing problem. In this problem, the items are delivered to the …

[图书][B] Evolutionäre algorithmen

K Weicker - 2015 - books.google.com
Für die Lösung von Optimierungsproblemen mit evolutionären Algorithmen stattet dieses
Buch seine Leser sowohl mit den gängigen Standardalgorithmen als auch mit den …

Heuristics integrated deep reinforcement learning for online 3d bin packing

S Yang, S Song, S Chu, R Song… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Online 3D Bin Packing Problem (3D-BPP) has a wide range of industrial applications and
there is an emerging research interest in learning optimal bin packing policy and deploying …

Learning efficient online 3D bin packing on packing configuration trees

H Zhao, Y Yu, K Xu - International conference on learning …, 2021 - openreview.net
Online 3D Bin Packing Problem (3D-BPP) has widespread applications in industrial
automation and has aroused enthusiastic research interest recently. Existing methods …

Adjustable robust reinforcement learning for online 3d bin packing

Y Pan, Y Chen, F Lin - Advances in Neural Information …, 2023 - proceedings.neurips.cc
Designing effective policies for the online 3D bin packing problem (3D-BPP) has been a
long-standing challenge, primarily due to the unpredictable nature of incoming box …

A multi-task selected learning approach for solving 3D flexible bin packing problem

L Duan, H Hu, Y Qian, Y Gong, X Zhang, Y Xu… - arXiv preprint arXiv …, 2018 - arxiv.org
A 3D flexible bin packing problem (3D-FBPP) arises from the process of warehouse packing
in e-commerce. An online customer's order usually contains several items and needs to be …

Constraint programming-based solution approaches for three-dimensional loading capacitated vehicle routing problems

M Küçük, ST Yildiz - Computers & Industrial Engineering, 2022 - Elsevier
This paper presents constraint programming-based solution approaches for the three-
dimensional loading capacitated vehicle routing problem (3l-CVRP) that consists of vehicle …