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A dynamic integrated scheduling method based on hierarchical planning for heterogeneous AGV fleets in warehouses [PDF]

open access: yesFrontiers in Neurorobotics, 2023
In modern industrial warehouses, heterogeneous and flexible fleets of automated guided vehicles (AGVs) are widely used to improve transport efficiency. However, as their scale and limit of battery capacity increase, the complexity of dynamic scheduling ...
Enze Hu, Jianjun He, Shuai Shen
doaj   +2 more sources

Dynamic Causal Modelling of Hierarchical Planning

open access: yesNeuroImage, 2022
Hierarchical planning (HP) is a strategy that optimizes the planning by storing the steps towards the goal (lower-level planning) into subgoals (higher-level planning).
Qunjun Liang   +4 more
doaj   +3 more sources

Discovery of hierarchical representations for efficient planning.

open access: yesPLoS Computational Biology, 2020
We propose that humans spontaneously organize environments into clusters of states that support hierarchical planning, enabling them to tackle challenging problems by breaking them down into sub-problems at various levels of abstraction.
Momchil S Tomov   +4 more
doaj   +4 more sources

Hierarchical Planning Methodology for a Supply Chain Management [PDF]

open access: yesInformatică economică, 2012
Hierarchical production planning is a widely utilized methodology for real world capacitated production planning systems with the aim of establishing different decision–making levels of the planning issues on the time horizon considered.
Virna ORTIZ-ARAYA, Víctor M. ALBORNOZ
doaj   +2 more sources

Hierarchical Plan Repair via Plan Recognition and Plan Correction

open access: yesProceedings of the International Florida Artificial Intelligence Research Society Conference
Hierarchical planning extends classical planning by introducing a hierarchy of tasks describing how tasks decompose into subtasks until primitive tasks -- actions -- forming a plan are obtained. Plan repair deals with plans that failed to execute due to
Kristýna Pantůčková, Roman Barták
doaj   +2 more sources

Hierarchical Production Planning [PDF]

open access: yesInternational Journal of Clothing Science and Technology, 2001
Hierarchical production planning basically involves the decomposition of decision problems in a production environment and the design of a sequential solution procedure, the required information and the organizational systems. A hierarchical decision process in a decentralized organization implies that upper level decisions are made first to impose ...
Melissa R. Bowers, Anurag Agarwal
  +5 more sources

Lessons Learned from the CYK Algorithm for Parsing-based Verification of Hierarchical Plans

open access: yesProceedings of the International Florida Artificial Intelligence Research Society Conference, 2023
Verification of hierarchical plans deals with the problem of whether an action sequence is causally consistent and can be obtained by a decomposition of a goal task.
Simona Ondrčková   +3 more
doaj   +1 more source

The Application of “Big Data Analysis + Hierarchical Medical” Model in the Context of the COVID-19 [PDF]

open access: yesE3S Web of Conferences, 2021
The COVID-19 epidemic has swept the world, causing serious impact and influence on economic development and residents' life in countries all over the world.
Yang Xingyu   +5 more
doaj   +1 more source

Quality-Oriented Hybrid Path Planning Based on A* and Q-Learning for Unmanned Aerial Vehicle

open access: yesIEEE Access, 2022
Unmanned aerial vehicles (UAVs) are playing an increasingly important role in people’s daily lives due to their low cost of operation, low requirements for ground support, high maneuverability, high environmental adaptability, and high safety. Yet
Dongcheng Li   +4 more
doaj   +1 more source

A Hierarchical Goal-Biased Curriculum for Training Reinforcement Learning

open access: yesProceedings of the International Florida Artificial Intelligence Research Society Conference, 2022
Hierarchy and curricula are two techniques commonly used to improve training for Reinforcement Learning (RL) agents. Yet few works have examined how to leverage hierarchical planning to generate a curriculum for training RL Options.
Sunandita Patra   +6 more
doaj   +1 more source

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