Learning to schedule job-shop problems: representation and policy learning using graph neural network and reinforcement learning [PDF]
We propose a framework to learn to schedule a job-shop problem (JSSP) using a graph neural network (GNN) and reinforcement learning (RL). We formulate the scheduling process of JSSP as a sequential decision-making problem with graph representation of the
Junyoung Park+4 more
semanticscholar +1 more source
Pancreatic ductal adenocarcinoma (PDAC) is among the most lethal cancers, with a 5-year relative survival rate of 5%. The desmoplastic stroma found in the tumor microenvironment of PDAC is suggested to be partly responsible for the resistance to most ...
Hélène Kaplon
doaj +1 more source
Research on throughput prediction of 5G network based on LSTM
This paper proposes a wireless network traffic prediction model based on long-term and short-term memory cyclic neural networks. Through simulation experiments, the throughput prediction of 5G wireless networks using different scheduling algorithms for ...
Lanlan Li, Tao Ye
doaj +1 more source
Planning of construction projects taking into account the design risk [PDF]
Complex construction projects require appropriate planning that allows for time and cost optimization, maximization of the use of available resources and appropriate investment control.
Paulina Kostrzewa-Demczuk+1 more
doaj +1 more source
Analysis of procedures for heating, ventilation and air conditioning for transfer to low-temperature heat supply [PDF]
Introduction. Renovation of housing stock supposes construction of new buildings, where the main utilities consuming heat energy will be heating and hot water supply (HWS) systems.
Stanislav V. Chicherin
doaj +1 more source
EVALUATION OF THE TRANSITION TO THE ORGANIZATION OF FREIGHT TRAINS TRAFFIC BY THE SCHEDULE [PDF]
The paper considers the issues of bulk conveyance organization between industrial enterprises on schedule. Currently the movement of the main part of freight trains is performed on preparedness and occupation processes of separate schedule train paths by
Dmitriy KOZACHENKO+5 more
doaj +1 more source
The organizational and administrative document created in the company, its official and numerical strength are all fixed. Personnel schedule as a type of document is a list of positions in an organization indicating their number and salaries. Its purpose
Krishna Bikram Shah
doaj +1 more source
Monitoring of Time and Cost Variances of Schedule Using Simple Earned Value Method Indicators
The Planning and implementation of construction projects are difficult processes and are burdened with many risk elements. The budget spread over time, which is developed on the basis of the schedule, presents the expected distribution of costs ...
Daniel Przywara, Adam Rak
doaj +1 more source
Design of An Agricultural Extension Schedule Management System
Based on the strategic plan of the Ministry of Agriculture for 2015-2019, development in the agricultural sector will refer to the Agriculture for Development Paradigm which positions the agricultural sector as a driver of balanced and comprehensive ...
Teguh Soedarto+2 more
doaj +1 more source
Project Management is a tool of functional areas and a systematic procedure to implement a weeding event: A case study [PDF]
This paper summarizes the arguments and counterarguments within the scientific discussion on the issue of a chronological step which leads to the phase or status change in the project management.
Gazi Farok
doaj +1 more source