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Article
Open AccessA Correlation-Redundancy Guided Evolutionary Algorithm and Its Application to High-Dimensional Feature Selection in Classification
The processing of high-dimensional datasets has become unavoidable with the development of information technology. Most of the literature on feature selection (FS) of high-dimensional datasets focuses on impro...
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Article
Open AccessMulti-criteria decision-making of manufacturing resources allocation for complex product system based on intuitionistic fuzzy information entropy and TOPSIS
Manufacturing resources allocation (MRA) is important area, and a significant challenge is encountered when considering high value, customized, complex structure and long lifespan of complex product system (Co...
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Article
Wear indicator construction for rolling bearings based on an enhanced and unsupervised stacked auto-encoder
The degradation state of a bearing can be monitored effectively by using a wear indicator (WI). A WI curve having smoothness and monotonicity can lay a good foundation for predicting the remaining useful life ...
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Article
Open AccessIntegrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time
This paper presents a novel integrated distributed production and distribution scheduling problem in group manufacturing with uncertain travel time (IDPDSP-GM-UTT), in which products are firstly produced in se...
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Article
Constructing a health indicator based on long short-term memory and using an extreme inflection point with a slope model to enhance monotonicity
Traditional health indicator (HI) construction methods usually require manual feature selection and fusion, and different models are selected for combination; therefore, a large amount of expert experience and...
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Article
Multivariable Time Series Forecasting for Urban Water Demand Based on Temporal Convolutional Network Combining Random Forest Feature Selection and Discrete Wavelet Transform
Urban water demand forecasting is crucial to reduce the waste of water resources and environmental protection. However, the non-stationarity and non-linearity of the water demand series under the influence of ...
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Article
An outsourcing service selection method using ANN and SFLA algorithms for cement equipment manufacturing enterprises in cloud manufacturing
In cloud manufacturing (CMfg) environments, an increasing number of manufacturing enterprises outsource manufacturing activities to subcontractors that are more professional to focus on the development of thei...
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Article
Rescheduling strategy of cloud service based on shuffled frog leading algorithm and Nash equilibrium
When a conflict or plan change occurs in the process of cloud service execution, if the initial scheme is not rescheduled in time, it can lead to a delivery delay and a series of nonlinear losses. The cloud se...
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Article
Distributed manufacturing resource selection strategy in cloud manufacturing
With the development of the information technology and logistics industry, industrial production models are more likely to be innovated than ever before. Therefore, there is a tendency for a large number of ma...
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Article
Service requirement conflict resolution based on ant colony optimization in group-enterprises-oriented cloud manufacturing
Cloud manufacturing (CMfg) platform for group enterprises (GE) is a kind of private CMfg, which is to integrate and optimize GE’s internal resources and capacity for large complex equipment manufacturing. The ...
