A Novel Effective Distance Measure and a Relevant Algorithm for Optimizing the Initial Cluster Centroids of K-means

Liu, Yang; Ma, Shuaifeng; Du, Xinxin

doi:10.1109/access.2020.3044069

Cited by 19 publications

(1 citation statement)

References 25 publications

(25 reference statements)

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“…We should use very efficient control methods to improve the role of the system as a whole. Therefore, for the complex system of boiler, combined with hierarchical control theory, on the basis of comprehensive coordination and global optimization, in order to realize intelligent comprehensive control, it has become an important development trend to adopt different control theories under different circumstances [15].…”

Section: Literature Reviewmentioning

confidence: 99%

Data Optimization Analysis of Integrated Energy System Based on $K$ -Means Algorithm

Guo¹,

Li²,

Sun³

et al. 2022

Wireless Communications and Mobile Computing

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To learn about the practical application of K -environment algorithms in electronic data analysis. To increase the thermal efficiency of boiler combustion and reduce nitrogen oxide emissions, the paper uses a 300 MW circulating liquid bed boiler for a thermal power plant as a research product. The studied and improved optimization methods have been successfully used to optimize the combustion of circulating liquefied boilers. Based on the advantages and disadvantages of biogeographic optimization algorithm and K -means clustering algorithm, this paper combines the two algorithms into a new improved clustering algorithm k -bbo-cluster. According to the operation mode of circulating fluidized bed boiler, the calculation method of boiler combustion thermal efficiency and the generation mechanism of nitrogen oxides, the boiler thermal efficiency model, nitrogen oxide emission concentration model and its comprehensive model are established by using the least square support vector machine method based on Bayesian structure framework. The learning outcomes of the vector machines that support the minimum squares of the Bayesian structure are less than 0.05 by the difference between MSE, MAE, and MAPE. The study of optimizing the combustion of circulating liquefied bed furnaces in this article can effectively improve the thermal efficiency of circulating liquefied bed furnaces and reduce nitrogen oxide emissions. Protection is important.

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Section: Literature Reviewmentioning

confidence: 99%

Data Optimization Analysis of Integrated Energy System Based on $K$ -Means Algorithm

Guo¹,

Li²,

Sun³

et al. 2022

Wireless Communications and Mobile Computing

View full text Add to dashboard Cite

show abstract

Research on Monitoring System of Ocean Observation Buoy Based on Multi-sensor

Yan

Zhao

2022

Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering

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An adaptive focused target feature fusion network for detection of foreign bodies in coal flow

Tao

Zheng

et al. 2023

Int. J. Mach. Learn. & Cyber.

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A Novel Effective Distance Measure and a Relevant Algorithm for Optimizing the Initial Cluster Centroids of K-means

Cited by 19 publications

References 25 publications

Data Optimization Analysis of Integrated Energy System Based on $K$ -Means Algorithm

Data Optimization Analysis of Integrated Energy System Based on $K$ -Means Algorithm

Research on Monitoring System of Ocean Observation Buoy Based on Multi-sensor

An adaptive focused target feature fusion network for detection of foreign bodies in coal flow

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A Novel Effective Distance Measure and a Relevant Algorithm for Optimizing the Initial Cluster Centroids of K-means

Cited by 19 publications

References 25 publications

Data Optimization Analysis of Integrated Energy System Based on K -Means Algorithm

Data Optimization Analysis of Integrated Energy System Based on K -Means Algorithm

Research on Monitoring System of Ocean Observation Buoy Based on Multi-sensor

An adaptive focused target feature fusion network for detection of foreign bodies in coal flow

Contact Info

Product

Resources

About

Data Optimization Analysis of Integrated Energy System Based on $K$ -Means Algorithm

Data Optimization Analysis of Integrated Energy System Based on $K$ -Means Algorithm