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An optimization method of mine ventilation system based on R2 index hybrid multi-objective equilibrium optimization algorithm

Bao-cai Yu, Liang-Shan Shao

2022Energy Reports21 citationsDOIOpen Access PDF

Abstract

With the increase of mining years, the mine ventilation system becomes more and more complex, causing serious energy waste. The traditional single-objective optimization model cannot​ accurately describe the complex mine ventilation system. In order to solve this problem, this paper establishes a multi-objective optimization model for mine ventilation systems considering ventilation energy consumption, fan shaft power, and fan efficiency. Furthermore, we proposed an R2 index hybrid multi-objective equilibrium optimization algorithm(R2HMEOA). Firstly, We use R2 index to improve the sorting rules of the Pareto solution. Secondly, improve the reference point strategy, and propose an elite archiving strategy based on R2 index. We use classical test functions to test the proposed algorithm. The results show that the algorithm has obvious advantages. Furthermore, we apply the algorithm to the ventilation system optimization of Wangjialing mine of Zhongmei Huajin Energy Co. Ltd. The results show that the algorithm can effectively reduce the ventilation power consumption and improve the shaft power and efficiency of the fan, which proves the practicability of the proposed algorithm.

Topics & Concepts

SortingVentilation (architecture)Multi-objective optimizationMathematical optimizationPareto principleComputer scienceEnergy consumptionPower (physics)AlgorithmHybrid algorithm (constraint satisfaction)EngineeringMathematicsMechanical engineeringStochastic programmingElectrical engineeringQuantum mechanicsConstraint programmingConstraint logic programmingPhysicsAdvanced Multi-Objective Optimization AlgorithmsIntegrated Energy Systems OptimizationBuilding Energy and Comfort Optimization
An optimization method of mine ventilation system based on R2 index hybrid multi-objective equilibrium optimization algorithm | Litcius