Soft sensing method for load parameter of ball mill

A technology of load parameters and ball mills, applied in measuring devices, measuring electrical variables, measuring current/voltage, etc., can solve problems affecting the processing capacity and product quality of ball mills, difficulty in measuring internal parameters of ball mill loads, and inability to produce economic benefits.

CN101776531BActive Publication Date: 2013-07-10NORTHEASTERN UNIV LIAONING
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Publication Date
2013-07-10

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Abstract

The invention relates to a soft sensing method for load parameters of a ball mill. The method is that a hardware supporting platform is used to obtain vibration signals, vibration sound signals and current signals of a ball mill cylinder to soft sense ball mill internal parameters (ratio of material to ball, pulp density and filling ratio) characterizing ball mill load. The method comprises the following steps that: the vibration, the vibration sound, the current data and the time-domain filtering of the ball mill cylinder are acquired, time frequency conversion is conducted to the vibration and the vibration sound data, kernel principal component analysis based nonlinear features of the sub band of the vibration and the vibration sound data in frequency domain are extracted, nonlinear features of the time domain current data are extracted, feature selection is conducted to the fused nonlinear feature data and a soft sensing model based on a least squares support vector machine is established. The soft sensing method of the invention has the advantages that the sensitivity is high, the sensed results are accurate, the practical value and the popularization prospect are very good, and the realization of the stability control, the optimization control, the energy saving and the consumption reduction of the grinding production process is facilitated.
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Description

Technical field:

[0001] The invention belongs to the field of automatic technology measurement, and in particular relates to a soft measurement method for the load parameters of a wet ball mill in the grinding production process, that is, the material-ball ratio inside the ball mill, the pulp concentration and the filling rate. Background technique:

[0002] Tubular ball mills are widely used in grinding operations in metal ore and non-metal concentrators, building materials, refractory materials, cement, coal, chemical, electric power and metallurgy industries. The power consumption of grinding operation accounts for 3-4% of the world's total power generation, and accounts for 30%-70%, 15%, 60%-70% of the energy consumption of their respective industrial processes in mineral processing, electric power, cement and other industries. The consumption of ore medium and liner reaches 0.4-3.0kg / t. According to the experimental research, the ball mill has at least 10% energy savin...

Examples

Embodiment Construction

[0214] Take the small ball mill system in the laboratory as an example. The cylinder size of the ball mill is Φ460mm×460mm, the inner wall is equipped with a manganese steel liner, and the middle part of the ball mill is open, so that the ball mill can be stopped at any time and the amount of minerals and steel balls in the ball mill can be changed. The maximum weight of steel balls installed in this ball mill is 80kg, and the mineral processing capacity is 10kg / h. The rotational speed of the ball mill was 53 rpm. During the experiment, three kinds of manganese steel balls of Φ30mm, Φ20mm and Φ15mm were used. The ore processed in the experiment was crushed copper ore with particle size less than 6mm.

[0215] Such as figure 1 and 2 As shown, a ball mill load parameter soft measurement method is based on the KPCA-LSSVM method, including the following steps:

[0216] Step 1: Data Collection

[0217] According to the experimental design plan, add a certain quality of steel ...