کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
233038 465319 2015 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Real time optimization based on a serial hybrid model for gold cyanidation leaching process
ترجمه فارسی عنوان
بهینه سازی زمان واقعی بر اساس یک مدل ترکیبی سریال برای فرآیند لیچینگ ساییدینگ طلا
موضوعات مرتبط
مهندسی و علوم پایه مهندسی شیمی مهندسی شیمی (عمومی)
چکیده انگلیسی


• We proposed a serial hybrid model for gold cyanidation leaching process.
• We developed an estimation strategy of kinetic reaction rates.
• The hybrid model has better model prediction accuracy and generalization.
• We proposed an adaptive RTO strategy to solve plant-model mismatch.
• The algorithm converges to a better operation point.

To implement optimization and control on gold cyanidation leaching process (GCLP), it is an important prerequisite to establish an accurate process model. In this paper, a hybrid model in serial structure was proposed, where a first-principle model based on mass conservation equations was presented to describe the basic process behavior and its unknown kinetic reaction rates were predicted using BP ANN models without any structures considered. The proposed serial hybrid model had been applied to the prediction of gold recovery of the GCLP in a gold treatment plant. The results indicate that the proposed serial hybrid model has better prediction performance and generalization ability than the pure mechanistic model. To further reduce the effect of prediction error (plant-model mismatch) on real time optimization (RTO), modifier adaptation approach had been investigated and implemented to the GCLP. The result shows that when model mismatches with the actual plant or larger process disturbance occurs, significant reduction of production cost can be actualized iteratively by implementing the proposed adaptive RTO strategy.

The structural diagram of the serial hybrid model of GCLP.Figure optionsDownload as PowerPoint slide

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Minerals Engineering - Volume 70, January 2015, Pages 250–263
نویسندگان
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