矿冶
礦冶
광야
MINING & METALLURGY
2001年
2期
73-77,81
,共6页
姚俊峰%梅炽%彭小奇%任鸿九%吴东华%周安梁%吴理鹏%江金宏%李明
姚俊峰%梅熾%彭小奇%任鴻九%吳東華%週安樑%吳理鵬%江金宏%李明
요준봉%매치%팽소기%임홍구%오동화%주안량%오리붕%강금굉%리명
炼铜转炉%数学模型%神经网络%炉况监控%实时预报
煉銅轉爐%數學模型%神經網絡%爐況鑑控%實時預報
련동전로%수학모형%신경망락%로황감공%실시예보
以传统的物料平衡和热量平衡为基础,对炼铜转炉中最新的300炉历史数据进行动态仿真,计算出吹炼过程中每隔1min的熔体主要元素组成和熔体温度,然后对之进行四次曲线拟合,将拟合出的系数作为人工神经网络的输出,优化模块中优化出的操作参数和部分原始数据作为神经网络的输入,经过训练,使之能模拟吹炼过程中的炉况变化,达到炉况监控的目的。可以通过不断增加样本数,使网络进行自学习,并组合成为炼铜转炉炉况实时预报系统。该系统成功地应用于某厂的炼铜转炉中,2000年6~10月经过四个多月的试运行,炉况实时预报系统使操作人员按系统的预报值指挥生产,各项生产指标显著提高,粗铜产量提高6.0%,冷料处理量提高8%,平均炉寿从原来的213炉至少提高到235炉,并为炼铜转炉实现在线控制提供了新思路。
以傳統的物料平衡和熱量平衡為基礎,對煉銅轉爐中最新的300爐歷史數據進行動態倣真,計算齣吹煉過程中每隔1min的鎔體主要元素組成和鎔體溫度,然後對之進行四次麯線擬閤,將擬閤齣的繫數作為人工神經網絡的輸齣,優化模塊中優化齣的操作參數和部分原始數據作為神經網絡的輸入,經過訓練,使之能模擬吹煉過程中的爐況變化,達到爐況鑑控的目的。可以通過不斷增加樣本數,使網絡進行自學習,併組閤成為煉銅轉爐爐況實時預報繫統。該繫統成功地應用于某廠的煉銅轉爐中,2000年6~10月經過四箇多月的試運行,爐況實時預報繫統使操作人員按繫統的預報值指揮生產,各項生產指標顯著提高,粗銅產量提高6.0%,冷料處理量提高8%,平均爐壽從原來的213爐至少提高到235爐,併為煉銅轉爐實現在線控製提供瞭新思路。
이전통적물료평형화열량평형위기출,대련동전로중최신적300로역사수거진행동태방진,계산출취련과정중매격1min적용체주요원소조성화용체온도,연후대지진행사차곡선의합,장의합출적계수작위인공신경망락적수출,우화모괴중우화출적조작삼수화부분원시수거작위신경망락적수입,경과훈련,사지능모의취련과정중적로황변화,체도로황감공적목적。가이통과불단증가양본수,사망락진행자학습,병조합성위련동전로로황실시예보계통。해계통성공지응용우모엄적련동전로중,2000년6~10월경과사개다월적시운행,로황실시예보계통사조작인원안계통적예보치지휘생산,각항생산지표현저제고,조동산량제고6.0%,랭료처리량제고8%,평균로수종원래적213로지소제고도235로,병위련동전로실현재선공제제공료신사로。
Based on the material balance and heat balance,300 groups of historical data about copper converters are simulated dynamically on the computer and main element composition of a melt and the temperature in the molten bath are calculated every other one minute in the period of air refining.Then,they are fitted with quartic curve and the coefficients gotten by fitting are regarded as outputs of neural network.Partial initial data and the optimized operation parameters are considered as inputs of the neural network.Through training,the neural network can simulate the change of the furnace condition during air refining.It is able to self-study by increasing the number of new samples.It is applied to monitor the furnace condition of copper converter and constitute a real-time forecast system of furnace condition in copper converter.The system has been successfully used in operation of copper converter in a smelter.Production quota is obviously improved after running-in for four months.Copper production and the weight of cold input are increased respectively by 6.0% and by 8.0%.Average converter life-span is improved from 213 to 235 times.A new idea has been provided for realization of in-line real-time control of copper converter.