矿冶工程
礦冶工程
광야공정
2015年
2期
145-149
,共5页
陈伟明%杨景明%车海军%顾佳琪
陳偉明%楊景明%車海軍%顧佳琪
진위명%양경명%차해군%고가기
铝热连轧%轧制规程%轧制力%支持向量机%布谷鸟算法
鋁熱連軋%軋製規程%軋製力%支持嚮量機%佈穀鳥算法
려열련알%알제규정%알제력%지지향량궤%포곡조산법
aluminum hot tandem rolling%rolling schedule%rolling force%support vector machine%cuckoo search algorithm
根据轧制原理，提出了支持向量机建立轧制力预报模型，并通过布谷鸟算法优化支持向量机参数，达到提高预报精度的目的。提出了支持向量机网络与数学模型结合的方法，对某“1＋4”铝热连轧厂现场采集的5052铝合金轧制数据进行离线仿真，进一步提高了轧制力预报精度。在轧制规程设定中，建立了以预防打滑为主的电机功率剩余程度相近目标函数，并用布谷鸟算法对压下率进行优化，结果表明，该规程有很好的预防打滑效果，并能保证各机架电机的功率剩余程度相近。
根據軋製原理，提齣瞭支持嚮量機建立軋製力預報模型，併通過佈穀鳥算法優化支持嚮量機參數，達到提高預報精度的目的。提齣瞭支持嚮量機網絡與數學模型結閤的方法，對某“1＋4”鋁熱連軋廠現場採集的5052鋁閤金軋製數據進行離線倣真，進一步提高瞭軋製力預報精度。在軋製規程設定中，建立瞭以預防打滑為主的電機功率剩餘程度相近目標函數，併用佈穀鳥算法對壓下率進行優化，結果錶明，該規程有很好的預防打滑效果，併能保證各機架電機的功率剩餘程度相近。
근거알제원리，제출료지지향량궤건립알제력예보모형，병통과포곡조산법우화지지향량궤삼수，체도제고예보정도적목적。제출료지지향량궤망락여수학모형결합적방법，대모“1＋4”려열련알엄현장채집적5052려합금알제수거진행리선방진，진일보제고료알제력예보정도。재알제규정설정중，건립료이예방타활위주적전궤공솔잉여정도상근목표함수，병용포곡조산법대압하솔진행우화，결과표명，해규정유흔호적예방타활효과，병능보증각궤가전궤적공솔잉여정도상근。
According to the principle of rolling, a forecasting model for rolling force based on support vector machine ( SVM) was proposed. In order to improve the prediction precision, the cuckoo search algorithm was used to optimize the parameters of SVM. The combination of SVM network with mathematic model was proposed. The offline simulation of 5052 aluminum alloy rolling data obtained on site of a “1+4” aluminum strip rolling factory was carried out to further improve the precision of rolling force prediction. The objective function based on the prevention of slip and residual power of motors was established in the specification of rolling and the rolling reduction was optimized by cuckoo algorithm. The results show that this method has good effects of preventing slip and can ensure similar residual power of each motor.
