运用回归分析方法预测食品饮料行业能源消耗管理控制策略的实施

Q3 Energy
P. Oluseyi, J. A. Adeagbo, Demilade D. Dinakin, O. Babatunde
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引用次数: 0

摘要

在制造业中,有效能源消耗的理念对于盈利的生产成本至关重要。这是因为单位生产成本在很大程度上取决于单位能源供应成本;这比尼日利亚的原材料成本高得多。已经确定,尼日利亚工业部门占全国总能源消耗的8.7%。其中,食品和饮料行业约占2%。与此同时,我们观察到大多数工业电机在生产闲置期间,由于持续运行,能耗趋势始终很高。在本研究中,收集到的数据的决定系数为99.7%。因此,这是经过回归分析的,这有助于预测一年内的能源消费趋势。此外,通过使用PLClogicx软件在食品工业中实际实时实施智能节能,证明了控制原理在高效能源消耗方面的能力。在此基础上,进一步设计了可编程逻辑控制(PLC)梯形图,并采用模糊逻辑控制(FLC)实现。使用MATLAB/Simulink工具箱进行仿真。通过这种安排;可以看到,能源消耗有了显著的减少。这在得到的结果中得到了明显的揭示。在这种情况下,工厂的外壳密封部分平均节省了65.59%的电能,而相对于工业工厂的整体能耗,节省了约0.13%的电能。最后,基于对跨国食品和饮料公司典型生产过程的观察得出的数学计算,FLC在优化能源消耗方面提供了99.83%的效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation of Control Strategy for Predicting Energy Consumption Management in a Food and Beverage Industry Using Regression Analysis
The philosophy of efficient energy consumption is vitally crucial to profitable production cost in manufacturing industries. This is because the unit production cost is largely determined by the cost of unit energy supply; which is quite higher than the cost of raw materials in Nigeria. It has been established that the Nigerian industrial sector is responsible for 8.7% of the total energy consumption in the nation. Out of this chunk, the food and beverage industry appropriates approximately 2%. Meanwhile, it is observed that the energy consumption trend in most industrial electric motors is always high due to continuous operation even during the idle time/period in production. In this study, data gathered has a coefficient of determination of 99.7%. This is, thus, subjected to regression analysis which assists in predicting the energy consumption trend for a period of one year. Further to this, the capacity of control principles in efficient energy consumption is demonstrated by practical real time implementation of a smart energy saving in the food industries using PLClogicx software. In this sense, the developed programmable logic control (PLC) ladder diagram was further designed and implemented using fuzzy logic control (FLC). This is simulated using MATLAB/Simulink toolbox. By this arrangement; it is observed that there was a significant reduction in energy consumption. This is obviously revealed in the obtained results. In this case, there was an average electrical energy savings of 65.59% in the plant’s case sealing section while an energy saving of approximately 0.13% was achieved in reference to the overall energy consumption of the industrial plant’s processes. Finally, based on the mathematical calculations obtained from observations of typical production processes in the multinational food and beverage company, the FLC is discovered to provide 99.83% efficiency in optimizing energy consumption.
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来源期刊
Iranian Journal of Electrical and Electronic Engineering
Iranian Journal of Electrical and Electronic Engineering Engineering-Electrical and Electronic Engineering
CiteScore
1.70
自引率
0.00%
发文量
13
审稿时长
12 weeks
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