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Simulation of air quality and operational cost to ventilate swinefarrowing facilities in Midwest U.S. during winter

机译:模拟猪的空气质量和运营成本美国中西部冬季分娩设施

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摘要

We have developed a time-dependent simulation model to estimate in-room concentrations of multiple contaminants [ammonia (NH3), carbon dioxide (CO2), carbon monoxide (CO) and dust] as a function of increased ventilation with filtered recirculation for swine farrowing facilities. Energy and mass balance equations were used to simulate the indoor air quality (IAQ) and operational cost for a variety of ventilation conditions over a 3-month winter period for a facility located in the Midwest U.S., using simplified and real-time production parameters, comparing results to field data. A revised model was improved by minimizing the sum of squared errors (SSE) between modeled and measured NH3 and CO2. After optimizing NH3 and CO2, other IAQ results from the simulation were compared to field measurements using linear regression. For NH3, the coefficient of determination (R2) for simulation results and field measurements improved from 0.02 with the original model to 0.37 with the new model. For CO2, the R2 for simulation results and field measurements was 0.49 with the new model. When the makeup air was matched to hallway air CO2 concentrations (1,500 ppm),simulation results showed the smallest SSE. With the new model, theR2 for other contaminants were 0.34 for inhalable dust, 0.36 forrespirable dust, and 0.26 for CO. Operation of the air cleaner decreasedinhalable dust by 35% and respirable dust concentrations by 33%,while having no effect on NH3, CO2, in agreement withfield data, and increasing operational cost by $860 (58%) forthe three-month period.
机译:我们已经开发了一个与时间有关的仿真模型,以估计室内多种污染物(氨(NH3),二氧化碳(CO2),一氧化碳(CO)和粉尘)的浓度与通气量的增加以及过滤后的猪场再循环的函数关系。设备。使用能量和质量平衡方程式,使用简化的实时生产参数,模拟了位于美国中西部的一家工厂在三个月的冬季内各种通风条件下的室内空气质量(IAQ)和运营成本,将结果与现场数据进行比较。通过最小化建模和测量的NH3和CO2之间的平方误差之和(SSE),改进了修订模型。在优化NH3和CO2之后,将模拟得出的其他IAQ结果与使用线性回归的现场测量结果进行比较。对于NH3,模拟结果和现场测量的确定系数(R 2 )从原始模型的0.02提高到新模型的0.37。对于CO2,新模型的模拟结果和现场测量的R 2 为0.49。当补充空气与走廊空气中的CO2浓度(1,500 ppm)相匹配时,仿真结果显示最小的SSE。使用新模型,其他污染物的R 2 对于可吸入灰尘为0.34,对于可吸入灰尘为0.36可吸入的粉尘,CO的浓度为0.26。可吸入粉尘降低35%,可吸入粉尘浓度降低33%,与NH3,CO2无关,但与现场数据,并且将运营成本增加了$ 860(58%)三个月。

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