Effects of Uncertainty on the Prediction of Energy Consumption of Compressed Air Systems

Authors

  • Mohamed Elkholy Kennesaw State University
  • Amin Esmaeili Kennesaw State University
  • Javad Khazaii Kennesaw State University

Keywords:

Compressed air systems, energy consumption, energy efficiency, energy saving, simulation modeling; Simulink

Abstract

Compressed air is an essential part of operations at many industrial and manufacturing plants. For example, compressed air can be used for stamping, clamping, driving power tools, cleaning tools, and powering controls or actuators. Simulink is used to model a continuously operating compressed air system, aftercooler, and heat-rejection system. The three main sources of energy consumed by the system include the energy consumed by the air compressor’s motor, the energy consumed by the aftercooler’s pump, and the energy consumed by the heat-rejection system’s fan motor. Testing agencies test equipment per a standard and document performance results. Regulatory-governmental-agencies select a testing standard and a minimum performance rating. Regulatory agencies allow the manufacturers to advertise and sell their products if, during testing, product performance stays within an allowable tolerance. A typical acceptable tolerance for compressor airflow is between ± 4% and ± 7%, depending on the compressor’s capacity, meanwhile, according to the ASHRAE 90.1, section G, the typical acceptable tolerance for the pump’s waterflow rate is ± 5% of its rated value. Finally, the acceptable fan tolerance is between ± 3% and ± 5% of its rated value. Also, all other equipment in the plant has its own designated tolerances. These tolerances introduce uncertainty in predicting the overall system’s energy consumption. The authors have used the compressor airflow’s allowable tolerance in their compressed air model to evaluate the effects of this uncertainty on a compressed air system’s predicted yearly energy consumption.

Author Biographies

Mohamed Elkholy, Kennesaw State University

Mohamed Elkholy is a former graduate research assistant and master’s student at Kennesaw State University and a former Lead student at the Georgia Industrial Training and Assessment Center. He is an experienced mechanical engineer in mechanical design and construction, HVAC, firefighting, plumbing, project management, LEED, energy assessments, compressed air, mechanical inspections, TAB, and code compliance.

Amin Esmaeili, Kennesaw State University

Dr. Amin Esmaeili is the director of the Georgia Industrial Training and Assessment Center (Geo-ITAC) and associate professor of industrial and system engineering at KSU. Since 2021, he has led the Geo-ITAC team in conducting energy, productivity, and sustainability assessments for small- and medium-sized industrial facilities across Georgia through funding provided by the U.S. Department of Energy (DOE).

Javad Khazaii, Kennesaw State University

Dr. Javad Khazaii is an associate professor of mechanical engineering technology at Kennesaw State University (KSU). He has co-authored scientific articles and conference proceedings for the ASME and IBPSA. He is ranked 31st among academic scholars (lifetime) in the world in the field of "Heating, Ventilation, and Air Conditioning" by ScholarGPS in 2024.

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Published

2025-05-10