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Manufacturing and supply networks worldwide are undergoing digital transformation under the umbrella of Smart Manufacturing and Industry 4.0. Just as companies embrace digital technologies and leverage the opportunities presented by Artificial Intelligence (AI) forming digital supply networks,...
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A data-driven approach is utilized to model a chiller plant that has four chillers, four cooling towers, and two chilled water storage tanks. The chillers have varying energy efficiency. Since the chiller plant model derived from data-driven approach is nonlinear and non-convex, it is not...
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A data-driven approach to optimize the total energy consumption of the HVAC (heating, ventilation, and air conditioning) system in a typical office facility is presented. A multi-layer perceptron ensemble is selected to build the total energy model integrating three indoor air quality models,...
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