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Advanced Benchmarking for Complex Building Types Laboratories…
Advanced Benchmarking for Complex Building Types:
Laboratories as an Exemplar
Paul Mathew, Robert Clear, and Kevin Kircher, Lawrence Berkeley National Laboratory
Tom Webster, Kwang Ho Lee, and Tyler Hoyt, University of California, Berkeley
ABSTRACT
Complex buildings such as laboratories, data centers and cleanrooms present particular
challenges for energy benchmarking because it is difficult to normalize special requirements
such as health and safety in laboratories and reliability (i.e. system redundancy to maintain
uptime) in data centers which significantly impact energy use. For example, air change
requirements vary widely based on the type of work being performed in each laboratory space.
We present methods and tools for energy benchmarking in laboratories, as an exemplar of
a complex building type. First, we address whole building energy metrics and normalization
parameters. We present empirical methods based on simple data filtering as well as multivariate
regression analysis on the Labs21 database. The regression analysis showed lab type, lab-area
ratio and occupancy hours to be significant variables. Yet the dataset did not allow analysis of
factors such as plug loads and air change rates, both of which are critical to lab energy use. The
simulation-based method uses an EnergyPlus model to generate a benchmark energy intensity
normalized for a wider range of parameters. We suggest that both these methods have
complementary strengths and limitations.
Second, we present “action-oriented” benchmarking, which extends whole-building
benchmarking by utilizing system-level features and met
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