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2 Performing an Energy Audit—Analyzing Energy Use  283

                           made to calculate HVAC energy consumption from engineering principles and data. First,
                           the building’s heating and cooling loads are calculated. These depend on the operating sched-
                           ule and thermostat settings, the climate, heat gains and losses from radiation and conduction,
                           the rate of air exchange, and heat gains from internal sources. Then energy use is calculated
                           by taking account of the efficiency with which the HVAC systems meet these loads. The
                           efficiency of the HVAC systems depends on the efficiency of equipment such as boilers and
                           chillers and losses in distribution through pipes and ducts; equipment efficiency and distri-
                           bution losses are usually dependent on load. In all but the simplest buildings, the calculation
                           of HVAC energy consumption is sufficiently complex to require the use of computer pro-
                           grams; a number of such programs are available (see, for example, Ref. 2). The auditor will
                           usually make some investigation of all of the factors necessary to calculate HVAC energy
                           consumption. However, the effort involved in obtaining data that are sufficiently accurate
                           and preparing them in suitable form for input to a computer program is quite considerable.
                           For this reason, the deterministic approach is not recommended for energy auditing unless
                           the calculation of savings from energy conservation measures requires detailed information
                           on building heating and cooling loads.
                              Statistical approaches to the calculation of HVAC energy consumption involve the anal-
                           ysis of records of past energy consumption. In one common statistical method, energy con-
                           sumption is analyzed as a function of climate. Regression analysis with energy consumption
                           as the dependent variable and some function of outdoor temperature as the independent
                           variable is used to separate ‘‘climate-dependent’’ energy consumption from ‘‘base’’ con-
                           sumption. The climate-dependent fraction is considered to be the energy consumption for
                           heating and cooling, and the remainder is assumed to be due to other uses. This method can
                           work well in residences and in some small commercial buildings where heating and cooling
                           loads are due primarily to the climate. It does not work as well in large commercial buildings
                           because much of the cooling load in these buildings is due to internal heat gains and because
                           a significant part of the heating load may be for reheat (i.e., air that is precooled to the
                           temperature required for the warmest space in the building may have to be reheated in other
                           spaces). The easiest statistical method to apply, and the one that should probably be attempted
                           first, is to calculate the energy consumption for all other end uses (lighting, domestic hot
                           water, office equipment, etc.) and subtract this from the total consumption; the remainder
                           will be HVAC energy consumption. If different fuel types are used for heating and cooling,
                           it will be easy to separate consumption for these uses; if not, some further analysis of the
                           climate dependence of consumption will be required. Energy consumption for ventilation
                           can be calculated easily if the operating hours and power requirements for the supply and
                           exhaust fans are known.
                              Whatever approach is to be taken in determining the fraction of energy consumption
                           that is used for HVAC systems, the auditor should begin his or her work on these systems
                           by determining their operating hours and control settings. These can often be changed to
                           save energy with no adverse effects on a building’s occupants. Next, maintenance practices
                           should be examined. This examination will usually be initiated by determining whether or
                           not a preventive maintenance (PM) program is being conducted. If there is a PM program,
                           much can be learned about the adequacy of maintenance practices by examining the PM
                           records. Often only a few spot checks of the HVAC systems will be required to verify that
                           the records are consistent with actual practice. If there is no PM program, the auditor will
                           usually find that the HVAC systems are in poor condition and should be prepared to make
                           extensive checks for energy-wasting maintenance problems. Establishment of a PM program
                           as part of the energy management program is a frequent recommendation from an energy
                           audit.
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