Unit 6: Energy Efficiency and Conservation

Expert-defined terms from the Certified Professional Course in Energy Data Analysis course at London School of Business and Administration. Free to read, free to share, paired with a professional course.

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Unit 6: Energy Efficiency and Conservation

Actual Energy Consumption – The measured amount of energy used by a facil… #

Related terms: baseline, metering. Example: A factory records 2,500 MWh in a fiscal year. Practical application: Used to verify the impact of energy‑saving projects. Challenge: Requires accurate, calibrated meters and consistent data logging.

Air Leakage – Uncontrolled flow of outdoor air into or out of a building… #

Related terms: infiltration, tightness testing. Example: A commercial office shows 0.8 ACH (air changes per hour) leakage. Practical application: Sealing leaks reduces heating and cooling loads. Challenge: Detecting hidden leaks often needs blower‑door testing and infrared surveys.

Baseline – A reference energy usage level against which future performanc… #

Related terms: benchmark, energy index. Example: The baseline for a supermarket is set at 150 kWh/m² yr based on the previous three years. Practical application: Helps quantify savings from retrofits. Challenge: Selecting an appropriate baseline period that reflects typical operating conditions.

Building Energy Management System (BEMS) – Integrated hardware and softwa… #

Related terms: building automation, SCADA. Example: A BEMS adjusts HVAC setpoints in real time based on occupancy sensors. Practical application: Enables automated demand response and fault detection. Challenge: High upfront cost and need for skilled personnel for configuration.

Carbon Intensity – Amount of CO₂ emitted per unit of energy produced or c… #

Related terms: emission factor, greenhouse gases. Example: Grid carbon intensity drops from 0.6 kg CO₂/kWh to 0.4 kg CO₂/kWh after renewable integration. Practical application: Guides decisions on when to shift loads to low‑carbon periods. Challenge: Varies with time‑of‑day and regional generation mix, requiring dynamic data.

Coefficient of Performance (COP) – Ratio of useful heating or cooling out… #

Related terms: EER, efficiency ratio. Example: A heat pump with COP = 3.5 delivers 3.5 kW of heat for each 1 kW of electricity. Practical application: Selecting high‑COP equipment improves overall system efficiency. Challenge: COP declines at extreme outdoor temperatures; accurate performance curves are needed.

Demand Side Management (DSM) – Strategies to influence consumer energy us… #

Related terms: peak shaving, load curtailment. Example: Time‑of‑use tariffs encourage industrial users to run processes during off‑peak hours. Practical application: Reduces stress on the grid and lowers electricity bills. Challenge: Requires reliable forecasting and customer engagement.

Energy Audit – Systematic assessment of a building’s energy flows to iden… #

Related terms: walk‑through audit, detailed audit. Example: Level II audit of a university campus uncovers $200 k annually in lighting upgrades. Practical application: Provides data for investment decisions and financing. Challenge: Balancing audit depth with cost; data gaps can limit recommendations.

Energy Benchmarking – Comparing a building’s energy performance against s… #

Related terms: energy index, peer group. Example: A retail store’s EUI of 180 kWh/m² yr is 20 % better than the national average. Practical application: Identifies under‑performing assets for retrofitting. Challenge: Selecting appropriate peer group and accounting for functional differences.

Energy Conservation Measure (ECM) – Specific action or technology impleme… #

Related terms: retrofit, project. Example: Installing LED luminaires reduces lighting load by 45 %. Practical application: ECMs form the core of an energy‑saving portfolio. Challenge: Accurately quantifying savings and ensuring long‑term performance.

Energy Efficiency Ratio (EER) – Cooling output (BTU/h) divided by electri… #

Related terms: COP, SEER. Example: An air conditioner with EER = 12 BTU/W h is more efficient than one with EER = 9. Practical application: Guides equipment selection for climate‑controlled spaces. Challenge: EER is a single‑point rating; seasonal performance may differ.

Energy Performance Indicator (EnPI) – Quantitative metric that reflects e… #

Related terms: KPI, energy index. Example: EnPI = 0.85 indicates 15 % energy reduction versus baseline. Practical application: Enables tracking of progress in management dashboards. Challenge: Selecting indicators that are both meaningful and easy to measure.

Energy Star – Voluntary program that certifies products and buildings mee… #

Related terms: labeling, certification. Example: A data center achieves Energy Star certification after upgrading to high‑efficiency UPS. Practical application: Provides market‑recognizable proof of efficiency. Challenge: Maintaining certification through periodic verification.

Energy Use Intensity (EUI) – Energy consumption per unit floor area, typi… #

Related terms: intensity, benchmark. Example: A hospital’s EUI of 250 kWh/m² yr is higher than the sector average of 200 kWh/m² yr. Practical application: Used to compare buildings of different sizes. Challenge: Must normalize for occupancy, operating hours, and service levels.

Factor of Safety – Design margin applied to equipment ratings to ensure r… #

Related terms: derating, capacity factor. Example: Motors are derated to 80 % of rated capacity for continuous operation. Practical application: Prevents premature failure in HVAC and lighting systems. Challenge: Over‑conservative factors increase capital cost.

Fuel Factor – Conversion coefficient that relates energy content of a fue… #

g., MJ to kWh). Related terms: heat content, energy conversion. Example: Natural gas fuel factor of 0.037 kWh/m³ converts measured volume to electricity‑equivalent energy. Practical application: Enables cross‑fuel comparisons in audits. Challenge: Fuel quality variations can affect accuracy.

Green Building – Structure designed, constructed, and operated to reduce… #

Related terms: LEED, BREEAM. Example: A green office achieves 30 % lower lighting energy through daylight harvesting. Practical application: Integrates energy efficiency with water conservation and material selection. Challenge: Requires holistic design coordination and higher upfront investment.

Heat Recovery – Process of capturing waste heat from a system and reusing… #

Related terms: heat exchanger, cogeneration. Example: Exhaust gas heat from a boiler preheats incoming feedwater, saving 10 % fuel. Practical application: Improves overall plant efficiency and reduces emissions. Challenge: Matching temperature levels and flow rates to downstream demand.

Insulation – Material placed in building envelopes to reduce heat transfe… #

Related terms: R‑value, U‑value. Example: Adding R‑30 wall insulation lowers heating demand by 12 %. Practical application: Critical for envelope retrofits in cold climates. Challenge: Proper installation to avoid thermal bridging and moisture accumulation.

Load Factor – Ratio of average load to peak load over a period, indicatin… #

Related terms: capacity factor, peak demand. Example: A load factor of 0.45 suggests that the facility operates at 45 % of its peak capacity on average. Practical application: Helps size equipment and plan demand‑side programs. Challenge: Highly variable loads can depress the factor, complicating planning.

Peak Demand – Maximum power requirement observed during a defined interva… #

Related terms: load shedding, tariff. Example: A manufacturing plant’s peak demand of 3 MW occurs during a morning shift change. Practical application: Reducing peak demand lowers demand charges and grid stress. Challenge: Requires real‑time monitoring and responsive control strategies.

Power Factor – Ratio of real power (kW) to apparent power (kVA), indicati… #

Related terms: reactive power, PF correction. Example: A motor‑driven system with PF = 0.78 incurs penalties from the utility. Practical application: Installing capacitor banks improves PF and reduces charges. Challenge: Over‑correction can cause resonance with existing inductive loads.

Renewable Energy Certificates (REC) – Tradable instruments that represent… #

Related terms: green credits, offsets. Example: A corporate buyer purchases 500 REC to claim 100 % renewable electricity usage. Practical application: Enables organizations to meet sustainability targets without on‑site generation. Challenge: Market price volatility and verification of additionality.

Smart Meter – Advanced metering device that records energy consumption in… #

Related terms: AMI, data analytics. Example: A smart meter provides 15‑minute load profiles, enabling precise demand response participation. Practical application: Facilitates time‑of‑use pricing and automated load control. Challenge: Data privacy concerns and integration with legacy billing systems.

Thermal Imaging – Use of infrared cameras to visualize temperature differ… #

Related terms: infrared survey, thermography. Example: Thermal imaging uncovers a hot spot on a transformer indicating overload. Practical application: Rapid, non‑intrusive diagnostic tool for audits. Challenge: Requires skilled interpretation to avoid false positives caused by solar gain or reflections.

Variable Frequency Drive (VFD) – Electronic controller that varies motor… #

Related terms: soft starter, motor efficiency. Example: Installing VFDs on centrifugal pumps reduces electricity consumption by 30 % during part‑load operation. Practical application: Widely used in HVAC, water treatment, and manufacturing. Challenge: Proper sizing and harmonics mitigation are essential for reliable operation.

Zero Energy Building (ZEB) – Building that produces as much energy on an… #

Related terms: net‑zero, passive house. Example: A university lecture hall integrates PV panels and high‑performance envelope to achieve ZEB status. Practical application: Demonstrates ultimate energy efficiency and serves as a teaching tool. Challenge: Balancing cost, architectural constraints, and climate variability.

Annualized Savings – Projection of energy savings over a year, derived fr… #

Related terms: payback period, ROI. Example: An LED retrofit yields annualized savings of 150 MWh, equating to $18,000 in avoided electricity costs. Practical application: Supports financial justification for capital projects. Challenge: Must account for degradation, occupancy changes, and utility rate evolution.

ASHRAE Standard 90 #

1 – Energy standard for buildings except low‑rise residential, providing minimum efficiency requirements. Related terms: code compliance, baseline. Example: A new office building meets ASHRAE 90.1‑2019 prescriptive envelope criteria. Practical application: Serves as a regulatory baseline for many jurisdictions. Challenge: Keeping design teams updated as standards are periodically revised.

Building Envelope – Physical separator between interior conditioned space… #

Related terms: thermal bridge, air barrier. Example: Upgrading the envelope with low‑E glazing reduces cooling load by 15 %. Practical application: Primary target for envelope retrofits to lower HVAC demand. Challenge: Retrofit constraints in historic structures and coordination with structural systems.

Carbon Accounting – Process of quantifying and reporting greenhouse gas e… #

Related terms: Scope 1‑3, GHG inventory. Example: Carbon accounting shows a 10 % reduction after implementing VFDs across a plant. Practical application: Provides data for sustainability reporting and compliance. Challenge: Data collection consistency and allocation rules across multiple sites.

Chiller Plant Optimization – Strategies to improve efficiency of chilled… #

Related terms: free cooling, condensing water temperature. Example: Raising chilled water supply temperature from 6 °C to 7 °C saves 8 % electricity. Practical application: Common in large commercial HVAC systems. Challenge: Maintaining occupant comfort while adjusting setpoints.

Combined Heat and Power (CHP) – Generation of electricity and useful heat… #

Related terms: cogeneration, district heating. Example: A 2 MW gas turbine CHP provides 5 MW thermal for campus heating. Practical application: Reduces fuel consumption compared with separate generation. Challenge: Requires consistent heat demand and careful emissions management.

Demand Response (DR) – Program where consumers adjust or curtail electric… #

Related terms: load shedding, ancillary services. Example: A manufacturing site reduces load by 500 kW during a DR event, earning $2,500. Practical application: Enhances grid reliability and can generate revenue. Challenge: Accurate forecasting of production impacts and ensuring process continuity.

Energy Management System (EMS) – Software platform that aggregates, analy… #

Related terms: data analytics, KPI dashboard. Example: An EMS flags a 10 % increase in HVAC electricity use, prompting investigation. Practical application: Centralizes monitoring across multiple sites. Challenge: Integrating heterogeneous data sources and ensuring data quality.

Energy Performance Contracting (EPC) – Arrangement where a service provid… #

Related terms: guaranteed savings, ESCO. Example: An EPC agreement delivers $150,000 in annual savings with a 5‑year contract term. Practical application: Removes upfront capital barriers for clients. Challenge: Accurate baseline establishment and verification of savings.

Energy Service Company (ESCO) – Specialized firm that designs, implements… #

Related terms: EPC, performance guarantee. Example: An ESCO installs LED lighting and recovers costs through shared savings. Practical application: Provides expertise and risk mitigation for large‑scale retrofits. Challenge: Aligning incentives and managing long‑term performance monitoring.

Fan Power Reduction – Techniques to lower electricity consumption of air… #

Related terms: VFD, pressure drop. Example: Replacing a constant‑speed fan with a VFD reduces fan energy by 35 %. Practical application: Significant savings in HVAC systems. Challenge: Ensuring adequate airflow and addressing static pressure changes.

Heat Pump Water Heater (HPWH) – Device that uses refrigeration cycle to h… #

Related terms: COP, draw‑down. Example: An HPWH with COP = 2.5 uses 1 kW to deliver 2.5 kW of hot water. Practical application: Common in residential and small‑commercial applications. Challenge: Performance declines in cold climates; supplemental heating may be required.

International Energy Agency (IEA) – Autonomous intergovernmental organiza… #

Related terms: statistics, energy outlook. Example: IEA’s World Energy Outlook forecasts a 30 % increase in renewable electricity by 2030. Practical application: Source for benchmark data in course assignments. Challenge: Data may lag behind rapid market changes.

Lighting Controls – Systems that automatically adjust illumination levels… #

Related terms: daylight harvesting, DALI. Example: Occupancy sensors dim lights to 20 % when rooms are unoccupied, saving 25 % energy. Practical application: Reduces lighting electricity and extends lamp life. Challenge: Proper sensor placement to avoid nuisance dimming.

Load Forecasting – Predictive modeling of future electricity demand based… #

Related terms: time series, machine learning. Example: A utility uses ARIMA models to forecast peak demand 24 hours ahead. Practical application: Enables proactive demand response and capacity planning. Challenge: High uncertainty during extreme weather events.

Meter Data Management (MDM) – System for collecting, storing, and process… #

Related terms: AMI, big data. Example: An MDM platform aggregates 10 million interval readings daily for analysis. Practical application: Provides the foundation for advanced analytics and billing. Challenge: Ensuring data integrity, cybersecurity, and seamless integration with analytics tools.

Occupancy Sensors – Devices that detect presence of people using infrared… #

Related terms: motion detector, space utilization. Example: A warehouse installs ceiling‑mounted PIR sensors, cutting lighting energy by 18 %. Practical application: Automates control to match real‑time usage. Challenge: Avoiding false triggers and calibrating sensitivity for different spaces.

Power Purchase Agreement (PPA) – Contract where a buyer agrees to purchas… #

Related terms: off‑take, renewable PPAs. Example: A corporate PPA secures 5 MW of solar generation for 15 years at $0.04/kWh. Practical application: Enables procurement of clean energy without owning assets. Challenge: Contractual risk allocation and alignment with corporate sustainability goals.

Renewable Integration – Process of incorporating variable renewable gener… #

Related terms: grid flexibility, storage. Example: Adding battery storage smooths solar output, reducing curtailment by 40 %. Practical application: Supports higher renewable penetration and reduces reliance on fossil peaking plants. Challenge: Managing intermittency and forecasting errors.

Retrofit – Upgrade of existing equipment or building components to improv… #

Related terms: ECM, upgrade. Example: Replacing old boilers with high‑efficiency condensing units yields a 25 % fuel saving. Practical application: Most cost‑effective route to achieve near‑term emissions reductions. Challenge: Disruption to operations and coordination with facility management.

Seasonal Energy Efficiency Ratio (SEER) – Seasonal average of cooling out… #

Related terms: EER, COP. Example: A unit with SEER = 14 provides better seasonal performance than one with SEER = 10. Practical application: Used in equipment selection for climates with significant temperature swings. Challenge: SEER does not capture part‑load performance in all climates; complementary metrics may be needed.

Smart Grid – Electricity network that uses digital communications and aut… #

Related terms: AMI, distributed energy resources. Example: A smart grid enables real‑time demand response signals to commercial customers. Practical application: Facilitates dynamic pricing, outage detection, and grid optimization. Challenge: Cybersecurity, legacy infrastructure compatibility, and data privacy.

Solar Photovoltaic (PV) System – Installation that converts sunlight dire… #

Related terms: inverter, module efficiency. Example: A 250 kW rooftop PV array generates 300 MWh annually, offsetting 150 % of the building’s electricity use. Practical application: Primary source of on‑site renewable generation. Challenge: Site suitability, shading analysis, and interconnection approvals.

Thermal Energy Storage (TES) – Technology that stores heat or cold for la… #

Related terms: chilled water storage, latent heat. Example: Ice‑storage tanks provide night‑time cooling, reducing daytime chiller load by 40 %. Practical application: Shifts load to off‑peak periods, lowering demand charges. Challenge: Capital cost and control complexity.

Utility Rate Structure – Set of pricing components (energy, demand, time‑… #

Related terms: tariff, price signal. Example: A demand‑based rate charges $15/kW for peak demand, incentivizing load reduction. Practical application: Guides load‑shifting strategies and economic analysis. Challenge: Complex rate designs require detailed modeling to capture savings.

Variable Refrigerant Flow (VRF) System – HVAC technology that uses a sing… #

Related terms: heat recovery, inverter. Example: A VRF system provides simultaneous heating and cooling, achieving COP = 5.5. Practical application: High flexibility for multi‑zone commercial buildings. Challenge: Requires skilled installation and careful design to avoid pressure imbalances.

Ventilation Effectiveness – Measure of how well a ventilation system dilu… #

Related terms: air change rate, mixing efficiency. Example: A displacement ventilation system attains 0.8 effectiveness, improving indoor air quality while using less fan power. Practical application: Optimizes outdoor air intake to reduce unnecessary heating/cooling. Challenge: Balancing IAQ standards with energy cost targets.

Water‑Side Economizer – Use of cool water from a source (lake, river) to… #

Related terms: free cooling, heat exchanger. Example: During winter, a water‑side economizer supplies 70 % of the cooling load, cutting electricity use by 45 %. Practical application: Common in large‑scale HVAC plants near water bodies. Challenge: Fouling, temperature variability, and permitting constraints.

Zero Net Energy (ZNE) – Building or campus that achieves a net balance of… #

Related terms: ZEB, net‑zero. Example: A corporate headquarters reaches ZNE through solar PV, high‑performance envelope, and aggressive demand management. Practical application: Benchmark for future sustainable design. Challenge: Requires integrated design, performance monitoring, and sometimes energy imports/exports to be accounted for.

Accelerated Capital Cost Recovery – Financial method that shortens the pa… #

Related terms: MACRS, tax credit. Example: Applying a 5‑year MACRS schedule reduces the after‑tax payback of a lighting retrofit to 2.8 years. Practical application: Improves project attractiveness to investors. Challenge: Complex tax regulations and eligibility criteria.

Building Automation System (BAS) – Centralized control platform that moni… #

Related terms: BEMS, SCADA. Example: A BAS schedules HVAC setbacks during unoccupied periods, cutting heating energy by 12 %. Practical application: Enables coordinated, data‑driven operation of multiple subsystems. Challenge: Integration with legacy equipment and ensuring cybersecurity.

Carbon Pricing – Economic tool that assigns a monetary value to carbon em… #

Related terms: emission trading, carbon tax. Example: A carbon price of $50/ton CO₂ makes low‑carbon technologies financially competitive. Practical application: Drives investment in efficiency and renewable projects. Challenge: Price volatility and policy uncertainty can affect long‑term planning.

Demand Forecast Accuracy – Metric that quantifies the deviation between p… #

Related terms: forecast error, RMSE. Example: Improving demand forecast accuracy from 8 % to 3 % reduces unnecessary reserve procurement costs. Practical application: Critical for reliable DR participation and market bidding. Challenge: Requires high‑quality data and sophisticated modeling techniques.

Energy Conservation Policy – Organizational directive that outlines objec… #

Related terms: energy management plan, corporate sustainability. Example: A policy mandates annual energy audits for all facilities larger than 5,000 m². Practical application: Provides governance framework for systematic improvements. Challenge: Ensuring compliance across decentralized operations.

Energy Data Analytics – Process of extracting insights from energy consum… #

Related terms: big data, predictive modeling. Example: Clustering analysis identifies a subset of machines with abnormal energy spikes, prompting corrective action. Practical application: Supports continuous improvement and anomaly detection. Challenge: Data quality, volume, and the need for domain expertise to interpret results.

Energy Savings Verification – Formal procedure to confirm that reported e… #

Related terms: measurement and verification (M&V), baseline. Example: Using IPMVP Option C, a lighting project’s savings are verified through post‑installation metering. Practical application: Required for incentive programs and EPC contracts. Challenge: Selecting appropriate M&V methodology and accounting for external factors.

Energy Service Performance Indicator (ESPI) – Metric that reflects the ef… #

Related terms: KPI, ESG metric. Example: An ESPI of 1.2 indicates 20 % better performance than the contracted baseline. Practical application: Used to benchmark ESCO performance. Challenge: Normalizing for site‑specific variables and market conditions.

Fuel Switching – Changing the primary fuel source for a process or boiler… #

Related terms: dual‑fuel boiler, natural gas. Example: Switching from fuel oil to natural gas reduces CO₂ emissions by 30 % and operating cost by 12 %. Practical application: Supports decarbonization pathways where multiple fuels are available. Challenge: Infrastructure modifications and fuel price volatility.

Greenhouse Gas (GHG) Protocol – International standard for measuring, man… #

Related terms: Scope 1‑3, Carbon accounting. Example: A corporation follows the GHG Protocol to report its emissions to CDP. Practical application: Provides consistent methodology for sustainability reporting. Challenge: Data collection across supply chain (Scope 3) can be complex.

Heat Load Calculation – Determination of the amount of thermal energy req… #

Related terms: cooling load, HVAC sizing. Example: A heat load of 350 kW is calculated for a warehouse using the CLTD‑CT method. Practical application: Ensures appropriately sized equipment, avoiding over‑sizing and inefficiency. Challenge: Accurate inputs for occupancy, equipment heat, and solar gains.

Hybrid Renewable System – Combination of multiple renewable technologies… #

g., solar PV + wind + storage) to improve reliability and output profile. Related terms: microgrid, energy storage. Example: A hybrid system of 500 kW solar and 300 kW wind with 1 MWh battery achieves 95 % annual availability. Practical application: Provides resilient power for remote sites. Challenge: Complex control strategies and higher upfront capital.

Incremental Cost #

Benefit Analysis – Evaluation of the additional costs and benefits of implementing an ECM compared with a no‑action scenario. Related terms: NPV, IRR. Example: Incremental analysis shows a 12 % ROI for upgrading variable speed drives on pumps. Practical application: Prioritizes projects with highest net benefit. Challenge: Estimating future energy prices and maintenance savings accurately.

Insulation R‑Value – Measure of thermal resistance of a material; higher… #

Related terms: U‑value, thermal conductivity. Example: Adding R‑30 insulation to walls reduces heat loss by 25 % in a cold climate. Practical application: Key parameter in envelope retrofits. Challenge: Diminishing returns beyond certain thickness due to installation constraints.

International Organization for Standardization (ISO) 50001 – Standard tha… #

Related terms: EnMS, continuous improvement. Example: A manufacturing plant achieves ISO 50001 certification after implementing systematic energy tracking. Practical application: Provides framework for systematic energy performance improvement. Challenge: Requires organizational commitment and regular internal audits.

Load Management – Strategy of adjusting energy consumption patterns to ma… #

Related terms: demand response, peak shaving. Example: Staggered start times for batch processes spread load, reducing peak demand by 15 %. Practical application: Lowers demand charges and supports grid stability. Challenge: Coordination with production schedules and maintaining productivity.

Meter Calibration – Process of verifying and adjusting meters to ensure a… #

Related terms: accuracy class, verification. Example: Annual calibration of a 5‑MVA transformer meter confirms ±1 % accuracy. Practical application: Essential for reliable billing and M&V. Challenge: Access to meters in high‑voltage environments and maintaining calibration records.

Net Metering – Billing arrangement that credits a customer for excess ele… #

g., via solar PV) against its consumption. Related terms: feed‑in tariff, export compensation. Example: A rooftop solar system exports 20 MWh annually, offsetting the building’s purchase of 80 MWh. Practical application: Encourages on‑site generation. Challenge: Varying policy frameworks and interconnection limits.

Occupant Behavior Modeling – Simulation of how occupants’ actions (openin… #

Related terms: behavioral impact, simulation. Example: Modeling shows that 30 % of lighting energy savings are lost due to manual overrides. Practical application: Informs design of controls that are user‑friendly. Challenge: Capturing diverse habits and cultural differences.

Power Quality – Characteristics of electrical power such as voltage stabi… #

Related terms: harmonics, voltage sag. Example: Installing active filters reduces total harmonic distortion from 7 % to 2 % in a plant. Practical application: Protects sensitive electronics and improves efficiency. Challenge: Identifying sources of distortion and selecting appropriate mitigation devices.

Renewable Portfolio Standard (RPS) – Policy that requires utilities to ob… #

Related terms: state mandate, renewable credits. Example: An RPS of 25 % by 2025 drives investment in solar farms. Practical application: Creates market demand for renewable generation. Challenge: Compliance costs and variability in renewable output.

Retrofit Feasibility Study – Preliminary analysis that assesses technical… #

Related terms: pre‑audit, cost‑benefit. Example: The study identifies a 20 % ROI for upgrading HVAC controls in a school. Practical application: Informs decision‑making before detailed design. Challenge: Accurate cost estimates and accounting for disruption.

Seasonal Variation – Changes in energy demand and generation potential du… #

Related terms: load profile, weather normalization. Example: Cooling load peaks in July, while heating dominates in January, affecting overall EUI. Practical application: Guides sizing of HVAC equipment and storage. Challenge: Designing systems that perform efficiently across the full seasonal range.

Smart Building – Facility equipped with integrated sensors, IoT devices,… #

Related terms: digital twin, building automation. Example: A smart building reduces overall energy use by 18 % through AI‑driven HVAC optimization. Practical application: Enables proactive maintenance and occupant‑centric controls. Challenge: Data integration, cybersecurity, and change management.

Solar Fraction – Percentage of a building’s total heating or electricity… #

Related terms: PV

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