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Generating a Heat Load Profile

Generating a Heat Load Time Series

For the simulation of energy systems with heat demand, it is useful to specify the heat demand in its temporal changes as a time series in order to take into account the effects of these fluctuations on the entire energy system with its various energy sources, demands, and storage solutions. If there are no sufficient measurements of the heat load over time, you can simply use the ETA to determine the approximate heat load profile for a year, for example, based on the total heat demand. The ETA method calculates the heat load profile on the basis of an outdoor temperature time series and the empirical values stored in the software for various types of demand.

Prerequisites

You need an outdoor temperature time series that specifies the period and the time grid for the heat load profile time series to be generated.

If required, you can use an Air temperature time series from the default time series of the ETA or the weather data imported into TOP-Energy.

You need the total heat demand for the period covered by the temperature time series. If no measured values are available, estimate this.

Applying the Method

Before starting the method, open the time series of the ambient temperature, on the basis of which the time series of the heat load profile is to be created, in the ETA. Then invoke the Heat load generation method using the button in the Project ribbon in the New time series group (see following figure).

Alternatively, invoke the method via the context menu of the temperature time series in the Project explorer under Methods → Convert time series (see following figure).

The following dialog box opens.

First select the temperature time series from the time series opened in the ETA. It is the basis for the heat load profile. Select a concrete temperature time series. The method only works with concrete and not abstract time series because concrete points in time have to be specified. Temperatures above 40 °C are reduced to 40 °C during the calculation in order to determine results for the daily values in accordance with the calculation rules.

Type

Based on the type, usage behavior, heating and hot water consumption, shares of process and heating energy, building types, fluctuations due to the time of day, the day of the week, and the season are included in the calculation, for example in the form of profile factors, coefficients, standardized hourly values (hour factors), and day-of-the-week-factors.

Select the Type of heat demand from the drop-down list. The Type designations available for selection each consist of a German abbreviation and a typical representative or typical representatives, which stand for a much wider range of applications. The three-letter abbreviation begins with H for household or G for commercial (German: Gewerbe), followed by the two-letter abbreviation for the representative. The Description below lists which applications the respective type is suitable for, among other things, for example households or businesses with certain properties that can go far beyond the narrow type designation. The Types available for selection and examples of their applications are listed below.

  • HEF: Household (annual consumption <= 50.000 kWh)
    • Households <= 50.000 kWh/a
    • Private households, small consumers, single-family houses (detached houses)
    • Single- and two-family houses (detached and semi-detached houses), semidetached houses, row houses
    • Vacation apartment, vacation home, vacation village
    • Floor heating, single room heaters
    • Water heating
    • Gas for cooking
  • HMF: Household (annual consumption > 50.000 kWh)
    • Households > 50.000 kWh/a
    • Multifamily houses (apartment buildings)
    • High-rise buildings
    • Households in apartment buildings and natural gas preheating
  • GBA: Bakery
    • Bakery
    • Baked goods
    • Community baking plant
    • Confectionery
    • Pastry goods
  • GBD: Other operating services
    • (Interior) architectural office, accountant, sworn (office), technical surveillance association
    • Surveying office, surveyor, building expert (office), consulting engineers, office
    • Doctor, alternative practitioner, veterinarian
    • Beauty salon, hairdresser, massage institute, physiotherapy
    • Bowling alley
    • Cabaret, casino, cinema
    • Carpooling center (office)
    • Dancing school, driving school,  fitness center
    • Dental laboratory, dental surgery
    • Detective agency
    • Funeral parlor
    • Graphic designer, interpreter, Journalist (self-employed), translation agency, writing office
    • Law firm, lawyer, management consultancy, patent attorney’s office
    • Theater, opera house
    • Photo laboratory, photo studio
    • Press agency, press service, news office
    • Property management (office), security/locking company
    • Sewing room, tailoring
    • Studio
    • Teachers (self-employed)
    • Travel agency
  • GBH: Accomodation
    • Casino
    • Clinic, hospital, military hospital, private clinic, outpatients’ polyclinic
    • Convalescent home, maternity home, nursing home (sanatorium, clinic)
    • Guesthouse, Hotel, hotel garni, inn, motel, pension, boardinghouse, hotel trade
    • Health spa, medical bath
    • Highway service area
    • Indoor swimming pool
    • Public baths and shower baths
    • Language school
    • Mental hospital, insane asylum
    • Outdoor swimming pool
    • Public baths and shower baths
    • Rehabilitation hospital, sanatorium
    • Rest house
    • Spa house, spa center
    • Sports school, college of physical education
    • Watering place
  • GGA: Restaurants
    • Airfield
    • Bars and entertainment venues
    • Cabaret (variety show)
    • Café, excursion restaurant, tourist café, ice cream parlor, milk bar, tea room operated as a café
    • Canteen kitchen, canteen, dining hall, eating house, restaurant
    • Caterer, catering trade, party catering service with kitchen
    • Dance hall, diskotheque, festival hall, nightclub
    • Drinking hall, refreshment stand, fast food restaurant, snack bar, snack stand, fast food stall
    • Public house
  • GGB: Horticulture
    • Gardening (commercial), landscape gardening, cemetery gardener
    • Plant cultivation
    • Botanical garden
  • GHA: Retail and wholesale
    • Antiques
    • Bakery
    • Beverage store
    • Bijouterie
    • Bookstore, second-hand bookstore
    • Butcher’s shop (sale without manufacture)
    • Decorative articles
    • Delicatessen, health food store, tobacco products
    • Department store, self-service department store, shop, retail store, discount store, supermarket
    • DIY market, home improvement store, DIY store, do-it-yourself market
    • Drugstore, furniture store, pet shop, sports store
    • Electrotechnical products
    • Fashion goods, textiles, clothing
    • Hardware, metalware, installation supplies, plumbers´ supplies
    • Jewelry, jewelry store
    • Laboratory supplies
    • Market hall
    • Medical articles, medical supply store
    • Office machines, business machines
    • Petroleum products
    • Photographic equipment
    • Reproduction of images
    • Stationery, toys
  • GHD: Total load profile G/H/D
    • Total load profile
    • Business
    • Commerce
    • Services
  • GKO: Local authority, credit institution, and insurance company
    • Authority (public administration), office (general)
    • Bank, financial institution
    • Boarding school, prison
    • Chamber of Handicrafts
    • Community hall (church)
    • Court, fire department
    • Evening school, high school
    • Gallery, exhibition
    • German Federal Armed Forces
    • German Federal Railways
    • Home for asylum seekers, women’s shelter, youth hostel, recreation center (youth center)
    • Home for the elderly, kindergarten, nursing home, orphanage
    • Institute, scientific; research facilities, library
    • Lost-and-found office, tourist office
  • GMF: Household-type commercial enterprises
    • Agricultural/horticultural services
    • Animal husbandry, breeding, care, animal shelter, riding school
    • Artist
    • Bricklayer
    • Camping site
    • Cider factory, cider grower
    • Courier services (private)
    • Debris removal company, rubble clearance company
    • Dog boarding, kennel, grooming salon, dog breeding
    • Factory employees
    • Fur farming, breeding, furrier, fur products, leather and bag makers, belt making
    • Garden plot association, mushroom cultivation
    • Honey production (natural honey), Hunting (commercial)
    • Machinery cooperative
    • Pest control company, pest exterminator
    • Residential camp
    • Sewage treatment plant,
    • Stockpile of ammunition
  • GMK: Metal and automotive
    • Boatbuilding
    • Brake service
    • Building firm, construction business, prefabricated construction
    • Car dealership, Used car trade
    • Carpenter’s workshop, joinery, carpentry, timber construction enegineering
    • Central heating construction; heating, ventilation, and air conditioning systems
    • Container construction
    • Finishing trade
    • Furniture upholstery
    • Glaziery
    • Goldsmithery
    • Installation trade, plumber, plumbing, gas installation, electrical installation (trade)
    • Locksmith’s shop
    • Machine construction, mechanical engineering
    • Metalworking, plexiglas and sheet metal processing company
    • Millwork plant, joinery
    • Paint Shop, painting trade
    • Precision mechanics
    • Sawmill, turnery
    • Signs (metal)
    • Steel constructions, steel structure, tinsmithing, welding shop
    • Ventilation system construction
    • Workshop
    • Wood carving, wood furniture manufacture, wood processing
  • GPD: Paper and printing
    • Address book publisher, book publishing house, printing house, printing industry, publishing industry
    • Bookbindery
    • Cartographic institute (printery)
    • Clothing industry, textile finishing; textile industry, other
    • Map production
    • Newspaper printing plant
    • Office supplies made of paper and cardboard
    • Packaging industry
    • Workshop for making blue prints
  • GWA: Laundry, dry cleaning services
    • Alcohol distillery, distillery
    • Brewery
    • Cheese dairy, dairying, dairy processing
    • Clothes bath (cleaning), dry cleaning, hot mangle, ironing, laundromat, launderette, laundry, laundry mangling
    • Clothing dyeing
    • Crematorium
    • Natural gas filling station
    • Wine cellar

The method is based on the dissertation “Entwicklung und Anwendung parametrisierter Standard-Lastprofile” by Mark Hellwig at the Technische Universität München from 2003 (https://mediatum.ub.tum.de/doc/601557/601557.pdf), which breaks down the consumption types by category and lists the associated factors and confidence intervals individually, and the following program:
Frolova, Kirena; te Heesen, Henrik (2023). Synthese von Wärmelastprofilen nach BDEW (Version from November 1, 2023) [computer program]. Hochschule Trier. Available under: umwelt-campus.de/energietools (retrieved February 1, 2024).

The synthesis is based on the DEW/VKU/GEODE-Leitfaden Abwicklung von Standardlastprofilen Gas (guidelines for the processing of standard gas load profiles). The individual load profile types have different temperature dependencies.

The following diagrams show the different temperature dependencies of the individual load profile types, depending on the heating and process gas dependency. The first diagram illustrates the heating and process gas dependency of the load profile types selected as examples.

Heating Versus Process Gas Dependency of Different Load Profile Types

The following diagram illustrates the different temperature dependencies and the different peak loads of the individual load profile types.

Normalized Value of the Daily Quantity h (h=1 at 8 °C) as a Function of the Outside Temperature

The higher the proportion of heating gas and the lower the proportion of process gas, the greater the temperature dependency and the higher the peak loads of the load profile. This is also illustrated in Figures 14 and 15 in the guidelines “BDEW/VKU/GEODE-Leitfaden Abwicklung von Standardlastprofilen Gas”, published by the BDEW Bundesverband der Energie- und Wasserwirtschaft e. V., Verband kommunaler Unternehmen e. V. (VKU), and GEODE – Groupement Européen des entreprises et Organismes de Distribution d’Énergie, EWIV, on March 29, 2018 (https://www.vku.de/fileadmin/user_upload/Verbandsseite/Sparten/Energiewirtschaft/Gasthemen/nach_Leitfaden_SLP.pdf, retrieved March 14, 2024). It contains detailed information on the types and characteristics of the profiles used and the formulas for their calculation.

Subtype

The Subtype indicates the characteristics of the load profile in accordance with the specifications of the Sigmoid function used for gas load profiles by the Technische Universität München (TUM) and the linearized SigLinDe function of the Forschungsgesellschaft für Energiewirtschaft, München (FfE). The latter merges the Sigmoid function with the heating line and the hot water line, thus achieving greater sharpness in the transition area from the heating to the hot water phase and compensating errors in the pure Sigmoid function at cold temperatures and during hot water consumption in summer. The first digit of the Subtype indicates the source: 0 stands for Sigmoid according to TUM, 3 for SigLinDe according to FfE. The second digit of the Subtype represents the characteristics of the load profile according to the proportions of heating and process gas: 1 stands for a high proportion of process gas, 2 only for an increased proportion of process gas, 3 for a medium, 4 for an increased, and 5 for a high proportion of heating gas related to the profile Type. Profiles 33 and 34 correspond to further developed variants of characteristics 03 and 04. The following Subtypes are available for selection:

  • 03: Profile type Sigmoid according to TUM, medium heating gas proportion
  • 04: Profile type Sigmoid according to TUM, increased heating gas proportion
  • 05: Profile type Sigmoid according to TUM, high heating gas proportion
  • 33: Profile type SigLinDe according to FfE, medium heating gas proportion
  • 34: Profile type SigLinDe according to FfE, increased heating gas proportion

Integral

Enter the Integral of the heat required over the entire period of the temperature time series and the corresponding Unit, for example kWh.

Performing

To execute the method, click on the OK button at the bottom of the dialog window.

Result Time Series

The result time series is given the name Heat Load. If there is already a time series of the same name in the Project explorer, a number in brackets is added to the name of the newly created time series. The more Heat Load time series already exist, the higher the number, starting with 1, e.g., Heat Load (1), Heat Load (2), etc. The unit of the heat load time series, for example kW, is derived from that of the integral. The time period and temporal resolution correspond to those of the temperature time series. For example, if it is available in 15-minute steps, the result time series will also have a step width (Sample time) of 15 minutes. Transfer the result time series to the TOP-Energy project and use it for simulations there.

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