Quantifying the correlations between the total household electrical demand of residential dwellings and their appliances-spaces demand: A clustering multi-method approach

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Quantifying the correlations between the total household electrical demand of residential dwellings and their appliances-spaces demand: A clustering multi-method approach

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In April 2014, I attended the ASME Small Modular Reactor (SMR) Symposium in Washington, DC. It was an excellent meeting with a very positive vision of the future of SMRs. However, there was little emphasis given to the urgency for the revival of nuclear energy in the United States. As an ASME Fellow Member, I am concerned that we are running out of time for building new nuclear power plants including inherently safe SMRs.Figure 1 shows the past and potential future of the U.S. nuclear power generation [1]. In the 1970s to 1990s, we were building nuclear power plants and reached roughly 19% nuclear power of the entire electric power demand. If this trend had not been stopped, today we would have produced about 25% of the total power demand in nuclear power plants, and if this trend would have continued, we would have reached 39% in 2040. This is still much less than roughly 80% nuclear power presently provided of the total electric power demand in France. No wonder that the carbon dioxide discharge per person in France is half of ours in the U.S.Since the early 2000s to about 2020, the nuclear power supply is expected to remain at 19% of total power production. If we do not wake up, old nuclear power plants will be retired and if no new nuclear plants are built, the remaining plants in the U.S. will only provide about 8% of our total electricity demand by 2040. If we start building nuclear plants now in a trend like in the 1970s to 1990s, we could reach 29% of our demand; however, this also requires the additional replacement of the old nuclear power plants. The loss of roughly 11% power generation by the shutdown of old nuclear power plants would be a large loss of green carbon-dioxide-free power generation, since nuclear power plants provide more than the half of all our green electricity.In the past, especially during the Cold War, more small nuclear reactors for submarines, aircraft carriers, icebreakers, and other ships were built than large reactors for power plants. These small reactors went all over the globe, even underneath the ice at the North Pole. Ships with nuclear reactors are in harbors and shipyards; they have to be maintained, repaired, and the reactors refueled. Such small reactors or modifications of them, if inherently safe, could also be used to generate electric power, especially for remote locations, to avoid high fuel supply and electricity transmission costs.SMRs should also be specifically used by industrial users, which currently use a large amount of fossil fuels for providing not just electric power but high-temperature heat. Most industrial processes could be clean by switching to SMRs for supplying process heat and electric power. An example is shown in Fig. 2, where a high-temperature gas-cooled reactor (HTR 250) provides heat at a temperature of 950°C (1740°F) and steam for an extraction turbine. The 65 kg/s (0.52 Mil.lb/h) helium can be used in a heat exchanger or steam reformer. The helium discharge temperature of 680°C (1200°F) can provide 50 kg/s (0.4 Mil.lb/h) main steam at 140 bar/540°C (2000 psi/1000°F) to the turbine. The turbine generator can provide a maximum of 50 MW if no steam is used for a specific application. However, main and/or extraction steam can be provided specifically for a high-temperature hydrogen production process or any other chemical processes [2].Combinations of the inherently safe HTRs with any specific industrial processes can be developed. Detailed designs of such combinations should be finalized and could become available now, because of the experience already gained with the HTR design. In 1984, a combination of an HTR 200 with a coal-to-gasoline conversion system was designed and ready to start the permitting procedures, but was stopped because of the antinuclear trend in Germany after Chernobyl. However, in China at present, two HTR 250 units are in their start-up phase.As we have seen in Fig. 1, we have only limited time to revitalize the nuclear power industry within the next couple of years. We cannot just wait and witness nuclear power generation rapidly decreasing in the U.S.

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This paper uses the survey data on household electricity demand from five districts of Vientiane, Lao PDR, for the demand projection up to 2030 using the end-use model. The scenario analysis is used to verify the potential of an energy-saving program by alternating selected appliances with more energy-efficient ones following the labelling standard of Thailand. The demographic structure of electrified households and the energy efficiency of electric appliances are considered as the dominant factors affecting electricity demand. Under the base-case scenario, the total electricity demand of Vientiane increased from 593 GWh in 2013 to 965 GWh in 2030. In the energy efficiency scenario, it is revealed that the appliance standard enhancement program can save total electricity demand in 2030 by 147 GWh (−15.2%), where 117 GWh (−12.1%) of which is contributed by the air conditioner and 30 GWh (−3.1%) by the lighting equipment.

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Maua Nusa Penida is one of the hotels and villas in Nusa Penida which will be discussed in this research. The number of hotel blocks to be built is 4 blocks, where each block consists of 8 rooms. As for the villa as many as 26 various villas. There is also a main building and a restaurant that will serve as future support. Once the existing buildings are complex, the developers are required to plan all the buildings to be built in order to obtain security and also economic factors in the development process. From the results of the planning that has been carried out on each building, each building requires a different number of lights depending on the type of lamp, the type of building and also the area of the building. After getting the total electricity demand in a building, planning is continued by determining the area of cable conductors that supply each building. From the calculation results, it is also known that the type of cable used is planting cable (NYRGbY & NYFGbY) which has good insulation when planted in the ground and follows the provisions of PLN regarding voltage loss, which does not exceed 5% at the end of the conductor. The safety used in buildings uses MCB and also MCCB. Meanwhile, the safety of electric current in the LVMDP and SDP sections uses MCCB components. From the planning results, the total electricity demand is 159,441VA for zone 1 villas and also 142,536VA for zone 2 villas. From this calculation it is also known that the PLN power requirement in each zone is 164,000 VA. To get the convenience and reliability of the electrical system in this hotel and villa, the supply of electrical power in addition to the electricity source from PLN is also equipped with a backup power generator of 200 KVA in each zone.

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Electricity demand forecasting constitutes a critical process in the operation and planning procedures of power networks that highly affects the decisions of utility providers and energy policy makers. Accurate forecasting is vital in reducing costs, related to excess electricity storage and infrastructures, and achieving enhanced power security and stability. A novel modeling approach for long-term electricity demand forecasting is introduced via the application of ordinal regression analysis. Annual forecasts of the total net electricity demand in the Greek interconnected power system are provided for the years 2016–2025. The Gross Domestic Product (GDP) has been identified as the greatest influential parameter on the evolution of electricity demand. Furthermore, the forecasting model has achieved a minimum Mean Absolute Percentage Error (MAPE) of 2.14%. The extracted forecasts indicate a constant increase of the total net electricity demand in Greece as a result of the expected economic growth during the upcoming years.

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