# Smart Grid

The data-set used in the paper titled "Short-Term Load Forecasting Using an LSTM Neural Network."

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The ZIP file Circulation_inhibition includes four items:

1. simulation 1: xianluzuk_bili1, which is the parallel connection of two inverters, the line impedance is proportional simulation.

2. simulation 2: xianluzuk_buchengbili2,which is the parallel connection of two inverters, the line impedance is not proportional simulation.

3.simulation 3: xianluk_buchengbili_xunizukang3, which is the parallel connection of two inverters, the line impedance is not proportional,and virtual impedance is added.

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This dataset is in support of proposal(initially submitted to Ministry of Railways, Govt. of India in the year 2017) and 4 Research papers-** Design & Analysis of 1.5 MVA 25kV Hybrid Traction Feeder Powered by 415 kW Solar Grid - Part I **,

**and**

*Design & Analysis of 1.5 MVA 25kV Hybrid Traction Feeder Powered by 415 kW Solar Grid - Part II , Design & Analysis of 1.5 MVA 25kV Hybrid Traction Feeder Powered by 415 kW Solar Grid - Part III*

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This is an **open-access** page. **All content can be freely downloaded** after sign-up. This webpage contains datasets and models, which are in support of my Research papers-*'Geometrical Insight on Sinusoidal Waveform - Part I and **Geometrical Insight on Sinusoidal Waveform - Part II**'. *

I have used Python, Julia, MATLAB, Scilab, PSPICE The known code, modified code and other codes along with

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This is an open-access page. All content can be freely downloaded after sign-up. This webpage contains engineering (non-medical, non-clinical) datasets and models .

This webpage also contains data of some work on open unsolved problem in mathematics with implementation in physics where one paper is more specifically related to electrical engineering and electronics engg., other paper to Mechanical Engg. and Fluid Dynamics, other paper to Chemistry and Bio-chemistry, other paper to signal processing.

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This dataset provides more detailed results for the large-scale study in the paper "Voltage-Dependent Load Models in UnbalancedOptimal Power Flow using Power Cones".

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Multiwinding-Transfomer-based (MTB) DC-DC converter did emerge in the last 25 years as an interesting possibility to connect several energy systems and/or to offer higher power density because of the reduction of transformer core material and reduction of power converter stages. MTB DC-DC converters can be considered as an interesting compromise between non-modular and a modular DC-DC converter since they are themselves modular in the construction.

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This provides the code and data used in the paper "Optimal EV Scheduling in Residential Distribution Networks Considering Customer Charging Preferences" by Mailys Le Cam and Barry Hayes.

Some material has been adapated from the OpenDSS help files: http://smartgrid.epri.com/SimulationTool.aspx Some data has been taken from the IEEE test feeders archive: http://sites.ieee.org/pes-testfeeders/

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Wide area control (WAC) in smart grid requires low-latency communications across the grid to transfer various control commands and Phasor Measurement Unit (PMU) measurements. Smart grid communications are generally implemented between multiple control centers, transformer substations and control centers, and power plants and control centers.

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The power flow is usually formulated by nonlinear equations and may present multiple solutions. However, most of these solutions do not represent a practical situation but are mathematical findings. Remarkably, in unbalanced multiphase systems with impedance-grounded loads, a phenomenon can occur where two or more solutions may especially show practical significance. These solutions are called operationally-stable solutions (solutions which for a given loading level the nodal voltages, currents, and losses are feasible) and may be obtained in Distribution Systems (DS).

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