Disaggregation of devices

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I have two CSV file containing the power consumption from a particular CT (current transformer) over a number of days taken using NILM (Nonintrusive load monitoring - [login to view URL])

The scenario is as follows:

1) Based on the data I need to be able to know how many different devices are turned on in total.

2) I need to know how long each device is turned on for and when they are turned on or off.

3) I need to know the power consumption of the devices. (cumulative energy)

Input:

1 CSV for the whole CT

1 CSV for a socket that is connected to the CT

(you will find the CSVs here: [login to view URL])

Output format:

device_type, device_no, turned off timestamp, turned on timestamp, cumulative energy

For device no, they are enumerated based on the total number of devices you think exist in the the CSV provided. If you think there are a total of 3 devices, then the device_nos should be 0,1, and 2.

For device_type, choose something from "Appliance", "High or Low power", or "Description" as in '[login to view URL]' depending on how confident you are of the label.

Notes: socket data is a subset of CT data.

Sometimes the socket is unable to talk to the gateway and if that persists for some duration, the connection is dropped and the "0"s are sent instead.

Send me a message for more details if you are interested.

Datavidenskab Machine Learning (ML) NumPy Statistikker Matematik

Projekt ID: #23505804

Om projektet

15 bud Remote projekt Aktiv 4 år siden

15 freelancere byder i gennemsnit $469 timen for dette job

mrschwetz

I am a control engineering PhD student with quite strong analytics and programming experience. I have experience in C, Matlab and Python. I have already done multiple CSV manipulation programs and scripts so I think I Flere

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mohjib092

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genius1226

Dear sir. I read your project description very carefully. I've really rich experience in Machine Learning Programming, so your project is very interesting to me. I'm really confident about your project, and very eager Flere

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abdurrehman1985

Developed my expertise in machine learning by completing core specializations in Data Science. Analyzed different industries dataset for designing algorithms related to predictive modeling but not limited to energy, me Flere

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IshaqKN

Hi there, Yes! I will do that. I'm maybe professional in data processing. Will disaggregate your data as per your spec. Wish to be hired. Best regards, Ishaq

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abduljamil

Hi, I am interested in your project. I have a programming background and recently upgraded my skills to machine learning, deep learning, and computer vision. Your problems seem interesting and I am willing to provide Flere

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CodeazeUK

Hi I hope you are doing well. We have been working with python and related projects since the last 7 years. Me and my team have experience with Tensorflow, PyTorch, Django, Kivy, NumPy and some other libraries and fram Flere

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Allantheeditor

Hai, I have already experienced in this type of project. I previously worked on power consumption for water heating in Denmark and made a prediction model. And I worked on so many other projects too... I may not havin Flere

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funisfin

Hi i am a data scientist with programming experience in R as well as Python. Based on the description i feel i can help you out with the analysis of devices. Let me know when you would like to discuss Relevant Skills Flere

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prachi3331

Hi, I can start working on your project immediately. I have rich experience in developing projects in python using machine learning and deep learning concepts. Some of the projects which I have developed includes peopl Flere

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Kamalshubham

Experienced Software Engineer cum certified Data Scientist based in Bangalore, India. As I’m starting my free lancing journey, I’m negotiable at project billing.

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