angshuman aryah
    • Create new note
    • Create a note from template
      • Sharing URL Link copied
      • /edit
      • View mode
        • Edit mode
        • View mode
        • Book mode
        • Slide mode
        Edit mode View mode Book mode Slide mode
      • Customize slides
      • Note Permission
      • Read
        • Only me
        • Signed-in users
        • Everyone
        Only me Signed-in users Everyone
      • Write
        • Only me
        • Signed-in users
        • Everyone
        Only me Signed-in users Everyone
      • Engagement control Commenting, Suggest edit, Emoji Reply
    • Invite by email
      Invitee

      This note has no invitees

    • Publish Note

      Share your work with the world Congratulations! 🎉 Your note is out in the world Publish Note No publishing access yet

      Your note will be visible on your profile and discoverable by anyone.
      Your note is now live.
      This note is visible on your profile and discoverable online.
      Everyone on the web can find and read all notes of this public team.

      Your account was recently created. Publishing will be available soon, allowing you to share notes on your public page and in search results.

      Your team account was recently created. Publishing will be available soon, allowing you to share notes on your public page and in search results.

      Explore these features while you wait
      Complete general settings
      Bookmark and like published notes
      Write a few more notes
      Complete general settings
      Write a few more notes
      See published notes
      Unpublish note
      Please check the box to agree to the Community Guidelines.
      View profile
    • Commenting
      Permission
      Disabled Forbidden Owners Signed-in users Everyone
    • Enable
    • Permission
      • Forbidden
      • Owners
      • Signed-in users
      • Everyone
    • Suggest edit
      Permission
      Disabled Forbidden Owners Signed-in users Everyone
    • Enable
    • Permission
      • Forbidden
      • Owners
      • Signed-in users
    • Emoji Reply
    • Enable
    • Versions and GitHub Sync
    • Note settings
    • Note Insights New
    • Engagement control
    • Make a copy
    • Transfer ownership
    • Delete this note
    • Save as template
    • Insert from template
    • Import from
      • Dropbox
      • Google Drive
      • Gist
      • Clipboard
    • Export to
      • Dropbox
      • Google Drive
      • Gist
    • Download
      • Markdown
      • HTML
      • Raw HTML
Menu Note settings Note Insights Versions and GitHub Sync Sharing URL Create Help
Create Create new note Create a note from template
Menu
Options
Engagement control Make a copy Transfer ownership Delete this note
Import from
Dropbox Google Drive Gist Clipboard
Export to
Dropbox Google Drive Gist
Download
Markdown HTML Raw HTML
Back
Sharing URL Link copied
/edit
View mode
  • Edit mode
  • View mode
  • Book mode
  • Slide mode
Edit mode View mode Book mode Slide mode
Customize slides
Note Permission
Read
Only me
  • Only me
  • Signed-in users
  • Everyone
Only me Signed-in users Everyone
Write
Only me
  • Only me
  • Signed-in users
  • Everyone
Only me Signed-in users Everyone
Engagement control Commenting, Suggest edit, Emoji Reply
  • Invite by email
    Invitee

    This note has no invitees

  • Publish Note

    Share your work with the world Congratulations! 🎉 Your note is out in the world Publish Note No publishing access yet

    Your note will be visible on your profile and discoverable by anyone.
    Your note is now live.
    This note is visible on your profile and discoverable online.
    Everyone on the web can find and read all notes of this public team.

    Your account was recently created. Publishing will be available soon, allowing you to share notes on your public page and in search results.

    Your team account was recently created. Publishing will be available soon, allowing you to share notes on your public page and in search results.

    Explore these features while you wait
    Complete general settings
    Bookmark and like published notes
    Write a few more notes
    Complete general settings
    Write a few more notes
    See published notes
    Unpublish note
    Please check the box to agree to the Community Guidelines.
    View profile
    Engagement control
    Commenting
    Permission
    Disabled Forbidden Owners Signed-in users Everyone
    Enable
    Permission
    • Forbidden
    • Owners
    • Signed-in users
    • Everyone
    Suggest edit
    Permission
    Disabled Forbidden Owners Signed-in users Everyone
    Enable
    Permission
    • Forbidden
    • Owners
    • Signed-in users
    Emoji Reply
    Enable
    Import from Dropbox Google Drive Gist Clipboard
       Owned this note    Owned this note      
    Published Linked with GitHub
    • Any changes
      Be notified of any changes
    • Mention me
      Be notified of mention me
    • Unsubscribe
    # IoT Integrations :Utilizing Graph Analytics and Graph Databases The Internet of Things or shall we say the Internet of Connected Things is growing on a rapid pace.And this propelling technology doesnt seem to slow down. So what is the IoT ?. To simply put, > It is he network of physical devices, vehicles and other items embedded with electronics, software, sensors, actuators and network connectivity which enable these objects to collect and exchange data [Wikipedia](https://https://en.wikipedia.org/wiki/Internet_of_things) > Now IOT requires to send data in its network, for collecting that data a storage for collection is required.And that is where database implimentation comes in.This implimentation can be achieved through Graphs which starts which Graph Databases and turn into Analytics. So let's Check out how does this work ## IoT Integration : Graph Databases Now when look at Graph databases, these are usually designed and created for collecting topologies that includes edges, nodes and also all of the properties. Due to the simplistic design of graph databases, they allow a very fast yet simple data transfer system.This includes the collection of complex hierarchical nodes and structures which are very diffcult to design in the relational systems. ### How Graph Database integrates with IoT In most cases, graph databases store and process any kind of data by bringing and connecting connections to the front. SO if you want to visualize A “graph”.You can think of a whiteboard sketch: > When you draw on a whiteboard with circles and lines, sketching out data, what you are drawing is a graph. > What Graph databases does is that , it stores and process the data inside the structure that you have created. This in turn, provides very efficient performance and a neat easy to use advantages,which helps in evolving the data model with ease.The best part about graph dtabases is No other type of database can do what it does.This is due to the fact that graphs are designed to do so. graph databases are becoming an formidable ally for significant IT efficiencies. As a result, it marks a statement for implementing the next generation of functionality in businesses. In terms of integration of Graph Databases with IoT. Some of the emerging IoT uses for graph databases include enabling manufacturers to understand upstream and downstream effects of real or simulated events across entire supply chains. They also gives retailers the access to combine information about on-premise and all sorts online behavior of the user, that too through all of the users’ devices and interaction points. Doing this let's the seller to become more decisive on point-of-sale recommendations using graph-based search techniques which is quite fimiliar with the one that Facebook uses. This also creates a new set of role in device monitoring and management, which generates more sophisticated types of impact and dependency analysis. Which can be used to desgin network,optimize routes and obtain the main cause of failures immediately. ## IoT Integration : Graph Analytics Graph Analystics is popluarly known as Network Analysis. This analytic tool can be widely used in business or marketing sectors to find details about the product or customers and even node realtionships which are kept inside , telecommuincations, social media and computer networks. ![](https://i.imgur.com/m0cccLL.jpg) So what are the differnt types of Graph Analytics * **Path analysis**: This type of analysis are used to determine the shortest distance among two nodes in a graph. * **Connectivity analysis**: This is used to detect the weakness or failurein networks such as a utility power grid. * **Community analysis**: This kind of Graph analysis is provided for searching groups of people whihc interact to one another in social networks and are also known aseDistance and density–based analysis. * **Centrality analysis**: This type of analysis is generally used to find infulencers or the once which have a lot of fan following on social networks. ### About its impact on IoT As for its impact with IoT, Graph Databases essentially enables Graph Analytics on the process during transfer of data.Therby we can directly focus on the theories that how Graph technology is implemented on IoT to enhance it. ![](https://i.imgur.com/tBBvz62.png) * **Graphs trigger IoT Peripherals to Communicate in between Themselves**: Graphs allows IoT the ability to understand the type of relation one peripheral has with the another, this can be within one single platfrom or multiple devices.Graphs do make it much easiler for IoT to interpretate, rather than RDBMS or SQL based data access layer. * **Graph Technology Helps in Managing Data Deluge in IoT**: Data managment is a complex task but Graph Technology eases this difficulty for IoT. As Graph Databases can be the best way to solve geospatial problems.And since IoT is the main source of geospatial dta, the integration with Graph Technology can be the key to it. * **RDBMSs Aren’t Enough to Handle the IoT**: Even though relational databases are perfect for reporting and statistical analysis.They seem incompetent to applications that requires individual quick matches.That's a real problem when the talk is on IoT and that is where Graph Tech swipes in as the graph-driven apps have great results in these sitautions plus they tend to be more faster than RDBMS in these situations. * **Graph Databases Help to understand and fins new Relationships in IoT**: Graphs are like those ever enthusiast researchers in IoT, they try to deiscover all new and old , big or small realtionships which include the terms of behavioral patterns and coincedent patterns. These pattern can be used for numerous works like tracking customers via their cellphone location, locating the maintenance service intervals for automobiles by analysising all the IoT devices present in it.And much more * **Graph Technology Will Grow as the IoT Grows**: Iot has been growing and for the record, it will grow a lot more. So as the more advancement in graph technologies,more robust applilcation for IoT cloud developers. That too with the higher deamand in the market. So to keep it short, as the users of IoT increases by its experience the power of IoT for themselves through all Iot Based Devices and Apps. The demand and support for IoT advancement is bound to be increased and with the help of Graph Technology, its integration can cause a huge boost to the the future of IoT networks

    Import from clipboard

    Paste your markdown or webpage here...

    Advanced permission required

    Your current role can only read. Ask the system administrator to acquire write and comment permission.

    This team is disabled

    Sorry, this team is disabled. You can't edit this note.

    This note is locked

    Sorry, only owner can edit this note.

    Reach the limit

    Sorry, you've reached the max length this note can be.
    Please reduce the content or divide it to more notes, thank you!

    Import from Gist

    Import from Snippet

    or

    Export to Snippet

    Are you sure?

    Do you really want to delete this note?
    All users will lose their connection.

    Create a note from template

    Create a note from template

    Oops...
    This template has been removed or transferred.
    Upgrade
    All
    • All
    • Team
    No template.

    Create a template

    Upgrade

    Delete template

    Do you really want to delete this template?
    Turn this template into a regular note and keep its content, versions, and comments.

    This page need refresh

    You have an incompatible client version.
    Refresh to update.
    New version available!
    See releases notes here
    Refresh to enjoy new features.
    Your user state has changed.
    Refresh to load new user state.

    Sign in

    Forgot password
    or
    Sign in via Facebook Sign in via X(Twitter) Sign in via GitHub Sign in via Dropbox Sign in with Wallet
    Wallet ( )
    Connect another wallet

    New to HackMD? Sign up

    By signing in, you agree to our terms of service.

    Help

    • English
    • 中文
    • Français
    • Deutsch
    • 日本語
    • Español
    • Català
    • Ελληνικά
    • Português
    • italiano
    • Türkçe
    • Русский
    • Nederlands
    • hrvatski jezik
    • język polski
    • Українська
    • हिन्दी
    • svenska
    • Esperanto
    • dansk

    Documents

    Help & Tutorial

    How to use Book mode

    Slide Example

    API Docs

    Edit in VSCode

    Install browser extension

    Contacts

    Feedback

    Discord

    Send us email

    Resources

    Releases

    Pricing

    Blog

    Policy

    Terms

    Privacy

    Cheatsheet

    Syntax Example Reference
    # Header Header 基本排版
    - Unordered List
    • Unordered List
    1. Ordered List
    1. Ordered List
    - [ ] Todo List
    • Todo List
    > Blockquote
    Blockquote
    **Bold font** Bold font
    *Italics font* Italics font
    ~~Strikethrough~~ Strikethrough
    19^th^ 19th
    H~2~O H2O
    ++Inserted text++ Inserted text
    ==Marked text== Marked text
    [link text](https:// "title") Link
    ![image alt](https:// "title") Image
    `Code` Code 在筆記中貼入程式碼
    ```javascript
    var i = 0;
    ```
    var i = 0;
    :smile: :smile: Emoji list
    {%youtube youtube_id %} Externals
    $L^aT_eX$ LaTeX
    :::info
    This is a alert area.
    :::

    This is a alert area.

    Versions and GitHub Sync
    Get Full History Access

    • Edit version name
    • Delete

    revision author avatar     named on  

    More Less

    Note content is identical to the latest version.
    Compare
      Choose a version
      No search result
      Version not found
    Sign in to link this note to GitHub
    Learn more
    This note is not linked with GitHub
     

    Feedback

    Submission failed, please try again

    Thanks for your support.

    On a scale of 0-10, how likely is it that you would recommend HackMD to your friends, family or business associates?

    Please give us some advice and help us improve HackMD.

     

    Thanks for your feedback

    Remove version name

    Do you want to remove this version name and description?

    Transfer ownership

    Transfer to
      Warning: is a public team. If you transfer note to this team, everyone on the web can find and read this note.

        Link with GitHub

        Please authorize HackMD on GitHub
        • Please sign in to GitHub and install the HackMD app on your GitHub repo.
        • HackMD links with GitHub through a GitHub App. You can choose which repo to install our App.
        Learn more  Sign in to GitHub

        Push the note to GitHub Push to GitHub Pull a file from GitHub

          Authorize again
         

        Choose which file to push to

        Select repo
        Refresh Authorize more repos
        Select branch
        Select file
        Select branch
        Choose version(s) to push
        • Save a new version and push
        • Choose from existing versions
        Include title and tags
        Available push count

        Pull from GitHub

         
        File from GitHub
        File from HackMD

        GitHub Link Settings

        File linked

        Linked by
        File path
        Last synced branch
        Available push count

        Danger Zone

        Unlink
        You will no longer receive notification when GitHub file changes after unlink.

        Syncing

        Push failed

        Push successfully