Automating generation of nginx reverse proxy configuration using Go program by listening to docker meta data and provide reverse proxy configuration on fly.
There are a lot of Continuous Integration services but Jenkins is still one of the most used in most programming languages. In this talk I will share the CurrencyFair experience, how our IT Team made of 40 engineers manage CurrencyFair delivery with GitHub, Jenkins, Hubot and Slack on different environments. Artifact to guarantee the stability of your codebase, pipeline and some Jenkins’s plugins in order to create the most comfortable delivery flow for your projects.
Making it Easier to Contribute to Open Source Projects Using Docker Container...Docker, Inc.
Making it easy to contribute to open source project using Docker containers, by lowering the system admin required to get started. Also making it easy "try" out new technology.
Your developers just walked into your cube and said: "Here's the new app, I built it with Docker, and it's ready to go live." What do you do next? In this session, we'll talk about what containers are and what they are not. And we'll step through a series of considerations that need to be examined when deploying containerized workloads - VMs or Container? Bare Metal or Cloud? What about capacity planning? Security? Disaster Recovery? How do I even get started?
Docker Online Meetup: Announcing Docker CE + EEDocker, Inc.
Docker Community Edition (CE) and Enterprise Edition (EE) are the best expressions of the Docker Platform to date. Whether you’re a developer, an ops team or a enterprise IT-team member, and no matter the infrastructure, Docker CE and EE gives you a way to install, upgrade and maintain Docker with the support and assurances required for your particular workload.
Both Docker CE and EE are available on a wide range of popular operating systems (including Windows Server 2016) and cloud infrastructure. Developers and devOps have the freedom to run Docker on their favorite infrastructure without risk of lock-in.
Michael Friis will give an overview of both editions and highlight the big enhancements to the lifecycle, maintainability and upgradability of Docker.
There are a lot of Continuous Integration services but Jenkins is still one of the most used in most programming languages. In this talk I will share the CurrencyFair experience, how our IT Team made of 40 engineers manage CurrencyFair delivery with GitHub, Jenkins, Hubot and Slack on different environments. Artifact to guarantee the stability of your codebase, pipeline and some Jenkins’s plugins in order to create the most comfortable delivery flow for your projects.
Making it Easier to Contribute to Open Source Projects Using Docker Container...Docker, Inc.
Making it easy to contribute to open source project using Docker containers, by lowering the system admin required to get started. Also making it easy "try" out new technology.
Your developers just walked into your cube and said: "Here's the new app, I built it with Docker, and it's ready to go live." What do you do next? In this session, we'll talk about what containers are and what they are not. And we'll step through a series of considerations that need to be examined when deploying containerized workloads - VMs or Container? Bare Metal or Cloud? What about capacity planning? Security? Disaster Recovery? How do I even get started?
Docker Online Meetup: Announcing Docker CE + EEDocker, Inc.
Docker Community Edition (CE) and Enterprise Edition (EE) are the best expressions of the Docker Platform to date. Whether you’re a developer, an ops team or a enterprise IT-team member, and no matter the infrastructure, Docker CE and EE gives you a way to install, upgrade and maintain Docker with the support and assurances required for your particular workload.
Both Docker CE and EE are available on a wide range of popular operating systems (including Windows Server 2016) and cloud infrastructure. Developers and devOps have the freedom to run Docker on their favorite infrastructure without risk of lock-in.
Michael Friis will give an overview of both editions and highlight the big enhancements to the lifecycle, maintainability and upgradability of Docker.
Running Docker in Production - The Good, the Bad and The UglyKontena, Inc.
When beginning to run Docker in production choosing the right path is critical. This presentation gives you some tips and suggestions on how to make this process easier.
Multi-cloud CI/CD with failover powered by K8s, Istio, Helm, and Codefresh Codefresh
**View the full webinar here: https://codefresh.io/multi-cloud-cicd-kubernetes-failover-across-clouds/
Multi-cloud Kubernetes is all about mitigating risk between hosting providers. In this webinar, we'll leverage Kubernetes as our universal cloud API, standup clusters in Google, Amazon, and Azure, setup multi-deploy so our application is in several locations, and demonstrate failover should one cloud fail.
We'll stand up and manage our clusters, then use Istio, Helm, and Codefresh to do a multi-cloud Canary rollout to each cloud.
Come ready to see:
- Continuous Delivery to multiple Kubernetes providers
- Cluster creation on multiple clouds from a single interface
- How to create failover rules
- A practical guide on how to set it up for yourself
Get a free Codefresh account today (that's 120 build/month!) at https://codefresh.io/codefresh-signup/
Recording here: https://www.youtube.com/watch?v=5W4n9K3PIVg
Since Docker was open sourced in 2013, the community and adoption around Docker containers has grown to over 6 billion downloads and over 1000 contributors. Learn about why this is, and why you should start using containers for your own applications.
présentation de l'utilisation de Docker, du niveau 0 "je joue avec sur mon poste" au niveau Docker Hero "je tourne en prod".
Ce talk fait suite à l'intro de @dgageot et ne comporte donc pas l'intro "c'est quoi Docker ?".
A Gluecon 2017 talk on why section.io uses Kubernetes to build a content delivery network that properly supports agile and devops teams. Demo code is available on github
Integrating Docker EE into Société Générale's Existing Enterprise IT SystemsDocker, Inc.
Société Générale knows that containers and the cloud are the future of the IT industry and have been using Docker EE for over a year and a half. In this talk, we will share how Docker EE fits into our global strategy and our architecture for integrating the platform to our existing IT systems. We will go over tradeoffs of how we operationalized the platform to provide a highly available CAAS to our global enterprise. Finally, we will share how we are onboarding development teams and deploying their applications to production.
Solomon Hykes from the Docker project explains the principles and operations of the Docker project, and how it deals with extreme levels of scale and openness.
Intro to Kubernetes Workshop — Innovation Labs July 2020CloudHero
This presentation was the foundation of our Introduction to Kubernetes workshop hosted by CloudHero CTO Andrei Petrescu for the Innovation Labs teams on the 23rd of July 2020.
This presentation covers the following topics:
-Kubernetes Architecture
-Communicating with the API
-Application Building Blocks
To find out more about this topic, check https://cloudhero.io/
In this slide. We will explain about what is DevOps, Docker, Kubernetes and CI/CD. We will show problem of development in real world and solution. You can watch live here https://www.facebook.com/devopsbkk/videos/294665554682243/ from minute 56
DevOps BKK 2018 at Bitec Bangna on September 8, 2018
Accelerating the Next 10,000 Clouds by Michael Kadera, IntelDocker, Inc.
In these slides we discuss how Intel has enabled hardware based security for container use cases. We will also demonstrate Clear Containers functioning in the latest Docker release and how you can use Clear Containers today.
Presented by: Carlos Santana
Presented at the All Things Open 2021
Raleigh, NC, USA
Raleigh Convention Center
Abstract: You are a great developer using JavaScript and working with NodeJS. Then everyone tells you to run your code on Kubernetes. If you were like me, my reaction was all docs are about Java or Go, no good guides for NodeJs. I’m super productive with NodeJS. How can I continue to be? While using this new Kubernetes thing. I will share my story and lessons learned while developing my best practices for Nodejs developers while working with Kubernetes.
In this talk, I will provide the top tips and tools for Nodejs using Kubernetes, including live-reload on cluster with break points live.
Docker containers have brought great opportunities to shorten the deployment process through continuous integration and delivery of applications and microservices. This applies equally to enterprise datacenters as well the cloud.
Jari discuss the solutions and benefits of a deeply-integrated deployment pipeline for using technologies such as container management platforms, Docker containers, and CI/CD solutions. He also demonstrated deployment of a CI/CD pipeline using container management, as well as showed how to deploy a containerized application using Github, Travis, Kontena, CoreOS and DigitalOcean with a continuous delivery pipeline.
Attendees learned how the deployment process can be automated and significantly sped up by using containers and modern CI/CD pipeline tools. Through the demo example, the attendees will see an example of how this is built and run using the mentioned CI/CD solutions. This showed them how a continuous delivery pipeline will help streamline their processes and make deployments more agile.
DockerCon EU 2015: Placing a container on a train at 200mphDocker, Inc.
Presented by Casper S. Jensen, Software Engineer, Uber
At Uber, we've been introducing Docker to give service owners more control over their environments. However, everything at Uber is moving very fast so we have had to do it a way such that Docker fitted into the existing infrastructure and services could be migrated seamlessly to Docker without any service interruptions. In this talk we will talk about the challenges we faced while doing this, such as handling both non-Docker and Docker builds, image replication, integration with our deployment systems and other challenges when deploying Docker at scale.
DockerCon EU 2015: Deploying and Managing Containers for DevelopersDocker, Inc.
Presentation by Fernando Mayo and Borja Burgos, co-founders of Tutum
As a developer, you want to build and deploying applications to be easy. Build it once and deploy it wherever you want. Tutum makes it easy. In this session, you’ll learn how Tutum can be part of your CI/CD pipeline.
Docker provides PODA (Package Once Deploy Anywhere) and complements WORA (Write Once Run Anywhere) provided by Java. It also helps you reduce the impedance mismatch between dev, test, and production environment and simplifies Java application deployment.
This session will explain how to:
* Run your first Java application with Docker
* Package your Java application with Docker
* Share your Java application using Docker Hub
* Deploy your Java application using Maven
* Deploy your application using Docker for AWS
* Scale Java services with Docker Engine swarm mode
* Package your multi-container application and use service discovery
* Monitor your Docker + Java applications
* Build a deployment pipeline using common tools
Containerizing Hardware Accelerated ApplicationsDocker, Inc.
Many applications allow you to use hardware such as GPUs and FPGAs for acceleration. Common examples include media processing and offloading highly parallel work to a GPU. Applications that use accelerators are resource heavy and have stacks spanning kernel and user space; accelerators often have their own requirements for operating system support and kernel versions. While it may not seem intuitive to containerize this type of application, the use of containers provides benefits such as reduced setup time from container reuse, reduction in dependency conflicts and dependency on a specific operating system, and easier updates.
In this session I show a media processing stack, making use of containers alongside a GPU. Specifically, I explain the kernel and user space divide of a hardware-accelerated transcode application using a device exposed to the container. This specific stack is an interesting case because of its dependency on hardware, use of a custom kernel and libraries, and operating system requirements. Our investigations have shown the use of containers has minimal performance overhead compared to running natively. Furthermore, we can quickly deploy on other machines with reduced configuration effort. There are some aspects of the application not suited to containerization, however. Since the application relies on a custom kernel, the use of containers does not necessarily increase portability. Improvement in this area would require rethinking how the applications are developed and distributed. Other areas of innovation include things such as Docker plugins to check for compatibility between the container software and host kernel.
DevOps is the future and next step for developer that need to learn. This session will explain why DevOps is important. The concept of DevOps and related technology and tools. Then how to start DevOps
Guest Speaker at IT@KMITL on March 20, 2019
Automated Serverless Pipelines with #GitOps on CodefreshCodefresh
**Watch the full presentation here: https://codefresh.io/automated-serverless-pipelines-with-gitops-on-codefresh/
Dan Van Brunt introduces you to Serverless, talks about common misconceptions and challenges, and then demos how he uses the Serverless Framework effectively alongside containers. He shares some of the advanced pipelines he's developed so you can replicate his workflow without building a pipeline from scratch!
Try Codefresh for FREE (120 builds/month) and get a free custom demo at Codefresh.io
Docker - A high level introduction to dockers and containersDr Ganesh Iyer
A high level introduction to Dockers and Containers. Many of the slides are not mine.I used the slides I got from Internet and prepared the rest of the slides based on my understand form various blogs and other google info.
In this document, we would like to explain the container connectivity aspects and how the container networking and communication comes handy in producing next-generation microservices-centric, enterprise-class, and distributed applications. We have picked up a use case and demonstrated how the linkage between an application and a backend database results in a containerized business application.
Running Docker in Production - The Good, the Bad and The UglyKontena, Inc.
When beginning to run Docker in production choosing the right path is critical. This presentation gives you some tips and suggestions on how to make this process easier.
Multi-cloud CI/CD with failover powered by K8s, Istio, Helm, and Codefresh Codefresh
**View the full webinar here: https://codefresh.io/multi-cloud-cicd-kubernetes-failover-across-clouds/
Multi-cloud Kubernetes is all about mitigating risk between hosting providers. In this webinar, we'll leverage Kubernetes as our universal cloud API, standup clusters in Google, Amazon, and Azure, setup multi-deploy so our application is in several locations, and demonstrate failover should one cloud fail.
We'll stand up and manage our clusters, then use Istio, Helm, and Codefresh to do a multi-cloud Canary rollout to each cloud.
Come ready to see:
- Continuous Delivery to multiple Kubernetes providers
- Cluster creation on multiple clouds from a single interface
- How to create failover rules
- A practical guide on how to set it up for yourself
Get a free Codefresh account today (that's 120 build/month!) at https://codefresh.io/codefresh-signup/
Recording here: https://www.youtube.com/watch?v=5W4n9K3PIVg
Since Docker was open sourced in 2013, the community and adoption around Docker containers has grown to over 6 billion downloads and over 1000 contributors. Learn about why this is, and why you should start using containers for your own applications.
présentation de l'utilisation de Docker, du niveau 0 "je joue avec sur mon poste" au niveau Docker Hero "je tourne en prod".
Ce talk fait suite à l'intro de @dgageot et ne comporte donc pas l'intro "c'est quoi Docker ?".
A Gluecon 2017 talk on why section.io uses Kubernetes to build a content delivery network that properly supports agile and devops teams. Demo code is available on github
Integrating Docker EE into Société Générale's Existing Enterprise IT SystemsDocker, Inc.
Société Générale knows that containers and the cloud are the future of the IT industry and have been using Docker EE for over a year and a half. In this talk, we will share how Docker EE fits into our global strategy and our architecture for integrating the platform to our existing IT systems. We will go over tradeoffs of how we operationalized the platform to provide a highly available CAAS to our global enterprise. Finally, we will share how we are onboarding development teams and deploying their applications to production.
Solomon Hykes from the Docker project explains the principles and operations of the Docker project, and how it deals with extreme levels of scale and openness.
Intro to Kubernetes Workshop — Innovation Labs July 2020CloudHero
This presentation was the foundation of our Introduction to Kubernetes workshop hosted by CloudHero CTO Andrei Petrescu for the Innovation Labs teams on the 23rd of July 2020.
This presentation covers the following topics:
-Kubernetes Architecture
-Communicating with the API
-Application Building Blocks
To find out more about this topic, check https://cloudhero.io/
In this slide. We will explain about what is DevOps, Docker, Kubernetes and CI/CD. We will show problem of development in real world and solution. You can watch live here https://www.facebook.com/devopsbkk/videos/294665554682243/ from minute 56
DevOps BKK 2018 at Bitec Bangna on September 8, 2018
Accelerating the Next 10,000 Clouds by Michael Kadera, IntelDocker, Inc.
In these slides we discuss how Intel has enabled hardware based security for container use cases. We will also demonstrate Clear Containers functioning in the latest Docker release and how you can use Clear Containers today.
Presented by: Carlos Santana
Presented at the All Things Open 2021
Raleigh, NC, USA
Raleigh Convention Center
Abstract: You are a great developer using JavaScript and working with NodeJS. Then everyone tells you to run your code on Kubernetes. If you were like me, my reaction was all docs are about Java or Go, no good guides for NodeJs. I’m super productive with NodeJS. How can I continue to be? While using this new Kubernetes thing. I will share my story and lessons learned while developing my best practices for Nodejs developers while working with Kubernetes.
In this talk, I will provide the top tips and tools for Nodejs using Kubernetes, including live-reload on cluster with break points live.
Docker containers have brought great opportunities to shorten the deployment process through continuous integration and delivery of applications and microservices. This applies equally to enterprise datacenters as well the cloud.
Jari discuss the solutions and benefits of a deeply-integrated deployment pipeline for using technologies such as container management platforms, Docker containers, and CI/CD solutions. He also demonstrated deployment of a CI/CD pipeline using container management, as well as showed how to deploy a containerized application using Github, Travis, Kontena, CoreOS and DigitalOcean with a continuous delivery pipeline.
Attendees learned how the deployment process can be automated and significantly sped up by using containers and modern CI/CD pipeline tools. Through the demo example, the attendees will see an example of how this is built and run using the mentioned CI/CD solutions. This showed them how a continuous delivery pipeline will help streamline their processes and make deployments more agile.
DockerCon EU 2015: Placing a container on a train at 200mphDocker, Inc.
Presented by Casper S. Jensen, Software Engineer, Uber
At Uber, we've been introducing Docker to give service owners more control over their environments. However, everything at Uber is moving very fast so we have had to do it a way such that Docker fitted into the existing infrastructure and services could be migrated seamlessly to Docker without any service interruptions. In this talk we will talk about the challenges we faced while doing this, such as handling both non-Docker and Docker builds, image replication, integration with our deployment systems and other challenges when deploying Docker at scale.
DockerCon EU 2015: Deploying and Managing Containers for DevelopersDocker, Inc.
Presentation by Fernando Mayo and Borja Burgos, co-founders of Tutum
As a developer, you want to build and deploying applications to be easy. Build it once and deploy it wherever you want. Tutum makes it easy. In this session, you’ll learn how Tutum can be part of your CI/CD pipeline.
Docker provides PODA (Package Once Deploy Anywhere) and complements WORA (Write Once Run Anywhere) provided by Java. It also helps you reduce the impedance mismatch between dev, test, and production environment and simplifies Java application deployment.
This session will explain how to:
* Run your first Java application with Docker
* Package your Java application with Docker
* Share your Java application using Docker Hub
* Deploy your Java application using Maven
* Deploy your application using Docker for AWS
* Scale Java services with Docker Engine swarm mode
* Package your multi-container application and use service discovery
* Monitor your Docker + Java applications
* Build a deployment pipeline using common tools
Containerizing Hardware Accelerated ApplicationsDocker, Inc.
Many applications allow you to use hardware such as GPUs and FPGAs for acceleration. Common examples include media processing and offloading highly parallel work to a GPU. Applications that use accelerators are resource heavy and have stacks spanning kernel and user space; accelerators often have their own requirements for operating system support and kernel versions. While it may not seem intuitive to containerize this type of application, the use of containers provides benefits such as reduced setup time from container reuse, reduction in dependency conflicts and dependency on a specific operating system, and easier updates.
In this session I show a media processing stack, making use of containers alongside a GPU. Specifically, I explain the kernel and user space divide of a hardware-accelerated transcode application using a device exposed to the container. This specific stack is an interesting case because of its dependency on hardware, use of a custom kernel and libraries, and operating system requirements. Our investigations have shown the use of containers has minimal performance overhead compared to running natively. Furthermore, we can quickly deploy on other machines with reduced configuration effort. There are some aspects of the application not suited to containerization, however. Since the application relies on a custom kernel, the use of containers does not necessarily increase portability. Improvement in this area would require rethinking how the applications are developed and distributed. Other areas of innovation include things such as Docker plugins to check for compatibility between the container software and host kernel.
DevOps is the future and next step for developer that need to learn. This session will explain why DevOps is important. The concept of DevOps and related technology and tools. Then how to start DevOps
Guest Speaker at IT@KMITL on March 20, 2019
Automated Serverless Pipelines with #GitOps on CodefreshCodefresh
**Watch the full presentation here: https://codefresh.io/automated-serverless-pipelines-with-gitops-on-codefresh/
Dan Van Brunt introduces you to Serverless, talks about common misconceptions and challenges, and then demos how he uses the Serverless Framework effectively alongside containers. He shares some of the advanced pipelines he's developed so you can replicate his workflow without building a pipeline from scratch!
Try Codefresh for FREE (120 builds/month) and get a free custom demo at Codefresh.io
Docker - A high level introduction to dockers and containersDr Ganesh Iyer
A high level introduction to Dockers and Containers. Many of the slides are not mine.I used the slides I got from Internet and prepared the rest of the slides based on my understand form various blogs and other google info.
In this document, we would like to explain the container connectivity aspects and how the container networking and communication comes handy in producing next-generation microservices-centric, enterprise-class, and distributed applications. We have picked up a use case and demonstrated how the linkage between an application and a backend database results in a containerized business application.
Docker with DevOps Program with Implementation.
In this document, we would like to explain the container connectivity aspects and how the container networking and communication comes handy in producing next-generation microservices-centric, enterprise-class, and distributed applications. We have picked up a use case and demonstrated how the linkage between an application and a backend database results in a containerized business application.
What is Docker & Why is it Getting Popular?Mars Devs
Docker and containerization, in general, are now causing quite a stir But what is Docker, and how does it relate to containerization. Today, in this blog we will walk you through the nitty-gritty of Docker and why it is getting adopted rapidly.
Click here to know more: https://www.marsdevs.com/blogs/what-is-docker-why-is-it-getting-popular
The Axigen Docker image is provided for users to be able to run an Axigen based mail service within a Docker container.
The following services are enabled and mapped as 'exposed' TCP ports in Docker:
§ SMTP (25 - non secure, 465 - TLS)
§ IMAP (143 - non secure, 993 - TLS)
§ POP3 (110 - non secure, 995 - TLS)
§ WEBMAIL (80 - non secure, 443 - TLS)
§ WEBADMIN (9000 - non secure, 9443 - TLS)
CLI (7000 - non secure
Docker, Cloud Foundry & Bosh. Why use containers? How does Bluemix fit into this? What about adding services? All these questions are answered, and more!
There are probably a lot of technologies you must learn in order to master the modern development and DevOps ecosystem but Docker (and of course orchestration and the containers’ ecosystem) is one of the important skills to have nowadays.
https://www.gangboard.com/operating-system-training/docker-training
In this overview presented to a gathering of directors for a large network equipment manufacturer, Chris discusses Docker, DevOps workflows, considerations for containers in production, and the extended Docker technology ecosystem.
HEAP SORT ILLUSTRATED WITH HEAPIFY, BUILD HEAP FOR DYNAMIC ARRAYS.
Heap sort is a comparison-based sorting technique based on Binary Heap data structure. It is similar to the selection sort where we first find the minimum element and place the minimum element at the beginning. Repeat the same process for the remaining elements.
Low power architecture of logic gates using adiabatic techniquesnooriasukmaningtyas
The growing significance of portable systems to limit power consumption in ultra-large-scale-integration chips of very high density, has recently led to rapid and inventive progresses in low-power design. The most effective technique is adiabatic logic circuit design in energy-efficient hardware. This paper presents two adiabatic approaches for the design of low power circuits, modified positive feedback adiabatic logic (modified PFAL) and the other is direct current diode based positive feedback adiabatic logic (DC-DB PFAL). Logic gates are the preliminary components in any digital circuit design. By improving the performance of basic gates, one can improvise the whole system performance. In this paper proposed circuit design of the low power architecture of OR/NOR, AND/NAND, and XOR/XNOR gates are presented using the said approaches and their results are analyzed for powerdissipation, delay, power-delay-product and rise time and compared with the other adiabatic techniques along with the conventional complementary metal oxide semiconductor (CMOS) designs reported in the literature. It has been found that the designs with DC-DB PFAL technique outperform with the percentage improvement of 65% for NOR gate and 7% for NAND gate and 34% for XNOR gate over the modified PFAL techniques at 10 MHz respectively.
Literature Review Basics and Understanding Reference Management.pptxDr Ramhari Poudyal
Three-day training on academic research focuses on analytical tools at United Technical College, supported by the University Grant Commission, Nepal. 24-26 May 2024
Water billing management system project report.pdfKamal Acharya
Our project entitled “Water Billing Management System” aims is to generate Water bill with all the charges and penalty. Manual system that is employed is extremely laborious and quite inadequate. It only makes the process more difficult and hard.
The aim of our project is to develop a system that is meant to partially computerize the work performed in the Water Board like generating monthly Water bill, record of consuming unit of water, store record of the customer and previous unpaid record.
We used HTML/PHP as front end and MYSQL as back end for developing our project. HTML is primarily a visual design environment. We can create a android application by designing the form and that make up the user interface. Adding android application code to the form and the objects such as buttons and text boxes on them and adding any required support code in additional modular.
MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software. It is a stable ,reliable and the powerful solution with the advanced features and advantages which are as follows: Data Security.MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.