Video available here: http://vivu.tv/portal/archive.jsp?flow=783-586-4282&id=1270584002677
We all know that MongoDB is one of the most flexible and feature-rich databases available. In this webinar we'll discuss how you can leverage this feature set and maintain high performance with your project's massive data sets and high loads. We'll cover how indexes can be designed to optimize the performance of MongoDB. We'll also discuss tips for diagnosing and fixing performance issues should they arise.
This is the presentation I delivered on Hadoop User Group Ireland meetup in Dublin on Nov 28 2015. It covers at glance the architecture of GPDB and most important its features. Sorry for the colors - Slideshare is crappy with PDFs
[Bind DNS + Zimbra + SpamAssassin] Antispam Installation GuideMạnh Nguyễn Văn
To configure our system, I used the following software:
- DNS server: Bind DNS.
- Email server: Zimbra Collaboration Suite open source edition.
- Anti-spam: SpamAssassin.
- Mail client: Zimbra
PostgreSQL Tutorial for Beginners | EdurekaEdureka!
YouTube Link: https://youtu.be/-VO7YjQeG6Y
** MYSQL DBA Certification Training https://www.edureka.co/mysql-dba **
This Edureka PPT on PostgreSQL Tutorial For Beginners (blog: http://bit.ly/33GN7jQ) will help you learn PostgreSQL in depth.
Follow us to never miss an update in the future.
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Castbox: https://castbox.fm/networks/505?country=in
Video available here: http://vivu.tv/portal/archive.jsp?flow=783-586-4282&id=1270584002677
We all know that MongoDB is one of the most flexible and feature-rich databases available. In this webinar we'll discuss how you can leverage this feature set and maintain high performance with your project's massive data sets and high loads. We'll cover how indexes can be designed to optimize the performance of MongoDB. We'll also discuss tips for diagnosing and fixing performance issues should they arise.
This is the presentation I delivered on Hadoop User Group Ireland meetup in Dublin on Nov 28 2015. It covers at glance the architecture of GPDB and most important its features. Sorry for the colors - Slideshare is crappy with PDFs
[Bind DNS + Zimbra + SpamAssassin] Antispam Installation GuideMạnh Nguyễn Văn
To configure our system, I used the following software:
- DNS server: Bind DNS.
- Email server: Zimbra Collaboration Suite open source edition.
- Anti-spam: SpamAssassin.
- Mail client: Zimbra
PostgreSQL Tutorial for Beginners | EdurekaEdureka!
YouTube Link: https://youtu.be/-VO7YjQeG6Y
** MYSQL DBA Certification Training https://www.edureka.co/mysql-dba **
This Edureka PPT on PostgreSQL Tutorial For Beginners (blog: http://bit.ly/33GN7jQ) will help you learn PostgreSQL in depth.
Follow us to never miss an update in the future.
YouTube: https://www.youtube.com/user/edurekaIN
Instagram: https://www.instagram.com/edureka_learning/
Facebook: https://www.facebook.com/edurekaIN/
Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka
Castbox: https://castbox.fm/networks/505?country=in
AWS Webcast - Amazon RDS for Oracle: Best Practices and Migration Amazon Web Services
Amazon Relational Database Service (Amazon RDS) is a web service that makes it easy to set up, operate, and scale a relational database in the cloud. With Amazon RDS, you can deploy multiple editions of Oracle Database 11g in minutes with cost-efficient and re-sizable hardware capacity.
In this webinar, we'll discuss how to get the most out of the service, including techniques for migrating data in and out.
Jane Uyvova
Senior Solutions Architect, MongoDB
March 21, 2017
MongoDB Evenings San Francisco
Learn how easy it is to set up, operate, and scale your MongoDB deployments in the cloud with MongoDB Atlas.
by Mahesh Pakal, AWS
PostgreSQL is a powerful, enterprise class open source object-relational database system with an emphasis on extensibility and standards-compliance. PostgreSQL boasts many sophisticated features and runs stored procedures in more than a dozen programming languages. We’ll explore the advantages and limitations of PostgreSQL, examples of where it is best suited for use, and examples of who is using PostgreSQL to power their applications.
Watch this talk here: https://www.confluent.io/online-talks/apache-kafka-architecture-and-fundamentals-explained-on-demand
This session explains Apache Kafka’s internal design and architecture. Companies like LinkedIn are now sending more than 1 trillion messages per day to Apache Kafka. Learn about the underlying design in Kafka that leads to such high throughput.
This talk provides a comprehensive overview of Kafka architecture and internal functions, including:
-Topics, partitions and segments
-The commit log and streams
-Brokers and broker replication
-Producer basics
-Consumers, consumer groups and offsets
This session is part 2 of 4 in our Fundamentals for Apache Kafka series.
Benchmarking is hard. Benchmarking databases, harder. Benchmarking databases that follow different approaches (relational vs document) is even harder.
But the market demands these kinds of benchmarks. Despite the different data models that MongoDB and PostgreSQL expose, many organizations face the challenge of picking either technology. And performance is arguably the main deciding factor.
Join this talk to discover the numbers! After $30K spent on public cloud and months of testing, there are many different scenarios to analyze. Benchmarks on three distinct categories have been performed: OLTP, OLAP and comparing MongoDB 4.0 transaction performance with PostgreSQL's.
What would be faster, MongoDB or PostgreSQL?
In this talk, we'll walk through RocksDB technology and look into areas where MyRocks is a good fit by comparison to other engines such as InnoDB. We will go over internals, benchmarks, and tuning of MyRocks engine. We also aim to explore the benefits of using MyRocks within the MySQL ecosystem. Attendees will be able to conclude with the latest development of tools and integration within MySQL.
Use ScyllaDB Alternator to Use Amazon DynamoDB API, Everywhere, Better, More ...ScyllaDB
Alternator is ScyllaDB’s API compatible with Amazon DynamoDB. Alternator allows you to go beyond the AWS perimeter to run your workload everywhere, on any cloud or on premises, without a single line of code change.
The session will show how to save costs by moving workloads from Amazon DynamoDB to ScyllaDB Alternator using real-life examples.
We will give an insight into the Alternator development process and road-map and demonstrate how to use it on Scylla Cloud for production and your local machine for testing.
Automate Oracle database patches and upgrades using Fleet Provisioning and Pa...Nelson Calero
Each new version of the Oracle database includes improvements in the upgrade and patching utilities, forcing us to update our procedures to incorporate these changes.
The Fleet Provisioning & Patching (FPP, formerly RHP) utility, together with the change in its licensing announced at OOW 2019 that makes it free in RAC, now makes it possible to centrally manage the software life cycle.
This presentation shows examples of how to use FPP and different configuration options.
Troubleshooting Tips and Tricks for Database 19c - EMEA Tour Oct 2019Sandesh Rao
This session will focus on 19 troubleshooting tips and tricks for DBA's covering tools from the Oracle Autonomous Health Framework (AHF) like Trace file Analyzer (TFA) to collect , organize and analyze log data , Exachk and orachk to perform mass best practices analysis and automation , Cluster Health Advisor to debug node evictions and calibrate the framework , OSWatcher and its analysis engine , oratop for pinpointing performance issues and many others to make one feel like a rockstar DBA
Tech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of FacebookThe Hive
This presentation describes the reasons why Facebook decided to build yet another key-value store, the vision and architecture of RocksDB and how it differs from other open source key-value stores. Dhruba describes some of the salient features in RocksDB that are needed for supporting embedded-storage deployments. He explains typical workloads that could be the primary use-cases for RocksDB. He also lays out the roadmap to make RocksDB the key-value store of choice for highly-multi-core processors and RAM-speed storage devices.
Lightweight Transactions at Lightning SpeedScyllaDB
This talk will outline the Scylla implementation of Lightweight Transactions (LWT) that brings us to parity with Apache Cassandra. We will cover how to use it, what is working, and what is left to be done. We will also cover what other improvements are in store to improve Scylla's transactional capabilities and why it matters.
This is the slide of a session at the biggest tech conference in south Taiwan.
The session would introduce how to improve efficiency on the web application & database side.
This slide use Mandarin
These slides are from ruBSD conf held in Moscow, Russia on 14 Dec 2013. In my presentation, I've described the new SAT solver I've developed for FreeBSD package management system and the important consequences of this change.
AWS Webcast - Amazon RDS for Oracle: Best Practices and Migration Amazon Web Services
Amazon Relational Database Service (Amazon RDS) is a web service that makes it easy to set up, operate, and scale a relational database in the cloud. With Amazon RDS, you can deploy multiple editions of Oracle Database 11g in minutes with cost-efficient and re-sizable hardware capacity.
In this webinar, we'll discuss how to get the most out of the service, including techniques for migrating data in and out.
Jane Uyvova
Senior Solutions Architect, MongoDB
March 21, 2017
MongoDB Evenings San Francisco
Learn how easy it is to set up, operate, and scale your MongoDB deployments in the cloud with MongoDB Atlas.
by Mahesh Pakal, AWS
PostgreSQL is a powerful, enterprise class open source object-relational database system with an emphasis on extensibility and standards-compliance. PostgreSQL boasts many sophisticated features and runs stored procedures in more than a dozen programming languages. We’ll explore the advantages and limitations of PostgreSQL, examples of where it is best suited for use, and examples of who is using PostgreSQL to power their applications.
Watch this talk here: https://www.confluent.io/online-talks/apache-kafka-architecture-and-fundamentals-explained-on-demand
This session explains Apache Kafka’s internal design and architecture. Companies like LinkedIn are now sending more than 1 trillion messages per day to Apache Kafka. Learn about the underlying design in Kafka that leads to such high throughput.
This talk provides a comprehensive overview of Kafka architecture and internal functions, including:
-Topics, partitions and segments
-The commit log and streams
-Brokers and broker replication
-Producer basics
-Consumers, consumer groups and offsets
This session is part 2 of 4 in our Fundamentals for Apache Kafka series.
Benchmarking is hard. Benchmarking databases, harder. Benchmarking databases that follow different approaches (relational vs document) is even harder.
But the market demands these kinds of benchmarks. Despite the different data models that MongoDB and PostgreSQL expose, many organizations face the challenge of picking either technology. And performance is arguably the main deciding factor.
Join this talk to discover the numbers! After $30K spent on public cloud and months of testing, there are many different scenarios to analyze. Benchmarks on three distinct categories have been performed: OLTP, OLAP and comparing MongoDB 4.0 transaction performance with PostgreSQL's.
What would be faster, MongoDB or PostgreSQL?
In this talk, we'll walk through RocksDB technology and look into areas where MyRocks is a good fit by comparison to other engines such as InnoDB. We will go over internals, benchmarks, and tuning of MyRocks engine. We also aim to explore the benefits of using MyRocks within the MySQL ecosystem. Attendees will be able to conclude with the latest development of tools and integration within MySQL.
Use ScyllaDB Alternator to Use Amazon DynamoDB API, Everywhere, Better, More ...ScyllaDB
Alternator is ScyllaDB’s API compatible with Amazon DynamoDB. Alternator allows you to go beyond the AWS perimeter to run your workload everywhere, on any cloud or on premises, without a single line of code change.
The session will show how to save costs by moving workloads from Amazon DynamoDB to ScyllaDB Alternator using real-life examples.
We will give an insight into the Alternator development process and road-map and demonstrate how to use it on Scylla Cloud for production and your local machine for testing.
Automate Oracle database patches and upgrades using Fleet Provisioning and Pa...Nelson Calero
Each new version of the Oracle database includes improvements in the upgrade and patching utilities, forcing us to update our procedures to incorporate these changes.
The Fleet Provisioning & Patching (FPP, formerly RHP) utility, together with the change in its licensing announced at OOW 2019 that makes it free in RAC, now makes it possible to centrally manage the software life cycle.
This presentation shows examples of how to use FPP and different configuration options.
Troubleshooting Tips and Tricks for Database 19c - EMEA Tour Oct 2019Sandesh Rao
This session will focus on 19 troubleshooting tips and tricks for DBA's covering tools from the Oracle Autonomous Health Framework (AHF) like Trace file Analyzer (TFA) to collect , organize and analyze log data , Exachk and orachk to perform mass best practices analysis and automation , Cluster Health Advisor to debug node evictions and calibrate the framework , OSWatcher and its analysis engine , oratop for pinpointing performance issues and many others to make one feel like a rockstar DBA
Tech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of FacebookThe Hive
This presentation describes the reasons why Facebook decided to build yet another key-value store, the vision and architecture of RocksDB and how it differs from other open source key-value stores. Dhruba describes some of the salient features in RocksDB that are needed for supporting embedded-storage deployments. He explains typical workloads that could be the primary use-cases for RocksDB. He also lays out the roadmap to make RocksDB the key-value store of choice for highly-multi-core processors and RAM-speed storage devices.
Lightweight Transactions at Lightning SpeedScyllaDB
This talk will outline the Scylla implementation of Lightweight Transactions (LWT) that brings us to parity with Apache Cassandra. We will cover how to use it, what is working, and what is left to be done. We will also cover what other improvements are in store to improve Scylla's transactional capabilities and why it matters.
This is the slide of a session at the biggest tech conference in south Taiwan.
The session would introduce how to improve efficiency on the web application & database side.
This slide use Mandarin
These slides are from ruBSD conf held in Moscow, Russia on 14 Dec 2013. In my presentation, I've described the new SAT solver I've developed for FreeBSD package management system and the important consequences of this change.
In the context of package management, the solver is an algorithm (or set of algorithms) to resolve dependencies and conflicts. The solver must handle options, upgrades, multiple repos, locally installed software, as well as other factors. The upcoming 1.3 release of pkg will have the new solver that has some important consequences.
This talk is dedicated to the design concepts of the new solver in pkg management system (pkg-ng initially). In this talk, I describe the basic architecture of the solver, ideas used and the consequences of using this algorithm. Moreover, this talk describes the proposed pkg and ports architecture to simplify binary packages and ports using for all FreeBSD users.
Learn what DataStax is doing to ensure Cassandra releases are of high quality through functional test engineering and performance testing. Learn about the public testing resources that are available to the open source community that offer a common self-service experience to Cassandra contributors.
A part of this talk will show cassandra-dtest, the integration test suite for Cassandra functional testing, cstar_perf the Cassandra performance testing framework, CVH a rigourous data validation harness, and CassCI the Cassandra Continuous Integration service for running any developer branch of Cassandra and applying a common test suite. We will offer a glimpse at what testing will look like under the new Tick-Tock Cassandra release process.
Kafka Streams is a client library for building applications and microservices, where the input and output data are stored in Kafka clusters. But, learning it with Scala is a major challenge because it does not provide a Scala API. In this KnolX we will see how to overcome the challenges of using Kafka Streams with Scala.
Connect, Test, Optimize: The Ultimate Kafka Connector Benchmarking ToolkitHostedbyConfluent
"Kafka Connect is quintessential for most production-grade Kafka data pipelines. As a core Kafka Connect team supporting more than 75 connectors at Confluent, we needed a platform that not only enables easy repeatability of tests across a breadth of connectors but also facilitates benchmarking and extensive analysis of diverse test runs. This session goes over the challenges in designing a framework to test connector performance.
We will cover specific aspects of Connector testing, fine tuning parameters like connector configurations, clusters specifications for optimal performance. The framework integrates with various tools such as Jmeter, Hammerdb, ChaosMesh, Prometheus etc., scaled for Cloud-native environments. We will further go over how we optimized connector performance for maximum public record poll rates, cpu/memory usage, throughput, latencies for different data formats.
Attendees learn in detail how real-world scenarios can be simulated in a test setup for a few connectors like S3 Sink Connector. We also go over some generic guidelines for performance testing of Kafka Connectors and practical considerations for implementing such test frameworks in general."
The Best Feature of Go – A 5 Year RetrospectiveTahir Hashmi
After shipping Go code to production across 3 companies and 5 years, one feature of Go stands out as really special to me. That's what I talked about at Tokopedia Tech-a-Break GoJakarta Meetup.
This presentation will walk through some of the key considerations for planning and running load test to ensure your Cassandra application will meet you expected scaling requirements. We will also walk through some examples of using the cassandra-stress tool to construct load test for real-life application scenarios.
About the Speaker
Ben Slater Chief Product Officer, Instaclustr
Instaclustr provides Cassandra and Spark as a managed service in the cloud. As Chief Product Officer, Ben is charged with steering Instaclustr's development roadmap, managing product engineering and overseeing the production support and consulting teams. Ben has over 20 years experience in systems development including previously as lead architect for the product that is now Oracle Policy Automation and over 10 years as a solution architect and project manager for Accenture.
Ben Slater, Chief Product Officer at Instaclustr, presentation from the Cassandra Summit 2016, in San Jose.
This presentation walks through some of the key considerations for planning and running load test to ensure your Cassandra application will meet you expected scaling requirements. It also goes through some examples of using the cassandra-stress tool to construct load test for real-life application scenarios.
ShadowReader - Serverless load tests for replaying production trafficYuki Sawa
While load testing has become more accessible, configuring load tests that faithfully recreate production conditions can be difficult -- a good load test must use a set of URLs that is representative of production traffic and achieve request rates that mimic real users. Even performing distributed load tests requires the upkeep of a fleet of servers.
ShadowReader aims to solve these problems. It gathers URLs and request rates straight from production logs and replays it using AWS Lambda. Being serverless, it is more efficient cost and performance wise than traditional distributed load tests and in practice has scaled beyond 50,000 requests / minute.
At Edmunds, we have been able to utilize these capabilities to solve problems such as Node.js memory leaks that were happening only in production by recreating the same conditions in our QA environment. It’s also being used everyday to generate load for pre-prod canary deployments.
This presentation will go over:
- How ShadowReader solved a production incident through replaying traffic
- Explain ShadowReader's serverless architecture
- Show the audience how they can leverage it for their own testing
ShadowReader has recently been open sourced on GitHub and is actively seeking suggestions and contributions.
Optimizing, Profiling, and Deploying High Performance Spark ML and TensorFlow AIData Con LA
Abstract:-
Using the latest advancements from TensorFlow including the Accelerated Linear Algebra (XLA) Framework, JIT/AOT Compiler, and Graph Transform Tool , I’ll demonstrate how to optimize, profile, and deploy TensorFlow Models - and the TensorFlow Runtime - in GPU-based production environment.
This talk is 100% demo based with open source tools and completely reproducible through Docker on your own GPU cluster.
Bio:-
Chris Fregly is Founder and Research Engineer at PipelineAI, a Streaming Machine Learning and Artificial Intelligence Startup based in San Francisco. He is also an Apache Spark Contributor, a Netflix Open Source Committer, founder of the Global Advanced Spark and TensorFlow Meetup, author of the O’Reilly Training and Video Series titled, "High Performance TensorFlow in Production."
Pipeline.AI was also the recent winner of the O'Reilly Media AI Startup Showcase at the AI conference.
Previously, Chris was a Distributed Systems Engineer at Netflix, a Data Solutions Engineer at Databricks, and a Founding Member and Principal Engineer at the IBM Spark Technology Center in San Francisco.
Sharing (less) Pain of using Protractor & WebDriverAnand Bagmar
Slides from my talk in Selenium Conference London 2016 about "Sharing (Less) Pain with Protractor & Selenium WebDriver"
See blog for more information - http://essenceoftesting.blogspot.com/2016/11/shared-relatively-less-pain-of-using.html
My blog: https://essenceoftesting.blogspot.com
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
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.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
Online aptitude test management system project report.pdfKamal Acharya
The purpose of on-line aptitude test system is to take online test in an efficient manner and no time wasting for checking the paper. The main objective of on-line aptitude test system is to efficiently evaluate the candidate thoroughly through a fully automated system that not only saves lot of time but also gives fast results. For students they give papers according to their convenience and time and there is no need of using extra thing like paper, pen etc. This can be used in educational institutions as well as in corporate world. Can be used anywhere any time as it is a web based application (user Location doesn’t matter). No restriction that examiner has to be present when the candidate takes the test.
Every time when lecturers/professors need to conduct examinations they have to sit down think about the questions and then create a whole new set of questions for each and every exam. In some cases the professor may want to give an open book online exam that is the student can take the exam any time anywhere, but the student might have to answer the questions in a limited time period. The professor may want to change the sequence of questions for every student. The problem that a student has is whenever a date for the exam is declared the student has to take it and there is no way he can take it at some other time. This project will create an interface for the examiner to create and store questions in a repository. It will also create an interface for the student to take examinations at his convenience and the questions and/or exams may be timed. Thereby creating an application which can be used by examiners and examinee’s simultaneously.
Examination System is very useful for Teachers/Professors. As in the teaching profession, you are responsible for writing question papers. In the conventional method, you write the question paper on paper, keep question papers separate from answers and all this information you have to keep in a locker to avoid unauthorized access. Using the Examination System you can create a question paper and everything will be written to a single exam file in encrypted format. You can set the General and Administrator password to avoid unauthorized access to your question paper. Every time you start the examination, the program shuffles all the questions and selects them randomly from the database, which reduces the chances of memorizing the questions.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
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.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
An Approach to Detecting Writing Styles Based on Clustering Techniquesambekarshweta25
An Approach to Detecting Writing Styles Based on Clustering Techniques
Authors:
-Devkinandan Jagtap
-Shweta Ambekar
-Harshit Singh
-Nakul Sharma (Assistant Professor)
Institution:
VIIT Pune, India
Abstract:
This paper proposes a system to differentiate between human-generated and AI-generated texts using stylometric analysis. The system analyzes text files and classifies writing styles by employing various clustering algorithms, such as k-means, k-means++, hierarchical, and DBSCAN. The effectiveness of these algorithms is measured using silhouette scores. The system successfully identifies distinct writing styles within documents, demonstrating its potential for plagiarism detection.
Introduction:
Stylometry, the study of linguistic and structural features in texts, is used for tasks like plagiarism detection, genre separation, and author verification. This paper leverages stylometric analysis to identify different writing styles and improve plagiarism detection methods.
Methodology:
The system includes data collection, preprocessing, feature extraction, dimensional reduction, machine learning models for clustering, and performance comparison using silhouette scores. Feature extraction focuses on lexical features, vocabulary richness, and readability scores. The study uses a small dataset of texts from various authors and employs algorithms like k-means, k-means++, hierarchical clustering, and DBSCAN for clustering.
Results:
Experiments show that the system effectively identifies writing styles, with silhouette scores indicating reasonable to strong clustering when k=2. As the number of clusters increases, the silhouette scores decrease, indicating a drop in accuracy. K-means and k-means++ perform similarly, while hierarchical clustering is less optimized.
Conclusion and Future Work:
The system works well for distinguishing writing styles with two clusters but becomes less accurate as the number of clusters increases. Future research could focus on adding more parameters and optimizing the methodology to improve accuracy with higher cluster values. This system can enhance existing plagiarism detection tools, especially in academic settings.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
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.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
2. PROBLEM STATEMENT
WHY TESTING IS HARD
▸ Need to test on live traffic
▸ Testing environment might be less powerful (e.g. a VM)
▸ Experimental machines can fail or die
▸ Need to compare all results
8. ARCHITECTURE
MAIN FEATURES
▸ Reply immediately when get results from the main cluster
▸ Fast and low latency architecture
▸ Can use multiple compare result scripts
▸ Compare scripts could use all API functions from rspamd
10. ARCHITECTURE
ENCRYPTION PROXY
▸ Encrypt with HTTPCrypt:
▸ low latency (0 RTT before data sending)
▸ zero copy
▸ provable secure
▸ simple keys management
▸ Can open local files and send encrypted data stream
▸ Each cluster can have its own unique encryption key
▸ Local keys are rotated frequently
12. ARCHITECTURE
LOAD BALANCING
▸ Send certain amount of traffic to each testing cluster
▸ Balance within each cluster:
▸ balancing schemes: round-robin, master-slave, random
▸ each server can have its own priority
▸ can detect if an upstream is down
▸ lazily resolve upstream names (DNS balancing)
14. ARCHITECTURE
FOREIGN EXTERNAL SCANNERS
▸ Can scan external scanners, e.g. SA or Cloudmark
▸ Can evaluate their efficiency comparing to rspamd
▸ Use Lua filter to parse external scanners results
15. COMPARE EXAMPLES
AN EXAMPLE OF COMPARISON SCRIPT
return function(results)
local log = require "rspamd_logger"
for k,v in pairs(results) do
if type(v) == 'table' then
log.infox("%s: %s", k, v['default']['score'])
else
log.infox("err: %s: %s", k, v)
end
end
end
16. FUTURE PLANS
POTENTIAL FEATURES
▸ Balance not merely HTTP but also SMTP
▸ Perform retries when master connection fails somehow
▸ Use mirrors results if the whole stable cluster is dead
▸ Location based balancing (select the nearest or the fastest
server among possible choices)