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Projects.html
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<!doctype html>
<html>
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Projects - DGB</title>
<link rel="icon" href="images/title.png" type="image/png type">
<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css"
integrity="sha384-ggOyR0iXCbMQv3Xipma34MD+dH/1fQ784/j6cY/iJTQUOhcWr7x9JvoRxT2MZw1T" crossorigin="anonymous">
<link href="css/services.css" rel="stylesheet">
<link href="css/header.css" rel="stylesheet">
<link href="css/footer.css" rel="stylesheet">
<link href="css/More-Less.css" rel="stylesheet">
<link rel="stylesheet" href="css/animate.css-master/animate.min.css">
<link rel="stylesheet" href="css/fakeLoader.js-master/dist/fakeLoader.min.css">
<link
href="https://fonts.googleapis.com/css?family=Poppins:100,100i,200,200i,300,300i,400,400i,500,500i,600,600i,700,700i,800,800i,900,900i&display=swap"
rel="stylesheet">
</head>
<body>
<nav class="navbar navbar-expand-lg navbar-light" id="home-navbar"> <a class="navbar-brand" href="index.html"
id="home-navbar-brand"> <img src="images/dgb-logo.png" alt="Logo" width="110" /> </a>
<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent"
aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation"> <span
class="navbar-toggler-icon"></span> </button>
<div class="collapse navbar-collapse" id="navbarSupportedContent">
<ul class="navbar-nav ml-auto">
<li class="nav-item" style="font-size: 0.8rem;"> <a class="nav-link"
href="index.html#our-services">VERTICALS</a>
</li>
<li class="nav-item our-leadership" style="font-size: 0.8rem;"> <a class="nav-link"
href="index.html#our-leadership">LEADERSHIP</a> </li>
<li class="nav-item" style="font-size: 0.8rem;"> <a class="nav-link" href="index.html#our-clients">CLIENTS</a>
</li>
<li class="nav-item" style="font-size: 0.8rem;">
<div class="dropdown">
<a class="nav-link" style="font-size: 0.8rem;">PARTNERS</a>
<div class="dropdown-content">
<a href="rstudio.html">RStudio</a>
<a href="https://moves.rwth-aachen.de/" target="blank">RWTH</a>
</div>
</div>
</li>
<li class="nav-item" style="font-size: 0.8rem;"> <a class="nav-link" href="Projects.html">PROJECTS</a> </li>
<li class="nav-item" style="font-size: 0.8rem;"> <a class="nav-link" href="Academy.html">ACADEMY</a> </li>
<li class="nav-item" style="font-size: 0.8rem;"> <a class="nav-link" href="Careers.html">CAREERS</a> </li>
<li class="nav-item" style="font-size: 0.8rem;"> <a class="nav-link" href="Contact.html">CONTACT</a> </li>
</ul>
</div>
</nav>
<header>
<div id="large-header" class="large-header">
<h1 class="main-title">PROJECTS</h1>
<canvas id="demo-canvas"></canvas>
<div class="overlay"></div>
<video autoplay muted loop id="myVideo">
<source src="videos/bg-video-5.mp4" type="video/mp4">
</video>
</div>
</header>
<div class="header-border"></div>
<section style="width: 80%; margin-left: auto;margin-right: auto;">
<div id="FV" class="service-section container">
<div class="row" style="margin-top: 25px; margin-left: auto;margin-right: auto;">
<div class="csi-body">
<h5>Formal Verification of Software/Hardware Systems</h5>
<div class="divider-line-center"></div>
</div>
</div>
<div class="row" style="margin-top: 15px; margin-left: auto;margin-right: auto;">
<div class="col-sm-6">
<div id="module">
<img class="service-img" src="images/bs_image1.jpg" />
<h6>Stochastic Verification of Biosensors
</h6>
<p class="collapse" id="collapseExample1" aria-expanded="false" style="text-align: justify">
Medical sensors once embedded in the human body are hard to test for their
selectivity to analyse (glucose, uric acid, etc.), response time, accuracy
& precision, sensitivity and reproducibility of results. The maximum detectable
limit of analytes and their quantification w.r.t. changes in analyte concentration
vary among sensors. The stochastic behavior of biosensors (and their environment)
call for their probabilistic modelling and verification of important characteristics
like expected response time, linear quantifiable limit, etc. DGB Technologies has
successfully verified important measures of interest of a bioreceptor (in a biosensor)
for one of its clients Integrated MedicalSensors, developing artificial pancreas for
humans, using state-of-the-art model checker STORM.
</p>
<div style="text-align: right; margin-top: -10px;">
<a role="button" class="collapsed" data-toggle="collapse" href="#collapseExample1" aria-expanded="false" aria-controls="collapseExample"></a>
</div>
</div>
</div>
<div class="col-sm-6">
<img class="service-img" src="images/ro_image1.jpg" />
<div id="module">
<h6>Route Optimization
</h6>
<p class="collapse" id="collapseExample2" aria-expanded="false" style="text-align: justify">
DGB has employed route optimization algorithms for a number of clients in the transportation sector. Our solutions
find the shortest possible route, given a road network of locations, from source to destination that optimizes cost
and time. In addition to the employed algorithms, we have also worked closely with a North American client to help
them in the verification of an existing employed route optimization solution in the Consumer Goods delivery sector
using Formal Methods techniques. Our solutions have resulted in a significant increase in revenues by adopting route
optimization solutions.
</p>
<div style="text-align: right; margin-top: -10px;">
<a role="button" class="collapsed" data-toggle="collapse" href="#collapseExample2" aria-expanded="false" aria-controls="collapseExample"></a>
</div>
</div>
</div>
<div class="col-sm-6">
<img class="service-img" src="images/fs_image1.png" />
<div id="module">
<h6>Reliability Analysis of Fire Alarm & Sprinkler System in Skyscrapers
</h6>
<p class="collapse" id="collapseExample3" aria-expanded="false" style="text-align: justify">
Industries (e.g., petrochemical plants) are increasingly using safety instrumented systems (SIS) to complement their
process control systems in order to reduce the risks of accidents. SIS is composed of sensors, logic solvers, and
final control elements that take a process to a safe state when predetermined conditions are violated. The components
of SIS, therefore, include pressure and temperature sensors, a control system, control valves or other final control
devices, electrical wiring, process piping, power supplies, software, etc. The probability of failure of SIS on demand
(PFD) -- which is based on its individual components -- defines the risk that is acceptable if an accident occurs. IEC
61508 has quantized acceptable risks into four levels, called Safety Integrity Level (SIL), that can be assigned to
SIS -- SIL 4 SIS is considered to be the safest. DGB Technologies successfully completed SIL analysis of a "Fire alarm
& sprinkler system for skyscrapers" using dynamic fault trees (DFTs) and STORM model-checker. We proved that by
figuring out sensitive and non-sensitive (whose duplication minutely improves the overall SIL level) components, a
cost-effective and reliable system can be designed.
</p>
<div style="text-align: right; margin-top: -10px;">
<a role="button" class="collapsed" data-toggle="collapse" href="#collapseExample3" aria-expanded="false" aria-controls="collapseExample"></a>
</div>
</div>
</div>
</div>
</div>
<div id="AI" class="service-section container">
<div class="row" style="margin-top: 25px; margin-left: auto;margin-right: auto;">
<div class="csi-body">
<h5>Artificial Intelligence / Machine Learning & Big Data Analysis</h5>
<div class="divider-line-center"></div>
</div>
</div>
<div class="row" style="margin-top: 15px; margin-left: auto;margin-right: auto;">
<div class="col-sm-6">
<img class="service-img" src="images/ed_image1.jpg" />
<div id="module">
<h6>Educational Data Science
</h6>
<p class="collapse" id="collapseExample4" aria-expanded="false" style="text-align: justify">
DGB has worked closely with a number of higher education institutions across the world to build early prediction
warning systems for students at-risk of dropping out. Our Long short-term memory (LSTM) based predictive model
seamlessly integrates on top of existing learning management systems of clients to help reduce dropout students and
also to identify features that can guide decision makers to help improve extrinsic motivation factors in online
learning setup. Our solutions have helped a number of clients to increase their students' attendance along with their
learning outcomes to further meet their institutional KPIs.
</p>
<div style="text-align: right; margin-top: -10px;">
<a role="button" class="collapsed" data-toggle="collapse" href="#collapseExample4" aria-expanded="false" aria-controls="collapseExample"></a>
</div>
</div>
</div>
<div class="col-sm-6">
<img class="service-img" src="images/an_image1.jpg" />
<div id="module">
<h6>Anomaly Detection
</h6>
<p class="collapse" id="collapseExample5" aria-expanded="false" style="text-align: justify">
DGB is building a framework for a US client to automate financial anomaly detection in the power sector financial
transactions. The anomaly detection framework can effectively help in catching the fraud, discovering strange activity
in large and sophisticated Big Data sets. Our solution searches and increase the effectiveness of our client’s digital
business initiatives. Using Machine Learning approaches on a big data platform, the framework distinguishes between
the spike detection and point of change detection - which has helped reduce our client’s losses significantly.
</p>
<div style="text-align: right; margin-top: -10px;">
<a role="button" class="collapsed" data-toggle="collapse" href="#collapseExample5" aria-expanded="false" aria-controls="collapseExample"></a>
</div>
</div>
</div>
</div>
</div>
<!-- <div id="BI" class="service-section container">
<div class="row" style="margin-top: 25px; width:95%; margin-left: auto;margin-right: auto;">
<div class="csi-body">
<h5>Bioinformatics</h5>
<div class="divider-line-left"></div>
</div>
</div>
<div class="row" style="margin-top: 15px; width:90%; margin-left: auto;margin-right: auto;">
</div>
</div> -->
</section>
<footer class="text-center">
<div class="container">
<div class="row">
<div class="col-sm-5"> <img src="images/dgb-logo-w.png" class="footer-logo" width="150px"
style="padding-bottom: 8px;" />
<p>An independent technology research
company dedicated to implementing
next-generation ideas and inventing
solutions in niche technology areas.</p>
<p class="copyrights">© 2020 copyright all right reserved by DGB Technologies</p>
</div>
<div class="col-sm-2"></div>
<div class="col-sm-5">
<h5 style="text-align: left;">Contact us</h5>
<div class="footer-contact"> <img src="images/location-ic.png" width="20px" />
<div class="para">
<p>476 James Way Wyckoff,
New Jersey 07481, US </p>
</div>
</div>
<div class="footer-contact"> <img src="images/location-ic.png" width="20px" />
<div class="para">
<p>Keetman Str. 01, 47058 Duisburg, Germany</p>
</div>
</div>
<!-- <div class="footer-contact"> <img src="images/location-ic.png" width="20px" />
<div class="para">
<p>21 CC - 1st Floor, Commercial Area,
DHA, Phase 8, Ex Parkview, Lahore, PK </p>
</div>
</div> -->
<div class="footer-contact"> <img src="images/email-ic.png" width="20px" />
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