Hack2023 3rd Prize - Revision history

Velez at 09:05, 28 March 2024

2024-03-28T09:05:38Z

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			<p class="left" style="font-size:26px;"> ←''[[ETSI_-_LF_-_OCP_-_MEC_Hackathon_2023\|MEC Hackathon 2023]]''<p>
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Velez at 16:27, 11 December 2023

2023-12-11T16:27:48Z

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Velez at 16:26, 11 December 2023

2023-12-11T16:26:42Z

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	<p class="center" style="font-size:25px;"> Predictive Maintenance of Hardware</p>		<p class="center" style="font-size:25px;"> Predictive Maintenance of Hardware</p>



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	<p>● '''Resource Optimization''': By predicting hard drive failures, we optimize resource allocation, reducing the need for reactive maintenance and minimizing resource wastage.</p>		<p>● '''Resource Optimization''': By predicting hard drive failures, we optimize resource allocation, reducing the need for reactive maintenance and minimizing resource wastage.</p>
	<p>● '''Cost Reduction''': Proactively replacing failing drives reduces maintenance costs and the risk of data loss.</p>		<p>● '''Cost Reduction''': Proactively replacing failing drives reduces maintenance costs and the risk of data loss.</p>


	[[File:Palc-flow.png\|700px\|center\|top\|class=img-responsive]]		[[File:Palc-flow.png\|700px\|center\|top\|class=img-responsive]]

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	= Project Videos =		= Project Videos =

Velez: Created page with "{{DISPLAYTITLE:{{FULLPAGENAME}}}}
3^rd Prize Award

Palc Networks

Predictive Maintenance of Hardware

= Team=

2023-12-11T16:23:21Z

Created page with "{{DISPLAYTITLE:<span style="position: absolute; clip: rect(1px 1px 1px 1px); clip: rect(1px, 1px, 1px, 1px);">{{FULLPAGENAME}}</span>}} <p class="center" style="font-size:34px;"><b>3<sup>rd</sup> Prize Award</b></p> <p class="center" style="font-size:34px;"><b> Palc Networks</b></p> <p class="center" style="font-size:25px;"> Predictive Maintenance of Hardware</p> <br> = Team= <div class="flex-row row"> <div class="col-xs-12 col-md-6 col-lg-7"> <div class="panel p..."

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<p class="center" style="font-size:34px;"><b>3<sup>rd</sup> Prize Award</b></p>

<p class="center" style="font-size:34px;"><b> Palc Networks</b></p>

<p class="center" style="font-size:25px;"> Predictive Maintenance of Hardware</p>

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[[File:Palc1.png|400px|class=img-responsive]]
Team '''Palc''' from '''Palc networks'''
* Pal Vijay
* Kesavan Vignesh
* CR ShivaShankar
* Sharma Vishwas
* Sharma Sarthak
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[[File:Palc3.png|300px|class=img-responsive]]
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= Introduction =
<p>
In our interconnected world, smart systems have become an integral part of our lives, promising automation, convenience, and security. These systems encompass 5G, IoT, and data centers, playing a pivotal role in our daily routines. However, beneath their veneer of seamless operation lies a critical challenge.</p>
<p>
Our mission is to address the heart of this challenge—hardware failures in smart systems. We initiate this mission with a focus on hard drives, recognizing their centrality in data centers and the broader smart ecosystem. The data center's continuous operation depends on the relentless reliability of hard drives, making their potential failures a critical issue</p>
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Our solution addresses the challenge of hardware failures in smart systems, commencing with hard drives as the initial focus. The main features of our solution include:</p>
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<p>● '''Machine Learning-Based Predictive Model''': We employ a powerful machine learning model based on the One-Class Support Vector Machine (SVM) algorithm. This model excels in identifying anomalies within data, making it ideal for predicting hard drive failures.</p>
<p>● '''SMART Attributes Analysis''': We focus on five key SMART attributes (SMART 5, SMART 187, SMART 188, SMART 197, and SMART 198) to assess hard drive health, providing insights into potential failure risks.</p>
<p>● '''Imbalanced Data Handling''': Our model effectively addresses data imbalance challenges, a common issue in hard drive failure prediction, by distinguishing between operational and failed drives.</p>
<p>● '''Real-time Predictions''': Our solution continuously monitors SMART attributes and provides real-time predictions, enabling proactive maintenance to minimize downtime.</p>
<p>● '''Resource Optimization''': By predicting hard drive failures, we optimize resource allocation, reducing the need for reactive maintenance and minimizing resource wastage.</p>
<p>● '''Cost Reduction''': Proactively replacing failing drives reduces maintenance costs and the risk of data loss.</p>

[[File:Palc-flow.png|700px|center|top|class=img-responsive]]

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= Project Videos =
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