D2P Toolbox - Revision history

Admino739mjm7 at 08:28, 3 October 2025

2025-10-03T08:28:24Z

← Older revision		Revision as of 08:28, 3 October 2025
Line 1:		Line 1:
	<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:D2P Toolbox.png\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: ~~The main view of the Data Analysis Dashboard~~</div>]]		<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:D2P Toolbox.png\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: General lifetime prediction framework</div>]]

	== Asset Description ==		== Asset Description ==

Admino739mjm7 at 08:27, 3 October 2025

2025-10-03T08:27:37Z

← Older revision		Revision as of 08:27, 3 October 2025
Line 1:		Line 1:
	<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:~~Data analysis dash 1~~.~~jpg~~\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: The main view of the Data Analysis Dashboard</div>]]		<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:D2P Toolbox.png\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: The main view of the Data Analysis Dashboard</div>]]

	== Asset Description ==		== Asset Description ==

Admino739mjm7 at 08:27, 3 October 2025

2025-10-03T08:27:17Z

← Older revision		Revision as of 08:27, 3 October 2025
Line 1:		Line 1:
	<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:~~D2P Toolbox~~.~~png~~		<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:Data analysis dash 1.jpg\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: The main view of the Data Analysis Dashboard</div>]]
	\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: ~~Lifetime prediction general framework~~ </div>]]

	== Asset Description ==		== Asset Description ==

Admino739mjm7 at 08:26, 3 October 2025

2025-10-03T08:26:57Z

← Older revision		Revision as of 08:26, 3 October 2025
Line 1:		Line 1:
	<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [File:D2P Toolbox.png		<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:D2P Toolbox.png
	\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: Lifetime prediction general framework </div>]		\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: Lifetime prediction general framework </div>]]

	== Asset Description ==		== Asset Description ==

Admino739mjm7 at 08:25, 3 October 2025

2025-10-03T08:25:02Z

← Older revision		Revision as of 08:25, 3 October 2025
Line 1:		Line 1:
	<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:D2P Toolbox.png		<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [File:D2P Toolbox.png
	\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: Lifetime prediction general framework </div>]]		\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: Lifetime prediction general framework </div>]

	== Asset Description ==		== Asset Description ==

Admino739mjm7 at 08:24, 3 October 2025

2025-10-03T08:24:42Z

← Older revision		Revision as of 08:24, 3 October 2025
Line 1:		Line 1:
	<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[~~File:~~File:D2P Toolbox.png		<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:D2P Toolbox.png
	\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: Lifetime prediction general framework </div>]]		\|thumb\|right\|<div style="font-size:88%;line-height: 1.5em">Image 1: Lifetime prediction general framework </div>]]

Admino739mjm7: Created page with "Software toolbox for fault detection, diagnosis and prognosis in rotating systems.
Image 1: Lifetime prediction general framework
== Asset Description ==
The asset provides a fault detection, diagnosis and prognosis software toolbox for rotating systems. It is a modular and extendible toolbox that allows robust and adaptive dia..."

2025-10-03T08:24:28Z

Created page with "<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> thumb|right|<div style="font-size:88%;line-height: 1.5em">Image 1: Lifetime prediction general framework </div> == Asset Description == <p style="line-height: 1.5em"> The asset provides a fault detection, diagnosis and prognosis software toolbox for rotating systems. It is a modular and extendible toolbox that allows robust and adaptive dia..."

New page

<strong>Software toolbox for fault detection, diagnosis and prognosis in rotating systems. </strong> [[File:File:D2P Toolbox.png
|thumb|right|<div style="font-size:88%;line-height: 1.5em">Image 1: Lifetime prediction general framework </div>]]

== Asset Description ==
<p style="line-height: 1.5em">
The asset provides a fault detection, diagnosis and prognosis software toolbox for rotating systems. It is a modular and extendible toolbox that allows robust and adaptive diagnostics (fault detection) and prognostics (lifetime prediction) of rotating systems such as bearings and gears.
</p>

== Asset Details ==
=== Technical Information ===
<p style="line-height: 1.5em">
The fault detection and lifetime prediction toolbox consists of the following data processing steps:
*Preprocessing
*Feature extraction
*Anomaly/fault detection
*Feature fusion
*State estimation and remaining useful life prediction

These processing steps are reflected in the following IP blocks:
*Bearing fault detection and diagnostic toolbox
*Bearing fault feature library
*Feature fusion method: Autoencoder based
*Feature fusion method: Logistic-Regression based
*Hybrid Remaining Useful Life prognosis tool for bearings
*Shock Pulse Method (SPM) imitator
*Thresholding method: generalized extreme values based
*Wavelet scattering network features
*Way of Working - Monitoring Reusable Pipeline and GitHub

</p>

== Usage ==
<p style="line-height: 1.5em">
Modules in the toolbox are available through GitHub and have a well-defined I/O interface, allowing modules to be swapped and connected to the pipeline in a “plug-and-play” manner. The toolbox is suitable for both online and offline purposes, for validation as well as demonstration purposes.

</p>

=== Maturity===
<p style="line-height: 1.5em">
The toolbox remains actively maintained, with implementations of new state-of-the-art processing techniques being added when available. </p>

=== Licence===
Proprietary

== Resources ==
<ul>
<li>The D2P toolbox was created by Flanders Make (Belgium). For further information, please contact Kerem Eryilmaz at ''Kerem.Eryilmaz@flandersmake.be''</li>
<li>Provided by [https://www.flandersmake.be/en Flanders Make]</li>
</ul>

==== Acknowledgement====
<p style="font-size:90%;line-height: 1.5em">
''The D2P toolbox was created in the frame of several projects (Smartsensor, Gearvibdiag, Vibmon, DGTwinPrediction, AI-initiative), with the support of VLAIO (Flanders Innovation & Entrepreneurship) in Flanders, Belgium''
</p>

== Relevant Categories==
[[Category:Source Code]][[Category:Predictive Maintenance]][[Category:Machine Learning]]