Array
(
    [en-en] => Array
        (
            [id] => 22
            [order] => 0
            [slug] => en-en
            [locale] => en-GB
            [name] => England (English)
            [url] => https://synvert.com/en-en/successstories/early-detection-of-mechanical-issues/
            [flag] => https://synvert.com/wp-content/plugins/polylang-pro/vendor/wpsyntex/polylang/flags/gb.png
            [current_lang] => 1
            [no_translation] => 
            [classes] => Array
                (
                    [0] => lang-item
                    [1] => lang-item-22
                    [2] => lang-item-en-en
                    [3] => current-lang
                    [4] => lang-item-first
                )

            [link_classes] => Array
                (
                )

        )

    [ch-de] => Array
        (
            [id] => 2224
            [order] => 0
            [slug] => ch-de
            [locale] => de-CH
            [name] => Schweiz (Deutsch)
            [url] => https://synvert.com/ch-de/success-stories/frueherkennung-von-mechanischen-defekten/
            [flag] => https://synvert.com/wp-content/plugins/polylang-pro/vendor/wpsyntex/polylang/flags/ch.png
            [current_lang] => 
            [no_translation] => 
            [classes] => Array
                (
                    [0] => lang-item
                    [1] => lang-item-2224
                    [2] => lang-item-ch-de
                )

            [link_classes] => Array
                (
                )

        )

    [de-de] => Array
        (
            [id] => 20
            [order] => 1
            [slug] => de-de
            [locale] => de-DE
            [name] => Deutschland (Deutsch)
            [url] => https://synvert.com/de-de/SuccessStories/frueherkennung-von-mechanischen-defekten/
            [flag] => https://synvert.com/wp-content/plugins/polylang-pro/vendor/wpsyntex/polylang/flags/de.png
            [current_lang] => 
            [no_translation] => 
            [classes] => Array
                (
                    [0] => lang-item
                    [1] => lang-item-20
                    [2] => lang-item-de-de
                )

            [link_classes] => Array
                (
                )

        )

)
AI Use Cases
synvert Accel­er­at­ors
gear wheels
Suc­cess stories

Indus­tri­als  - Early Detec­tion of Mech­an­ical Issues

Go back to success stories

About

Indus­tri­als

In the pro­ject the cus­tomer needed to develop a pre­dict­ive main­ten­ance plat­form using Big Data tech­no­lo­gies to detect fail­ing com­pon­ents before they break, enabling bet­ter visu­al­iz­a­tion and ana­lysis of main­ten­ance issues, con­tact­ing cus­tom­ers for war­ranty replace­ments, and sig­ni­fic­antly redu­cing repair costs. synvert cre­ated a time-depend­ent ML model to pre­dict poten­tial prob­lems with con­fid­ence inter­vals for increased interpretability.

Ini­tial situation

The cus­tomer col­lec­ted a large amount of man­u­fac­tur­ing and main­ten­ance data and was strug­gling to make sense of it.

The vis­ion was to develop a pre­dict­ive main­ten­ance plat­form to save costs by redu­cing expens­ive repairs.

This can be achieved by detect­ing fail­ing com­pon­ents before they break.

Archi­tec­ture

The entire pipeline has been developed using Big Data tech­no­lo­gies (Spark, Hadoop, Python) and is com­pleted with a dash­board for visu­al­iz­a­tion in Tableau.

After the pro­duc­tion rol­lout, he pro­ject has been handed over to the oper­a­tions team.

Gen­er­ated bene­fits

The cus­tomer is able to bet­ter visu­al­ize and ana­lyze main­ten­ance issues.

Mul­tiple cus­tom­ers can be con­tac­ted to replace spe­cific com­pon­ents while still under warranty.

The oper­a­tions teams are also able to identify pat­terns and sig­ni­fic­antly reduce high repair costs.

Ser­vices accom­plished by synvert 

synvert has developed a pre­dic­tion model based on a time-depend­ent train­ing set.

The ML model is able to pre­dict poten­tial prob­lems for a given machine based on many dif­fer­ent char­ac­ter­ist­ics (when it was man­u­fac­tured, when it was sold, com­pon­ents, etc.).

For each pre­dic­tion, a con­fid­ence inter­val for the pre­dic­tion is also provided to increase the inter­pretab­il­ity of the model.

Categories
All
Tech
Banking
Communications, Media & Telecom
Consumer Goods & Retail
Energy & Resources
Health & Life Science
Industrials
Insurance
Public Sector

Vehicle Data Store

Soft­ware­Fact­ory at a lead­ing auto­mot­ive soft­ware company

DevX Impact at a HR-Tech Company

Driv­ing Inter­na­tional Expan­sion for a Lead­ing E‑Commerce Company

Accel­er­at­ing Cloud-Nat­ive Devel­op­ment in the Auto­mot­ive Industry

Retail Com­mis­sion Dia­gnostics Anom­aly Detection

Set­ting up a Reli­able and Power­ful Platform

Pre­dic­tion of cus­tomer prob­ab­il­ity to churn

Early Detec­tion of Mech­an­ical Issues

NLP​ in Auto­mot­ive Reporting

Oper­a­tional Data Lake

Real-Time Mar­ket­ing

Auto­matic clas­si­fic­a­tion of cars by their model

Dies­el­tech Program

Data Recon­cili­ation

Cent­ral­ized Data Warehouse

Data as a Ser­vice – BI & Big Data CC

Oper­a­tional Work/Support in Data Warehousing

Erosion Detec­tion with Com­puter Vision

Devel­op­ment and Imple­ment­a­tion of a Fully Auto­mated MLOps Platform

Pre­dic­tion and Alloc­a­tion Optim­iz­a­tion for sta­tion­ary Channels

Build­ing a Near Real-Time Recom­mend­a­tion System

Migra­tion AWS data plat­form to Google Cloud

Design and Devel­op­ment of a Google Cloud-Based Data Platform

Refact­or­ing, shift and new devel­op­ment of Data Ser­vices in Google Cloud

Estab­lish­ment of a Mas­ter Data Man­age­ment Foundation

Cent­ral Data Lake

Replace­ment of a com­plex IBM Data­stage structure

CRM ana­lyt­ics and lead management

Stand­ard­iz­a­tion of eval­u­ation processes

Devel­op­ment of an ERP data hub

Estab­lish­ment and fur­ther devel­op­ment of a DWH

Devel­op­ment of a group-wide BI platform

Estab­lish­ment of a new sales report­ing system

Source data migra­tion with auto­ma­tion of the source data connection

Cloud self-ser­vice BI for data-driven cor­por­ate management

Devel­op­ment of vari­ous ML use cases with AWS

Replace­ment of an in-house soft­ware development

Com­pany-wide data integration

Imple­ment­a­tion of real-time data links

Smart Data Catalog

Contact us

* Required fields
top

Thank you!

You will shortly receive an email to activ­ate your account.

Log in

Browse webinar videos and white­pa­pers from synvert any­time you want

Reset pass­word

For­got your pass­word? Enter your email address and you will receive a link to reset your password.

Log in

You are suc­cess­fully logged in.

Register

Thank you!

You will shortly receive an email to activ­ate your account.

Log out

You are suc­cess­fully logged out.