Using internal and external data productions · 2 Philipp Schlunder Dipl. Ing. Thomas Lacker Ralf...

Using internal and external data

to assist small series

productions

Dipl. Ing. Thomas Lacker (intrObest)

Ralf Klinkenberg (RapidMiner)

Philipp Schlunder (RapidMiner)

March 1st 2018

2

Philipp Schlunder

Dipl. Ing. Thomas Lacker

Ralf Klinkenberg

Data Scientist,

RapidMiner

Founder & Manager,

intrObest

Co-Founder & Head of Data

Science Research,

RapidMiner

Philipp is a Data Scientist and

works on research projects at

RapidMiner.

Thomas is the manager of

intrObest GmbH & Co KG and

binder ems GmbH & Co KG for

the binder family group.

Ralf is Co-Founder and Head of

Data Science Research at

RapidMiner with more than 25

years of experience in machine

learning.

Speaker

3

Introduction

• EMS Provider for electronic production

(Electronic Manufacturing Services, assemblies producer)

• 1995: Foundation; Owner/GF Dipl. Ing. Thomas Lacker

• 1,200 m² factory floor, SMD/THT/AOI/ICT/FCT/MAWI/ERP

• 2016: 20 employees, 2.2 M € turnover

• 2017: Integration into binder-group

• Strategy:

– Small and medium batch sizes (1-500 / 1,000-5,000)

– Partner for leading industrial enterprises in the export sector

– Offers local production in Fellbach

– Optimizing logistics and processes vs. wage

4

Company Process

Inquiry Preparation Identification Availability Bill of

Materials Prediction

Articles &

Warehouse Client Employees

Web Search

Orders

5

Inquiry

Bill of Materials

6

Strategy

7

Strategy

Derive goals from

company’s vision

Data access &

evaluation

Implementation of

1st process step

(internal search)

1st test with

employees

today

Analyze actual

state

KPI-based selection of

deployment tools

Abstraction of

processes

From prototype to 1st

deployment

Integration of feedback

& further process steps

8

Abstraction

Article Number Article Description Details Supplier Information Units

Capacitor 10µF Bambung lkx100nF 20

N34u9sdk SMD-Doide 320 Rosch 3m2mn0 2

Connect Ackson 108 2

9

First Prototype





10


lkj10nFlkd Capacitor 10µF Bambung lkx100nF 20



First Prototype

11





First Prototype

12



N34u9sdk SMD-Diode 320 Rosch 3m2mn0 2


First Prototype

13





First Prototype

14




Connect Axcon 108 2

First Prototype

Connect Axcon 108 Mienems Kj318

Connect Axcon 108 Rosch x318

Connect Axcon 108 Bambung ieie1

15




Connect Axcon 108 Mienems Kj318 2

First Prototype

16

Article Number Article Description Details Supplier Information Units In Stock Disp. Order?

lkj10nFlkd Capacitor 10µF Bambung lkx100nF 20 100 73 no

N34u9sdk SMD-Diode 320 Rosch 3m2mn0 2 5 4 yes

Connect Axcon 108 Mienems Kj318 2 0 0 yes

First Prototype

17

Architecture

18

Architecture

Search (RapidMiner

Studio)

Inquiry (Excel)

Internal Database

Bill of Materials

(Excel)

Process Logic

20

Architecture

Search (RapidMiner

Studio)

Inquiry (Excel)

Internal Database

Bill of Materials

(Excel)

21

Architecture

Web-interface

Inquiry (Excel)

Product Search

Internal Database

Bill of Materials

(Table)

Bill of Materials

(Excel)

22

Web-interface (Browser)

Inquiry (Excel)

Product Search

RM Server

Bill of Materials

(Table)

Bill of Materials

(Excel)

Architecture

Internal Database

Web

23

Infrastructure

Shop Floor

Process Logic

RapidMiner Server

Internal Database

Web Catalogues

Webinterface

AI

24

Assistant

24

25

Process Assistant – Internal Search

Inquiry (File Upload)

Search Settings

Recommended Products

Service Selection

Selected Products

26

Process Assistant – Web Search

27

Summary

28





Erstellung des Assistenzsystems

Article Number Article Description Details Supplier Information Units In Stock Disp. Order?

Price

lkj10nFlkd Capacitor 10µF Bambung lkx100nF 20 100 73 no 0.0234

N34u9sdk SMD-Diode 320 Rosch 3m2mn0 2 5 4 yes 0.0012

Connect Axcon 108 Mienems Kj318 2 0 0 yes 0.0533

Summary

Inquiry

Offer

AI &

- Faster response time from inquiry to offer

- Buying recommendations for components cost savings

29

Philipp Schlunder

Dipl. Ing. Thomas Lacker

Ralf Klinkenberg

Data Scientist, RapidMiner

[email protected]

Founder & Manager, intrObest

[email protected]

+49 711-520 480-11

Co-Founder & Head of Data Science Research,

RapidMiner

[email protected]

funded by: coordinated by:

Consortium: supported by:

rapidminer.com

@RapidMiner

Using internal and external data productions · 2 Philipp Schlunder Dipl. Ing. Thomas Lacker Ralf...

Documents

Transcript of Using internal and external data productions · 2 Philipp Schlunder Dipl. Ing. Thomas Lacker Ralf...