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All-New PMA Mobile Application

Get actionable insights and full remote control of your production lines at your literal fingertips with the all-new PMA mobile app!
The PMA mobile app, built purposefully for today’s smartphone, brings to you:
  • True mobile experience with built-for-smartphone visualizations and charts.
  • Highest level of connection and security
  • Real-time and on-demand alerts
Search for “Keysight PMA” and download it from your Apple App Store or Google Play Store now!

*Available only for PMA Enterprise Edition*

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PathWave Manufacturing Analytics Mobile Application

Apple and the Apple logo are trademarks of Apple Inc., registered in the U.S. and other countries. Google Play and the Google Play logo are trademarks of Google LLC.

Highlights

Verbessern Sie Ihre Produktion mit einer Elektronik-Datenanalyselösung der Industrie 4.0. Analysieren Sie Prozess-, Test- und Gerätedaten, um Geräteanomalien frühzeitig zu erkennen und zu vermeiden. Verringern Sie das Risiko von Störungen und Ausfallzeiten mit Echtzeit-Erkennungsalgorithmen. Erhalten Sie Benachrichtigungen, sobald eine Anomalie erfasst wird. Mit PathWave Manufacturing Analytics können Sie Ihre Produktivität und Anlagennutzung steigern.

  • Analyse von Daten in allen Phasen Ihres Produktionsprozesses
  • Identifizieren und Isolieren von Ausreißern und Trends in Echtzeit
  • Erfassen und Analysieren von Daten zur Umgebung, zum Maschinenzustand und zu Messungen
  • Identifizieren der Ursachen von Qualitätsproblemen mit Verlaufsdaten
  • Schnelle Reaktionsmöglichkeiten durch automatische Warnungen
  • Verbesserte Produktivität durch Echtzeit-Analysen des globalen Betriebs

News and Events

Vision Award 2022

SbS Excellence Prime Award

We are thrilled to announce that Keysight Pathwave Manufacturing Analytics (PMA) has been honored with the prestigious SbS Excellence Prime Award in the 'Manufacturing Software' category at the 17th Step-by-Step Excellence Awards for Innovative Products & Services in Electronics Manufacturing.

 

Keysight won the Top Analytics in Electronics Manufacturing category for its PathWave Manufacturing Analytics (PMA) solution

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Business Technology Excellence Awards 2022 for PathWave Manufacturing Analytics
How Keysight pivoted with electronics manufacturing industry 4.0 paper screenshot

How Keysight pivoted with the electronics manufacturing Industry 4.0 winds of change

In SBR Q3 issue, Keysight spoke about the ‘memes’ in Industry 4.0 and how they pivoted with the electronics manufacturing Industry 4.0 winds of change.

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EM World 2019 Award - Best Software Category

Keysight's PathWave Manufacturing Analytics won the EM Asia Innovation Award in the "Best Software” category

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Improve Insights

Achieving top-line revenue with the finest board quality and the highest possible production throughput is the ultimate manufacturing goal. High retest rates can slow production and negatively impact time-to-market for EMS providers. See how PathWave Manufacturing Analytics, an Industry 4.0 data analytics solution, helped one global EMS company improve their time-to-market.

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Globaler EMS-Hersteller verkürzt die Markteinführungszeit mithilfe von PathWave Manufacturing Analytics

PM2288A PathWave Manufacturing Analytics software

Improve Yield and Root Cause Analysis

Today’s vehicles host a large network of complex and connected devices, each one optimized for power efficiency, communications, data processing, and latency. As a result, electronic manufacturers now have more data to process, analyze, and interpret; making big data analytics a necessity on the manufacturing floor.

With the increasing complexity of functional test failures or scrap issues, it is critical to identify the root causes to maintain or improve production yields. See how PathWave Manufacturing Analytics helped a major automotive electronics manufacturer identify issues in RCA to achieve yield improvements.

Read Case Study

Hersteller von Automobilelektronik erzielt einen Anstieg des Ertrags um 5 %

Der globale Hersteller von Automobilkomponenten verwendet PMA, um die Ursachenanalyse zu beschleunigen

Big Data: Drowning In Alerts

Big data analytics can provide big returns, but at the same time it will produce large amounts of alerts. When there are almost hundred of alerts generated and sent every day, it will be overwhelming and difficult for users to disposition them in a timely manner. In fact, alert fatigue has become a challenge to overcome in electronics manufacturing industries and it is something not usually addressed up front when architecting the solution.

PMA’s anomaly alert scoring model combines domain knowledge in Test & Measurement with data science to highlight only the most severe alerts.

Read Application Note

PMA Anomaly Detection Model: More Than Just off-the-Shelf ML Algorithms

PMA Anomaly Detection Model Diagram

PMA and ISO 27001

The International Organization for Standardization (ISO) is an independent, non-governmental organization and the world's largest developer of voluntary international standards. ISO 27001 helps organizations treat data security seriously, putting in systems and processes to safeguard against the risk of security breaches or data misuse.

PathWave Manufacturing Analytics (PMA) places great importance on data security, especially customer data. The purpose of the information security management system is to protect the data's confidentiality, availability, and integrity.

PathWave Manufacturing Analytics (PMA) software has been validated to comply with all the physical, logical, process, and management controls specified by ISO 27001:2013 Certification for Information Security Management System (ISMS).

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Key Specifications

Global 360º View of Operation and Asset Management

Automated Real-Time Monitoring and Anomaly Detection

Industry 4.0 Ready

Event Notification Via Email, SMS or Mobile Messaging

On-Premise or Cloud-Based Software Environment

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Extend The Capabilities For Your PathWave Manufacturing Analytics

Services
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Unterstützung
Gesamten Support ansehen

Software Enterprise Agreement

Deploy a Keysight Software Enterprise Agreement to capture continuous value for your organization. Enterprise Agreements deliver flexible, cost-effective access to Keysight’s broad software portfolio through a re-mixable license pool.

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Featured Resources

Application Notes 2023.05.22

Unlocking New Insights with PMA Enhanced Probe Heatmaps

Unlocking New Insights with PMA Enhanced Probe Heatmaps

The PathWave Manufacturing Analytics (PMA) probe heatmap feature is a powerful tool providing manufacturers with valuable insights to optimize manufacturing processes and improve product quality. This paper discusses how manufacturers can visualize probe performance in a heatmap view to quickly identify failing probes and their location within the fixture, reducing troubleshooting time and minimizing downtime.

2023.05.22

Application Notes 2023.05.21

Failure Correlation Analysis

Failure Correlation Analysis

Analyzing RMA (Return Merchandise Authorization) data is crucial to identify return patterns and trends. Manufacturers can find common defects, design flaws, or issues that impact customer satisfaction. This paper discusses how to streamline Product Analysis with the PMA RMA-2 module.

2023.05.21

Application Notes 2023.03.28

Prioritizing with PathWave Manufacturing Analytics Report

Prioritizing with PathWave Manufacturing Analytics Report

This paper discusses the PathWave Manufacturing Analytics (PMA) solution, which is designed to provide real-time insights into manufacturing operations. PMA offers features such as data normalization and optimization, real-time monitoring, advanced analytics, and machine learning capabilities to help manufacturers improve their productivity. One of the key benefits of PMA is its ease-of-use for analytics report generation, which can save time and effort for manufacturers. By freeing up resources from report compilation, users can focus on fixing issues and taking preventive actions to improve overall efficiency.

2023.03.28

Application Notes 2022.10.27

Production Line Insight with PathWave Manufacturing Analytics (PMA)

Production Line Insight with PathWave Manufacturing Analytics (PMA)

This application note discusses how Pathwave Manufacturing Analytics uses big data analytics to provide valuable insights that could help improve the quality of the boards manufactured.

2022.10.27

White Papers 2022.11.08

Parallelism Handling Mechanism for PMA Workcell

Parallelism Handling Mechanism for PMA Workcell

This paper will focus on high-speed data processing and explore the optimal method for handling data arriving in such a manner, as well as the reasons why such scenarios require parallel processing instead of sequential processing.

2022.11.08

Application Notes 2022.11.03

Better Limits Setting with PAT Limit Recommendation

Better Limits Setting with PAT Limit Recommendation

Part Average Testing (PAT) is a method that uses robust statistics to detect outliers, which is widely used in the automotive industry. PathWave Manufacturing Analytics (PMA) uses PAT to detect PAT anomalies and PAT Limit recommendations. This article will go over the PAT recommendations module in more detail.

2022.11.03

Application Notes 2022.08.19

Loading Data into PathWave Manufacturing Analytics

Loading Data into PathWave Manufacturing Analytics

With the emergence of Industry 4.0, the deluge of devices, test software, and test equipment rushing to support the digital transformation of the factory has increased rapidly over the years.

2022.08.19

White Papers 2022.08.16

Design for Manufacturing and Test

Design for Manufacturing and Test

A common ‘Design for Excellence’ approach in any product design process is the ‘Design for Manufacturing’ which is simply to ensure the products are easier to be manufactured. A significant and important part of this approach is the ‘Design for Manufacturing Test’ concept. A final product that was manufactured but is difficult to test to effectively measure its quality and reliability before shipping out may result in disastrous consequences when these products fail out in the field, especially when the products are used in mission-critical industries such as the automotive industry. In this white paper, we will look into detail of a single but important task that a design engineer needs to do as part of their design workflow. This task is where the engineer will need to decide which components to use and from which vendor in order to achieve the best outcome in terms of manufacturability. Here, we will introduce a concept and use case of ‘Design for Manufacturing Test’ to allow design engineers to focus more on their development.

2022.08.16

Application Notes 2022.08.16

Enhanced Alert Management Through Alert Customization

Enhanced Alert Management Through Alert Customization

Being inundated with unfiltered alert notifications can be exhausting, which is a common reason why users neglect alert notifications. With the alert preferences module added to PMA, it increases your work productivity and saves you valuable time from performing searches for your frequent alert list and alerts that matter to you. Download this application note to learn how the personalized alerts could help you stay more focused and maximize your work productivity.

2022.08.16

Technical Overviews 2022.01.31

PathWave Manufacturing Analytics

PathWave Manufacturing Analytics

PathWave Manufacturing Analytics is Keysight’s Industry 4.0 big data advanced analytics platform that helps customers to improve product quality and manufacturing operations. The new Workcell edition features a completely new database technology in the stack that reduces server hardware investments by up to 5 times to reduce initial setup costs, accelerate adoption and ROI.

2022.01.31

Applikationsberichte 2022.05.23

Identifizieren von Ausschuss-Platinen mithilfe von PathWave Manufacturing Analytics

Identifizieren von Ausschuss-Platinen mithilfe von PathWave Manufacturing Analytics

In der Elektronikfertigung war es weit verbreitet, dass mindestens eine oder mehrere Platinen Ausschuss sind.

2022.05.23

Applikationsberichte 2022.04.26

Sicherstellen der Testabdeckung mithilfe von PathWave Manufacturing Analytics

Sicherstellen der Testabdeckung mithilfe von PathWave Manufacturing Analytics

Qualität hat höchste Priorität Die Herstellung von Qualitätsprodukten ist das größte Ziel in der Fertigung und eine kompromisslose Option.

2022.04.26

Fallstudien 2021.11.05

Der globale Hersteller von Automobilkomponenten verwendet PMA, um die Ursachenanalyse zu beschleunigen

Der globale Hersteller von Automobilkomponenten verwendet PMA, um die Ursachenanalyse zu beschleunigen

Durch den gleichzeitigen Ausbruch der Pandemie und die Chipknappheit ist die Markteinführungszeit von entscheidender Bedeutung, um den Marktbedarf erfüllen zu können.

2021.11.05

Fallstudien 2021.06.25

Wechsel von statischen Grenzwerten zu dynamischen Part Average Test (PAT)-Grenzwerten

Wechsel von statischen Grenzwerten zu dynamischen Part Average Test (PAT)-Grenzwerten

Die derzeitige Chipknappheit im Jahr 2021 dürfte die Halbleiter- und IC-Hersteller weiterhin belasten, obwohl sie stärker in die Erhöhung der Produktionskapazität investieren, und im besten Fall kann es noch einige Jahre dauern, bis sich die Situation stabilisiert hat.

2021.06.25

Fallstudien 2021.02.22

Hersteller von Automobilelektronik erzielt einen Anstieg des Ertrags um 5 %

Hersteller von Automobilelektronik erzielt einen Anstieg des Ertrags um 5 %

Hersteller haben heute mehr Daten zu verarbeiten, zu analysieren und zu interpretieren, was eine Datenanalyse-Software unerlässlich in der Fertigung macht. Ein Hersteller von Automobilelektronik erkannte schnell die Bedeutung der Analysesoftware, als er mit unerwarteten Herausforderungen konfrontiert war.

2021.02.22

Applikationsberichte 2021.01.29

Effektive Fehlerbehebung in der Produktion mit nutzbaren Einblicken

Effektive Fehlerbehebung in der Produktion mit nutzbaren Einblicken

Da die Elektronikproduktionsbranche auf die digitale Transformation hin zu smarten Fabriken setzt, sind die riesigen Mengen an Test- und Messdaten, die in der Fertigungshalle generiert werden, eine wertvolle Quelle für fortschrittliche Analysen.

2021.01.29

Application Notes 2020.12.30

PMA Anomaly Detection Model: More Than Just off-the-Shelf ML Algorithms

PMA Anomaly Detection Model: More Than Just off-the-Shelf ML Algorithms

Smart Factory big data analytics platform collected massive amounts of test and measurement data to product actionable insights. One of these insights would be test and measurement anomalies that may be a prediction of deteriorating product quality that may be due to parts, process or people. And the industry may be oblivious to the serious challenges from ‘alert fatigue’. In this paper, we will highlight the desired outcome and performance of our proprietary anomaly detection algorithm and alert scoring machine learning model that automatically rates, categorizes and filters the anomaly alerts by severity of a potential quality incidence.

2020.12.30

White Papers 2021.11.08

Identify Potential Golden Units using Part Average Testing and Process Capability Index Technique

Identify Potential Golden Units using Part Average Testing and Process Capability Index Technique

In manufacturing, it was very common to use a golden unit as a reference unit for test development and debug. Multiple aspects such as product requirement, specification, functionality, choice of component and material are important to be considered in order to ensure all the golden unit is as close as it gets to the perfect unit. As an example, a new functional test script may need to be validated, and the golden unit will be used to make sure the new test is working as it should.

2021.11.08

White Papers 2021.10.26

PMA with NGRX Integration

PMA with NGRX Integration

PathWave Manufacturing Analytics (PMA) is an established Industry 4.0 web-based big data analytics solution for improving electronic manufacturing efficiency and quality. In the PMA stack, Angular 2+ is currently used as the client-side framework. In order to improve the performance of the platform, we will explore how to implement NGRX library into the existing client-side framework. The components and benefits of NGRX implementation will be discussed in this paper as well.

2021.10.26

White Papers 2021.06.22

PathWave Manufacturing Analytics and i3070 Integration with MQTT

PathWave Manufacturing Analytics and i3070 Integration with MQTT

Keysight offers a comprehensive portfolio of industry-leading In-Circuit Testing (ICT) test systems; namely the i3070, i1000 & i7090. Through the new Industry 4.0 readiness enhancements, the metadata and measurement data will flow seamlessly into the PathWave Manufacturing Analytics (PMA) server application for big data advanced analytics.

2021.06.22

White Papers 2021.04.29

Studying the Correlation Between Anomalies

Studying the Correlation Between Anomalies

Keysight’s PathWave Manufacturing Analytics (PMA) is an Analytics-As-A-Service (AaaS) big data, real-time advanced analytics platform. It is an established and proven solution that uniquely combines measurement science domain knowledge and data science. It has the capability to monitor the production process and detect the anomalies produced. However, the anomalies found by PMA across different tests are not linked hence we are unable to establish a connection between tests. The anomalies then can only be flagged as separate warnings, and clients can only investigate them one at a time. There is no collective analysis done to the anomalies. It is possible to manually locate similar anomalous patterns across hundreds of tests but it would require too much manpower. Thus, this has given rise to the need to quantitatively measure the correlation between anomalous patterns and group them together for further study.

2021.04.29

Applikationsberichte 2019.08.11

Höherer First-Pass-Yield in der Fertigung dank PathWave Manufacturing Analytics

Höherer First-Pass-Yield in der Fertigung dank PathWave Manufacturing Analytics

Die Erzielung eines höheren First-Pass-Yield (FPY) für die Produktion bedeutet einen positiven Produktionsdurchsatz – was zu höheren Umsätzen führt.

2019.08.11

Application Notes 2019.08.26

Measurement System Analysis (MSA) for Manufacturing

Measurement System Analysis (MSA) for Manufacturing

Measurement System Analysis (MSA) ensures consistent quality of the manufacturing process. See how Keysight's PathWave Manufacturing Analytics can help.

2019.08.26

Fallstudien 2019.06.03

Globaler EMS-Hersteller verkürzt die Markteinführungszeit mithilfe von PathWave Manufacturing Analytics

Globaler EMS-Hersteller verkürzt die Markteinführungszeit mithilfe von PathWave Manufacturing Analytics

Verkürzung der Markteinführungszeit um 6 Monate

2019.06.03

Fallstudien 2019.03.19

Probe Heatmap Visualization Tool hilft EMS-Unternehmen dabei, ein kostspieliges Problem zu erkennen

Probe Heatmap Visualization Tool hilft EMS-Unternehmen dabei, ein kostspieliges Problem zu erkennen

Ein neues Produkt auf den Markt zu bringen erfordert Agilität und Geschwindigkeit. Dies bedeutet in der Regel eine Rationalisierung des Testprozesses, um die Produktionskosten und Ausfallzeiten unter Kontrolle zu halten.

2019.03.19

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