This page introduces WISE-PaaS/RMM Predictive Maintenance and Quality ( PMQ ) solution.
Predictive Maintenance and Quality
PMQ solution aquire multiple data sources in real time to predict asset failure or quality issues so your organization can avoid costly downtime and reduce maintenance costs. Driven by predictive analytics, these solutions detect even minor anomalies and failure patterns to determine the assets and operational processes that are at the greatest risk of problems or failure. This early identification of potential concerns helps you deploy limited resources more cost effectively, maximize equipment uptime and enhance quality and supply chain processes, ultimately improving customer satisfaction.
WISE-PaaS/RMM PMQ solution includes the deployment of the trained model to make predictions and visualization UI and recommendations for corresponding strategies. The objective is to provide software developers basic concepts and better understating of PMQ deployment and to be more effective to bring your predictive model to production with Advantech PMQ architecture.
Advantech PMQ Solution means for Customer:
* IPC / IoT / Vertical Sensor Data Acquire & Storage
Advantech’s focus is on edge device development, to ensure that the EIS software suite includes the southbound sensing device connectivity that handles diverse sensing protocols such as Modbus, OPC, BACnet, Wireless IP/NonIP, and so on. Those protocols are plugin modules that take care of sensor data, data normalization, and communication The EIS mainly handles the northbound cloud connectivity and intelligence facilities; these are based on the micro service container to modularize the different cloud connections and device management.
* Big Data Storage and Analytics
Edge Intelligence Server collects data and sends to WISE-PaaS then storages in NoSQL DB. WISE-PaaS provides rich REST APIs to aquire data for data pre-process and analysis.
* Visualization & Maintenance
* Deploy / Upgrade by OTA
* Event / Action
* Acceleration – for PoC, PoV and Production
PMQ Lifecycle and Architecture
Advantech PMQ Model
- HDD PMQ
Visualization and Maintenance with WISE-PaaS/RMM
If Advantech PMQ service running on edge device. There will have a PMQ icon ( RED frame ) as below picture on WISE-PaaS/RMM device manager. To click this icon then pop up PMQ Dialog as "Predictive Goo/Failure".
Install / Upgrade
Install HDD_PMQ Agent in Windows System
Execute "Agent_HDD_PMQ.exe" to install the HDD_PMQ Agent, and follow the steps to finish the installation.
Install HDD_PMQ Agent in RMM 3.3 Agent Plus version in Windows System
The RMM 3.3 Agent Plus installer provide three different type installations: Typical, Custom and Complete.
The RMM 3.3 Agent Plus include three program features:
1. MQTT Broker for internal MQTT bus.
2. RMM 3.3 Agent to communicate between WISE-PaaS/RMM Server and MQTT bus.
3. HDD_PMQ Agent for HDD smart retrieve and PMQ caculate then report to MQTT bus.
In rest to steps, the installer will trigger the MQTT Broker, RMM 3.3 Agent and HDD_PMQ Agent installer sequentially.
The detail of RMM 3.3 Agent Installation is skipped to focused on RMM 3.3 Agent Plus Installation.
Update HDD_PMQ Agent
Upload Agent_HDD_PMQ-V1.0.xxx...zip OTA upgrade package to OTA Server.
Select HDD_PQM Update Package to upgrade target devices.