iiot - IoT Digital Twin PLM

A Comparative Analysis of Advanced Machine Learning Models for Predictive Maintenance in Modern Manufacturing

By mprcba July 11, 2025AI, Architecture, Digital Transformation, Digital Twin, iiotNo Comments

Section 1: The Strategic Imperative of Predictive Maintenance in Industry 4.0 The advent of Industry 4.0, characterized by the convergence of digital technologies with industrial processes, has fundamentally reshaped…

Azure IoT Akri (A Kubernetes Resource Interface)

By mprcba May 22, 2024Architecture, Azure, iiot, iot, KubernetesNo Comments

Introduction Azure IoT Akri (A Kubernetes Resource Interface) is a project aimed at enhancing the integration of edge devices into Kubernetes environments. It is particularly beneficial for scenarios where IoT…

Solutions that support protocols like Modbus, PROFIBUS, PROFINET, CANopen, MQTT, and AMQP

By mprcba November 13, 2023Digital Transformation, Digital Twin, iiotNo Comments

solutions that support protocols like Modbus, PROFIBUS, PROFINET, CANopen, MQTT, and AMQP, there are several well-known industrial software platforms and middleware solutions that offer such capabilities: 1. SCADA Systems Wonderware,…

Advanced manufacturing KPIs

By mprcba November 13, 2023Architecture, Digital Transformation, iiotNo Comments

Key Performance Indicators (KPIs) are critical metrics that organizations use to measure and evaluate their performance in various areas. In advanced manufacturing, KPIs play a crucial role in assessing the…

inmation Software: Pros and Cons

By mprcba November 13, 2023iiot, iot, WindowsNo Comments

Product Overview AspenTech Inmation is a robust data middleware solution designed for corporate-scale, real-time data infrastructure. It effectively integrates diverse data sources into a unified namespace, allowing authorized users to…

iot vs digital twin

By mprcba April 13, 2023Digital Twin, iiot, iotNo Comments

IoT vs Digital Twin: Understanding the Differences and Synergies Introduction The world of technology is constantly evolving, and new concepts are emerging all the time. Two of the most exciting…

Optimizing forklift routes in warehouse management

By mprcba March 28, 2023Digital Twin, iiot, iotNo Comments

Optimizing forklift routes can greatly improve warehouse efficiency, safety, and productivity. By finding better routes, you can reduce travel time, fuel consumption, and maintenance costs. Here are some strategies to…

Embracing Time Series Databases in Azure for Efficient Data Management

By mprcba March 23, 2023Architecture, Development, Digital Twin, iiot, iotNo Comments

Introduction As the demand for real-time data analysis and monitoring grows, time series databases have emerged as a powerful tool for managing and processing large volumes of time-stamped data. Microsoft…

Role of predictive maintenance

By mprcba March 22, 2023Digital Twin, iiot, iotNo Comments

AMQP vs MQTT

By mprcba March 22, 2023iiot, iotNo Comments

AMQP (Advanced Message Queuing Protocol) and MQTT (Message Queuing Telemetry Transport) are both popular messaging protocols used in distributed systems and IoT applications. However, they have different design goals, features,…