Enabling safe industrial operations, managing geographically dispersed assets, or tackling downtime expenses — you need to evaluate what-if scenarios effortlessly and intercept risks before they disrupt operations. Data-based prediction alone is not enough to anticipate asset behavior and achieve performance management goals. You need a holistic and smarter digital approach to achieve the highest levels of accuracy in fault and performance prediction — seamlessly integrating data from diverse sources.

Our Digital Twin, Integrated Asset Performance Management (IAPM), combines the power of physics-based models with advanced AI algorithms. With a hybrid modeling approach, our solution combines high-fidelity multiphysics simulations and machine/deep learning to create Reduced Order Models (ROMs) to enhance asset performance and development cycles — transforming your industrial ecosystem.

Our capabilities

Real-time asset monitoring
Real-time asset monitoring

Asset performance management, data-driven optimization, and remote monitoring by leveraging a hybrid modeling approach to increase productivity across industrial operations.

3D immersive environment
3D immersive environment

AR/VR technologies with live data and insights enable remote maintenance with field assistants, in addition to maintenance training and HSE training.

Robust subsystem management
Robust subsystem management

Remaining Useful Life (RUL) estimation by accurately assessing wear and tear of the critical subsystems that enable timely spare part replacements — reducing downtime and optimizing inventory levels.

Virtual sensors
Virtual sensors

Real-time data generation and sensor fusion methodologies with advanced algorithms and computational models to facilitate comprehensive and accurate asset health monitoring.

What Bosch brings in?

Asset-monitoring intelligence center Asset-monitoring intelligence center

Asset-monitoring intelligence center

Accelerated decision-making capabilities by integrating a sophisticated asset-monitoring intelligence center, infrastructure, and persona-based industrial apps.

Intelligent cyber-physical system Intelligent cyber-physical system

Intelligent cyber-physical system

A robust framework of sensors, software, and services across four layers: connect, collect, consume, and cognition.

Advanced sensor fusion for instrumentation Advanced sensor fusion for instrumentation

Advanced sensor fusion for instrumentation

Enhanced data accuracy and reliability by leveraging sensor fusion technologies that integrate existing field instrumentation to capture comprehensive datasets for accurate predictions.

Accelerators that enable #SmarterDigital

Achieve real-time OT/IT connectivity with Bosch DeviceBridge

Bosch DeviceBridge acquires and transforms manufacturing data from shop floor devices (legacy and modern) and securely delivers it to IT applications like MES, databases, cloud, etc.
Read more

Drive production transparency with Bosch Indus 4.0

Bosch Indus 4.0 is a scalable, modular solution deployable across the cloud or on-premise, helping you achieve higher efficiency, flexibility, and transparency in the production processes.
Read more

Achieve real-time OT/IT connectivity with Bosch DeviceBridge

Bosch DeviceBridge acquires and transforms manufacturing data from shop floor devices (legacy and modern) and securely delivers it to IT applications like MES, databases, cloud, etc.
Read more

Drive production transparency with Bosch Indus 4.0

Bosch Indus 4.0 is a scalable, modular solution deployable across the cloud or on-premise, helping you achieve higher efficiency, flexibility, and transparency in the production processes.
Read more

Get inspired

Optimizing efficiency with predictive maintenance for a major steel manufacturer
Optimizing efficiency with predictive maintenance for a major steel manufacturer
Discover how we deployed ML algorithms and predictive maintenance to improve gas exhauster efficiency and reduce downtime in coke ovens.
Discover more
Engineering connected ELOP to enhance automotive reliability for a vehicle manufacturer
Engineering connected ELOP to enhance automotive reliability for a vehicle manufacturer
Discover how we reduced the functional testing efforts and enabled failure prediction with intelligent ELOP, seamlessly integrating it into the digital ecosystem.
Discover more

Explore more of our enablers

CX Services

CX Services

Enhance customer satisfaction with our comprehensive customer experience (CX) services, designed to create seamless, personalized...
Learn more
IoT Solutions and Services

IoT Solutions and Services

Harness the power of the Internet of Things (IoT) with our solutions and services, enabling...
Learn more
scroll