platform SOLUTIONS

The launchpad for game changing, high-value battery insights and innovation

The battery industry is changing at speed. The leading game changers in the energy and mobility markets are leveraging the TWAICE Battery Analytics Platform to eliminate risks and enable opportunities like launching new business models & generating new revenue streams.

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The world's most advanced battery analytics platform

Data driven batteries

Convert your batteries into insightful information sources

The TWAICE Battery Analytics Platform is a convergence of deep battery knowledge, Artificial Intelligence (AI), scalable cloud software, and real life battery data. It creates single source of truth for how batteries should be effectively developed and operated—simple, low-cost, and high-value.

HOLISTIC BATTERY MODELING

Covering all aspects of state-of-the-art battery analytics: simulating electrical-thermal behavior, dynamically combined with aging—from milliseconds to years.

ROI BEGINS IMMEDIATELY

Big Data-only analytics need time to payback. TWAICE begins paying back on day 1. No need to wait for months, start optimizing batteries immediately.

FLEXIBLE TO MATCH YOUR NEEDS

Batteries are not all the same, nor are customer needs. We tailor alerts, limits, and thresholds according to customers’ applications.

EASY SAAS IMPLEMENTATION

Simple installation with automatic updates and service. You do nothing.

BEST OF BOTH WORLDS

Hybrid modeling combines physical modeling based on deep battery expertise with Big Data for lifecycle accuracy and resilience.

DATA PROTECTION & COMPLAINCE

Acknowledging the value and sensitivity of customer’s data, we comply with all data protection standards and regulations.

Platform Solutions

Providing solutions along the lifecycle, across industries, on top of one technical platform.

We make battery systems more transparent, effective, and reliable to increase the lifetime, efficiency, and sustainability of the machines that power the economy of tomorrow.

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Battery development solutions

BATTERY DEVELOPMENT SOLUTIONS

Our platformized Model Library provides access to a host of coupled electrical, thermal, and ageing battery cell models for instant battery development.

Cell qualification & selection
Model-based application design
Battery design & validation
Energy management optimization

STATIONARY ENERGY STORAGE SOLUTIONS

We make visible accurate measurements of State of Health (SoH) and performance capabilities for every stationary storage business case—to better plan operations and manage warranties.

Stationary storage health analytics
Warranty tracker
Operating storage strategy planner

FLEET SOLUTIONS – BUSES, CARS, TRUCKS, AND MORE

We provide State of Health (SoH) lifecycle monitoring for batteries in electric vehicles.

Battery health for fleets – Continuous Monitoring, Validation Procedures , Data Backfilling
Investment Planning & Warranty Management

Platform Services

Let’s co-develop new lifecycle solutions to create break-throughs with significant financial benefits.

Get to market up to five times faster! Our microservices based architecture enables our customers and partners to develop and co-develop their own solutions without the burdens and cost of ownership of the underlying infrastructure and services. We provide a shared technological foundation, designed for short time to value and high user adoption.

Secure, Scalable, & Reliable.

PLATFORM SERVICES

Accessible through UI and/or APIs.

Configuration – Identity & Access Management, Events, Alerting, Reporting, and logging
Battery – RUL Simulator, Profile & Load Analyzers
Monitoring – Data Explorer and Correlation Explorer
Analytics – Battery Health, Performance, Anomaly Detection

TWAICE-built solutions

Customer-built proprietary solutions

Third-party built solutions

Platform analytics

See what’s around the corner by accurately predicting the future.

Leveraging a multitude of analytical, empirical, and data-based algorithms & models, we generate insights on the current state of batteries to predict their future. Running on highperformance data processing engines, our algorithms and models are selected by battery experts to fit the needs of every use-case and obtain the most accurate result.

TWAICE PLATFORM ANALYTICS

The analytics layer is the platform’s brain and computational engine.

State of Charge Determination (SOC)
Capacity Determination
Resistance and Impedance Determination
Electro Thermal Modeling
Semi-empirical Ageing Modeling
Machine Learning Ageing Modeling
Hybrid Modeling
Engines for Algorithm Execution, Machine Learning, and Metadata

Data integration

Gather lot’s of data, add context and out pop high-value actionable insights.

Access the analytics platform through a variety of Data Integration Services that meet all the requirements of BMS, EMS, SCADA and system data. Pertinent data is collected from Batteries in automobiles and Battery Energy Storage Systems (BESS) and uploaded to the TWAICE Cloud in real-time. Additional battery data is garnered from the TWAICE Battery Test Laboratory to advance the value of our giant data store.

THE TWAICE DATA GATEWAY

The analytics layer is the platform’s brain and computational engine.

IoT Stack – Deployed on site when the telematics unit is connected to the BMS.
Data Ingestion Services – We collect data from your measurement databases, telemetry gateway or from your own Cloud.

THE TWAICE DATA STORE

Our Data Store is a modern data processing and storage layer for highly structured data, handling time-series data, accumulative historical data, and metadata.

Battery Domain Model – Optimized to find, correlate, and compare large datasets.
Data Security and Privacy.
Unified Data Model – Laboratory data, Data compression, Data quality watchdog.

Data security

Always protected.
Always secure.
Always compliant.

TWAICE is ISO 27001 certified.

The TWAICE Platform was developed with data security as its top priority. Access protection, tenant segmentation and encrypted communications ensure data remain confidential and protected. Your data is 100% yours and we treat it with the utmost confidentiality. Our customers have full data-access control and authorization rights to their data.

Data driven batteries

Convert your batteries into insightful information sources

The TWAICE Battery Analytics Platform is a convergence of deep battery knowledge, artificial intelligence (AI), scalable cloud software, and real-life battery data. It creates a single source of truth for how batteries should be effectively developed and operated—simple, low-cost, and high-value.

HOLISTIC BATTERY MODELING

Covering all aspects of state-of-the-art battery analytics: simulating electrical-thermal behavior, dynamically combined with aging—from milliseconds to years.

ROI BEGINS IMMEDIATELY

Big Data-only analytics need time to pay back. TWAICE begins paying back on day one. No need to wait for months; start optimizing batteries immediately.

FLEXIBLE TO MATCH YOUR NEEDS

Batteries are not all the same, nor are customer needs. We tailor alerts, limits, and thresholds according to customers’ applications.

EASY SAAS IMPLEMENTATION

Simple installation with automatic updates and service. You do nothing.

BEST OF BOTH WORLDS

Hybrid modeling combines physical modeling based on deep battery expertise with big data for lifecycle accuracy and resilience.

DATA PROTECTION & COMPLIANCE

Acknowledging the value and sensitivity of customers’ data, we comply with all data protection standards and regulations.

PLATFORM SOLUTIONS

Providing solutions along the lifecycle, across industries, on top of one technical platform

We make battery systems more transparent, effective, and reliable to increase the lifetime, efficiency, and sustainability of the machines that power the economy of tomorrow.

TWAICE-built solutions

Customer-built proprietary solutions

Third-party built solutions

BATTERY DEVELOPMENT

Our platformized simulation models and model library provide access to a host of coupled electrical, thermal, and ageing battery cell models for instant battery development.

Cell qualification & selection
Model-based application design
Battery design & validation
Energy management optimization

STATIONARY ENERGY STORAGE SYSTEMS (ESS)

We make visible accurate measurements of State of Health (SoH) and performance capabilities for every stationary storage business case—to better plan operations and manage warranties.

Health analytics
Warranty tracker
Safety alerts
Operating strategy planner

COMMERCIAL VEHICLES – BUSES, CARS, TRUCKS, AND MORE

We provide State of Health (SoH) lifecycle monitoring for batteries in electric vehicles.

Battery health for fleets – Continuous health monitoring, operational excellence, warranty assessment, lifetime optimization
Investment Planning & Warranty Management

Platform Services

Let’s co-develop new lifecycle solutions to create break-throughs with significant financial benefits

Secure, Scalable, & Reliable.

PLATFORM SERVICES

Accessible through UI and/or APIs.

Configuration – Identity & Access Management, Events, Alerting, Reporting, and logging
Battery – RUL Simulator, Profile & Load Analyzers
Monitoring – Data Explorer and Correlation Explorer
Analytics – Battery Health, Performance, Anomaly Detection

Platform Analytics

See what’s around the corner by accurately predicting the future

Leveraging a multitude of analytical, empirical, and data-based algorithms & models. We generate insights into the current state of batteries to predict their future. Running on high-performance data processing engines, our algorithms and models are selected by battery experts to fit the needs of every use case and obtain the most accurate result.

TWAICE PLATFORM ANALYTICS

The analytics layer is the platform’s brain and computational engine.

State of Charge Determination (SOC)
Capacity Determination
Resistance and Impedance Determination
Electro Thermal Modeling
Semi-empirical Ageing Modeling
Machine Learning Ageing Modeling
Hybrid Modeling
Engines for Algorithm Execution, Machine Learning, and Metadata
Anomaly Detection
Thermal Runaway Prevention Detection
Aging Effect Assessment

Data Integration

Gather lots of data, add context and out pop high-value actionable insights

Access the analytics platform through a variety of data integration services that meet all the requirements of BMS, EMS, SCADA, and system data. Pertinent data is collected from Batteries in automobiles and Battery Energy Storage Systems (BESS) and uploaded to the TWAICE Cloud in real-time. Additional battery data is garnered from the TWAICE Battery Research Center to advance the value of our giant data store.

THE TWAICE DATA GATEWAY

IoT Stack – Deployed on site when the telematics unit is connected to the BMS
Data Ingestion Services – We collect data from your measurement databases, telemetry gateway or from your own cloud

THE TWAICE DATA STORE

Our data store is a modern data processing and storage layer for highly structured data, handling time-series data, accumulative historical data, and metadata.

Battery Domain Model – Optimized to find, correlate, and compare large datasets
Data security and privacy
Unified Data Model – Laboratory data, data compression, data quality watchdog

Data security

Always protected.
Always secure.
Always compliant.

TWAICE commitment to industry-leading standards (e.g., TISAX).

TWAICE holds the TISAX label for cybersecurity in the automotive industry, which gives these customers the confidence in the security and reliability of TWAICE's technology.

TISAX and TISAX results are not intended for general public. Results are available through the ENX Portal by entering TWAICE Scope-ID: S7175C and Assessment-ID: A1F0FN-3.

The TWAICE Platform was developed with data security as its top priority. Access protection, tenant isolation and encrypted communications ensure data remain confidential and protected. Your data is 100% yours and we treat it with the utmost confidentiality. Our customers have full data-access control and authorization rights to their data.

Our joint venture Battery Quick Check with TÜV Rheinland has acertified process for determining the battery State of Health.

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