Registration Includes

Description

Predictive modeling is transforming how bioplastics are designed, moving development from trial-and-error to data-driven decision making. This training focuses on how machine learning and polymer informatics can be applied to predict structure–property relationships, processing behavior, and sustainability performance before extensive laboratory work. Participants will learn how formulation variables such as polymer composition, molecular weight distribution, additives, and processing conditions influence mechanical properties, thermal stability, barrier performance, and biodegradation profiles. The session explains how predictive models support multi-objective optimization, balancing performance, cost, carbon footprint, and processability across materials such as PLA, PHA, PBS, and bio-based blends. Rather than theoretical AI concepts, the emphasis is on practical implementation workflows, including data preparation, model selection, validation strategies, and integration with experimental design and scale-up. The training also addresses common limitations such as data scarcity, model bias, and transferability across suppliers and production environments. By combining predictive analytics with formulation expertise, organizations can reduce development cycles, minimize experimental iterations, and accelerate commercialization of high-performance sustainable bioplastics.

Why you should not miss the training?

This must have online training offers a multitude of compelling reasons. 

1.Reduce formulation trial cycles using predictive performance modeling: Learn how to screen material combinations before costly laboratory experimentation.

2. Optimize performance, cost, and sustainability simultaneously: Apply multi-objective modeling to balance mechanical properties, processability, and carbon impact.

3. Translate limited experimental data into reliable formulation decisions: Understand data preparation, model validation, and practical confidence limits.

4. Identify high-risk formulation pathways before scale-up: Predict processing instability, variability, and performance gaps early.

5. Integrate predictive tools into real R&D workflows: Connect modeling with DOE, material selection, and production development strategies.

Who should attend this training?

This training is essential for scientists and engineers tasked with materials for next-generation applications, in particular:

    - R&D chemists, formulators, Engineers, Q&A
    - Product Development Engineers
    - Formulation Chemists & Scientists
    - Electronics Design Engineers
    - Application Engineers 
    - Project/Platform Managers
    - OEMs 

Your Training Expert

OnlyTRAININGS Expert Team

OnlyTRAININGS Research & Experts Team

The OnlyTRAININGS experts team is a powerhouse of industry professionals committed to advancing knowledge and solving complex challenges. Comprising specialists from diverse fields including chemical engineering, automotive, artificial intelligence, consumer electronics, energy solutions, sustainability, circular economy, polymer science, cosmetics industry, information technology, regulatory affairs and more, our team brings unparalleled expertise. With deep knowledge in polymer science, material science, coatings technology, cosmetic formulations, adhesives and sealants, and industry regulations, we offer a unique blend of experience and skill sets. Driven by a passion for innovation and rigorous research, our team is dedicated to making a tangible impact. We thrive on tackling new challenges, exploring growth opportunities, and pushing the boundaries of what’s possible. By staying at the forefront of industry developments and emerging technologies, we ensure that professionals can apply cutting-edge skills and insights to their day-to-day work. At OnlyTRAININGS, we pride ourselves on delivering world-class, instructor-led technical training. Backed by our expert team, we provide comprehensive, hands-on learning experiences designed to elevate your skills and expertise. Whether you're looking to master new technologies, solve complex problems, or stay ahead in your field, OnlyTRAININGS is your partner in professional growth.