Webinar
Materials Science
Webinar
Materials Science
- Sep 9, 2021
How to use Atomistic Simulations of Polymers in an Industrial Setting
In this webinar, we review case studies where this connection has been made and leveraged with molecular simulation in consumer packaging and adhesive materials.
Webinar
Materials Science
- Aug 17, 2021
Moving Beyond Spreadsheets: Rational Design of Materials Using Advanced Informatics and Machine Learning
In this webinar, Schrödinger’s Dr. Yuling An will demonstrate that machine learning, which often ignores the underlying physics, and physics-based modeling, which may require intensive computing resources, can naturally complement each other to create not only predictive models but also new materials with desired properties over an extensive design space.
Webinar
Materials Science
- Jul 22, 2021
Data Scarcity? No Problem. Combining Machine Learning and Physics-based Simulations for Smart Design of Materials
In this webinar, we demonstrate this idea over a few recent case studies including in organic electronics, aerospace, automotive, and semiconductor industry.
Webinar
Materials Science
- May 11, 2021
A chemist’s view on R&D digitalization
In this webinar, we illustrate how the integration of Schrödinger’s machine learning technologies with physics based modelling can be utilized to predict properties of new materials.
Webinar
Materials Science
- May 10, 2021
Chinese webinar: Polymer innovation with computational chemistry
In this webinar, we review computational chemistry developed for polymers and how it has become a practical tool for polymer research engineers and scientists to have in their toolbox.
Webinar
Materials Science
- Apr 28, 2021
Leveraging a molecular modeling platform to drive innovation in flavors and ingredients research for the food and beverage industry
In this webinar, we explore the state of the art in molecular modeling of flavors and ingredients.
Webinar
Materials Science
- Apr 8, 2021
Accelerating innovation for polymeric materials with molecular modeling
In this webinar, we review how molecular modeling has become a practical and important tool for polymer research engineers and scientists to have in their toolbox.
Webinar
Materials Science
- Oct 29, 2020
Materials design in electronics industry: Application of materials informatics and cloud computing environment to the design of organic carrier transport materials
In this webinar, results of our trials to introduce such progresses to the materials design in electronic industry will be presented for the case of the design of organic carrier transport materials such as heteroacenes.
Webinar
Materials Science
- Oct 29, 2020
Modeling and Characterization of Recyclable Telechelic 1,3-Enchained Oligocyclobutanes: Density Functional Theory, Transition State Theory, and Molecular Dynamics Simulations
In this webinar, we present how density functional and transition state theory calculations of the proposed reaction mechanism explain the observed stereocontrol and thermoneutrality of the reversible reaction.
Webinar
Materials Science
Webinar
Materials Science
- Oct 27, 2020
Molecular modeling of polycyanurates to predict thermophysical properties
In this webinar, learn how polycyanurates have enjoyed use in high-performance applications in aerospace as the resin component for high-temperature composites.
Case Studies
Case Study
Materials Science
- Jul 11, 2025
Advancing sustainable food processing through integrated experimental and molecular simulation approaches
Scientists from Schrödinger and UMass carried out comprehensive studies experimentally and computationally to investigate the key properties and extrusion performance of zein-formulated meat alternatives.
Case Study
Life Science
Materials Science
Case Study
Materials Science
Documentation
- Documentation
Machine Learning Force Fields
Machine Learning Force Fields (MLFFs) offer a novel approach for predicting the energies of arbitrary systems.
- Documentation
MS Transport
Efficient molecular dynamics (MD) simulation tool for predicting liquid viscosity and diffusions of atoms and molecules.
Events
Event
Life Science
Materials Science
- Aug 25th-29th, 2025
5th Summer School on Cheminformatics 2025
Schrödinger is excited to be participating in the 5th Summer School on Cheminformatics 2025 conference taking place on August 25th – 29th in Hamburg, Germany.
Event
Life Science
Materials Science
- Aug 31st – Sep 4th, 2025
EFMC-ASMC 2025
Schrödinger is excited to be participating in the EFMC-ASMC 2025 conference taking place on August 31st – September 4th in Porto, Portugal.
Webinar
Life Science
Materials Science
- Sep 2nd-16th, 2025
Innovations in Digital Chemistry: Computational Approaches for Drug & Materials Discovery
This webinar series will explore how cutting-edge computational methods are revolutionizing the design and optimization of pharmaceutical drugs, biologics , and advanced materials.
Training Videos
Video
Materials Science
Getting Going with Materials Science Maestro Video Series
A free video series introducing the basics of using Materials Science Maestro.
Video
Materials Science
Schrödinger’s Materials Science Builder Series: Disordered System Builder
The video demonstrates how to use the Disordered System Builder within Schrödinger’s Materials Science Suite to prepare systems for molecular dynamics simulations.
Video
Materials Science
Schrödinger’s Materials Science Builder Series: 2D Sketcher
This video demonstrates how to use the 2D Sketcher within Schrödinger’s Materials Science Maestro for building and editing molecules, covering its toolbar, drawing area, and various palettes.
Publications
- Publication
- May 9, 2025
Efficient long-range machine learning force fields for liquid and materials properties
Weber JL, et al. arXiv, 2025, Preprint- Publication
- Mar 17, 2025
Leveraging high-throughput molecular simulations and machine learning for the design of chemical mixtures
Chew, et al. npj Computational Matererials, 2025, 11, 72- Publication
- Mar 5, 2025
A robust crystal structure prediction method to support small molecule drug development with large scale validation and blind study
Zhou, et al. Nature Communications, 2025, 16, 2210Quick Reference Sheets
- Quick Reference Sheet
Coarse Grained Mapping
Get an overview of the Coarse Grained Mapping panel for mapping all-atom structures to coarse grained models.
- Quick Reference Sheet
Visualize Restraints
Get an overview of the Visualize Restraints panel for displaying restraints in a cms structure.
- Quick Reference Sheet
ML Model Manager
Get an overview of the ML Model Manager for organizing and retraining outdated ML models.
Tutorials
- Tutorial
Introduction to Materials Science Maestro Tutorial
An introduction to Materials Science Maestro, covering basic navigation, an intro to building models and several of the key functionalities of the graphical user interface.
- Tutorial
Disordered System Building and Molecular Dynamics Multistage Workflows
Learn to use the Disordered System Builder and Molecular Dynamics Multistage Workflow panels to build and equilibrate model systems.
- Tutorial
Introduction to Geometry Optimizations, Functionals and Basis Sets
Perform geometry optimizations on simple organic molecules and learn basics regarding functionals and basis sets.
Webinars
Webinar
Life Science
Materials Science
- Sep 2nd-16th, 2025
Innovations in Digital Chemistry: Computational Approaches for Drug & Materials Discovery
This webinar series will explore how cutting-edge computational methods are revolutionizing the design and optimization of pharmaceutical drugs, biologics , and advanced materials.
Webinar
Materials Science
- Sep 18, 2025
Advancing machine learning force fields for materials science applications 最新機能 MPNICEのご紹介
シュレーディンガーが開発した最先端のMLFFアーキテクチャ「MPNICE（Message Passing Network with Iterative Charge Equilibration）」をご紹介します。
Webinar
Materials Science
- Sep 18, 2025
Accelerating Product Development: The Industrial Shift to AI/ML-Driven Formulation
In this discussion, we explore the rapidly evolving role of modeling and machine learning in formulation design; from a supplementary tool to a driving force of innovation.
White Papers
White Paper
Materials Science
White Paper
Materials Science
White Paper
Materials Science
Latest insights from Extrapolations blog
Blog
How L’Oreal Uses Digital Simulation to Explore Sustainable Product Ingredients
Most of us could name at least one cosmetic or personal care product that’s essential to looking and feeling our best. Whether it’s a specific kind of soap, a brand of mascara, the right shade of lipstick or the shampoo that works best for our hair, these products have become a critical part of our daily routine.
Uncovering Better Materials for the Spacecraft of Tomorrow
When it comes to solving problems for his job, the work done by Dr. Levi Moore actually is rocket science. As a research chemist with the United States Air Force Research Laboratory, he’s tasked with helping to develop new materials that make it easier and safer to launch rockets into space.
Sustainable Food Packaging Designed at the Atomic Level
Each year, an estimated 330 million metric tonnes of plastic are produced globally. A significant portion of that plastic becomes waste, clogging landfills, rivers, and the ocean for centuries, damaging ecosystems and negatively impacting human health.
Training & Resources
Online certification courses
Level up your skill set with hands-on, online molecular modeling courses. These self-paced courses cover a range of scientific topics and include access to Schrödinger software and support.
Free learning resources
Learn how to deploy the technology and best practices of Schrödinger software for your project success. Find training resources, tutorials, quick start guides, videos, and more.
Other Resources