Background

Resources

Filter

Type
Topic
Product
Methodology
Moving Beyond Spreadsheets: Rational Design of Materials Using Advanced Informatics and Machine Learning 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.

Data Scarcity? No Problem. Combining Machine Learning and Physics-based Simulations for Smart Design of Materials 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.

A chemist’s view on R&D digitalization 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.

Chinese webinar: Polymer innovation with computational chemistry 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.

Leveraging a molecular modeling platform to drive innovation in flavors and ingredients research for the food and beverage industry 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.

Accelerating innovation for polymeric materials with molecular modeling 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.

Materials design in electronics industry: Application of materials informatics and cloud computing environment to the design of organic carrier transport materials 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.

Modeling and Characterization of Recyclable Telechelic 1,3-Enchained Oligocyclobutanes: Density Functional Theory, Transition State Theory, and Molecular Dynamics Simulations 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.

Panel discussion: Materials design at scale Webinar Materials Science
Molecular modeling of polycyanurates to predict thermophysical properties 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.

Molecular dynamics to understand the origin of the preferred orientation of phosphorescent dyes in OLEDs Webinar Materials Science
  • Oct 27, 2020
Molecular dynamics to understand the origin of the preferred orientation of phosphorescent dyes in OLEDs

In this webinar, learn why emitting dipole orientation (EDO) is an important issue of emitting materials in organic light-emitting diodes for an increase of outcoupling efficiency of light.

Consumer Packaged Goods Webinar Materials Science
  • Aug 10, 2020
Surfactant chemistry development for consumer packaged goods enhanced by atomic scale simulation

In this webinar, we present case studies on how physic-based chemical simulation in the Schrödinger Materials Science Suite can be used to help predict and rationalize performance determining properties of surfactants for the CPG market applications.

Events

NERDG 2026 Event Materials Science
  • Mar 30, 2026
NERDG 2026

Schrödinger is excited to be participating in the NERDG 2026 conference taking place on March 30th in Groton, Connecticut.

Embracing a new era of toxicity screening: Atomic-resolution modeling to mitigate off-target liabilities Webinar Life Science
  • Mar 31, 2026
Embracing a new era of toxicity screening: Atomic-resolution modeling to mitigate off-target liabilities

Join us for a technical overview of Schrödinger’s Predictive Toxicology solution. This session will demonstrate how physics-based, atomic-resolution modeling transforms toxicology from a reactive “filter” into a proactive “design tool.”

Beyond the bench: Getting started with molecular dynamics simulations Webinar Materials Science
  • Mar 31, 2026
Beyond the bench: Getting started with molecular dynamics simulations

Join Schrödinger’s Katie Dahlquist, as she’ll show you how Desmond can be used to improve your development.

Webinars

Beyond the bench: Getting started with molecular dynamics simulations Webinar Materials Science
  • Mar 31, 2026
Beyond the bench: Getting started with molecular dynamics simulations

Join Schrödinger’s Katie Dahlquist, as she’ll show you how Desmond can be used to improve your development.

Fast, accurate, and tunable: Advancing battery materials innovation with Schrödinger’s Machine Learning Force Fields Webinar Materials Science
  • Apr 15, 2026
Fast, accurate, and tunable: Advancing battery materials innovation with Schrödinger’s Machine Learning Force Fields

Join us for live demos showcasing applications of MLFFs for accurate modeling of complex systems including liquid and solid-state electrolytes.

Transforming Clean Label Innovation in FMCG via Physics-Powered AI and Predictive Modeling Webinar Materials Science
  • Apr 16, 2026
Transforming Clean Label Innovation in FMCG via Physics-Powered AI and Predictive Modeling

Join us for a webinar with Innovation Research Interchange and learn how the Fast-Moving Consumer Goods (FMCG) sector is currently navigating a significant transition driven by a global consumer shift toward “clean label” products and high-transparency ingredient lists.

Documentation

  • Documentation
Complex Bilayer Builder Panel

Build single or multi-component lipid membranes with or without an embedded membrane protein.

  • Documentation
Membrane Analysis Panel

Calculate structural properties for a lipid membrane over the selected frames of a trajectory.

  • Documentation
Membrane Analysis Viewer Panel

View plots of the structural properties of a lipid over the course of a molecular dynamics trajectory, generated using the Membrane Analysis panel.

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.

Training Videos

Getting Going with Materials Science Maestro Video Series Video Materials Science
Getting Going with Materials Science Maestro Video Series

A free video series introducing the basics of using Materials Science Maestro.

Schrödinger’s Materials Science Builder Series: Single Complex Builder Video Materials Science
Schrödinger’s Materials Science Builder Series: Single Complex Builder

The video demonstrates how to use the Single Complex Builder panel within Schrödinger’s Materials Science Suite to build organometallic complexes.

Schrödinger’s Materials Science Builder Series: Enumerate Adsorbates Video Materials Science
Schrödinger’s Materials Science Builder Series: Enumerate Adsorbates

The video demonstrates how to use the Enumerate Adsorbates panel within Schrödinger’s Materials Science Suite to build adsorbate structures for when a gas-phase molecule adsorbs on a solid substrate.

Publications

  • Publication
  • Jan 20, 2026
Quantum-Enhanced Neural Exchange-Correlation Functionals

Sokolov, et al. Physical Review A, 2026, 113, 012427

  • Publication
  • Jan 8, 2026
Molecular Dynamics Insights into Ibuprofen Nanocrystal Dissolution Put in the Context of Classical Nucleation Theory

Skrdla, et al. Molecular Pharmaceutics, 2026, 23(2), 1089-1100

  • Publication
  • Jan 1, 2026
Insights into electrolyte reactivity at the Li metal surface from density functional theory

Agarwal, et al. Computational Materials Science, 2026, 261, 114278

Case Studies

Advancing sustainable food processing through integrated experimental and molecular simulation approaches 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.

Advancing lipid nanoparticle development with structure-based modeling platform and services Case Study Life Science Materials Science
The Future of Food: Molecular Simulations and AI/ML Reshaping Product Development Case Study Materials Science

White Papers

Quick Reference Sheets

  • Quick Reference Sheet
Clean Up Structures

Get an overview of the Clean Up Structures Panel.

  • Quick Reference Sheet
Materials Science Panel Explorer

Get an overview of the Materials Science Panel Explorer panel for filtering for tools of interest.

  • Quick Reference Sheet
Coarse Grained Mapping

Get an overview of the Coarse Grained Mapping panel for mapping all-atom structures to coarse grained models.

Latest insights from Extrapolations blog

How L’Oreal Uses Digital Simulation to Explore Sustainable Product Ingredients 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
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
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.