Mission Statement
PhysAI combines physics-based modeling with AI-driven and
reduced-order modeling to transform complex multiphysics simulations
into real-time, computationally efficient solutions for embedded
systems, digital twins, and model-based control systems.
About PhysAI LLC
PhysAI LLC is a pioneering company at the intersection of
physics and artificial intelligence, dedicated to revolutionizing the
deployment of complex multiphysics simulations in real-time
applications. By harnessing the power of finite element modeling
through COMSOL Multiphysics, PhysAI specializes in creating
lightweight, reduced representations of intricate systems that can
operate seamlessly on embedded systems or resource-constrained
environments. This is achieved through advanced methodologies such as
reduced-order modeling (ROM), which distills high-fidelity
simulations into computationally efficient frameworks, and deep
neural networks (DNNs), which leverage AI to approximate complex
physical behaviors with remarkable accuracy and speed.
Our approach enables a transformative leap in computational
efficiency without sacrificing precision, opening up a wide array of
applications. These include model-based control systems, where
real-time simulations guide dynamic decision-making; inverse problem
solving, such as reconstructing material properties or boundary
conditions from sparse data; and non-invasive imaging techniques,
which can infer internal structures or states without physical
intrusion. Beyond these, PhysAI’s solutions are well-suited for
digital twins, enabling predictive maintenance and performance
optimization in industries like aerospace, automotive, and energy, as
well as for rapid design prototyping, where engineers can explore
multiphysics interactions iteratively and cost-effectively.
PhysAI offers tailored consulting services to develop and
deploy these lightweight representations, ensuring they are optimized
for the specific needs of each client. Whether integrating with
embedded hardware for edge computing or supporting cloud-based
platforms for scalable analysis, our expertise empowers organizations
to bridge the gap between high-fidelity simulations and practical,
real-world implementation. Through this fusion of physics-based
modeling and cutting-edge AI, PhysAI is redefining the boundaries of
what’s possible in real-time multiphysics applications.
Traditional modeling using COMSOL multiphysics is also
available, click on the COMSOL Consulting image at the top of the
page to view products and services.
Mission Statement
COMSOL Consulting provides expert modeling and simulation
services using COMSOL Multiphysics, delivering high-fidelity
solutions across disciplines like microfluidics, CFD, heat transfer,
acoustics, electromagnetics, and medical device design, while also
developing custom apps and physics interfaces for seamless user
interaction.
About COMSOL Consulting
COMSOL Consulting is dedicated to providing world-class
expertise in modeling and simulation using COMSOL Multiphysics. With
a deep understanding of the platform’s capabilities, our team excels
in tackling complex challenges across a diverse spectrum of
disciplines, including micro- and biofluidics, medical device design,
acoustics, particle tracing, electromagnetic systems (spanning all
frequencies), plasma physics, and beyond. Whether simulating
intricate fluid dynamics in microfluidic devices, optimizing the
performance of next-generation medical implants, or modeling wave
propagation in acoustic systems, COMSOL Consulting delivers precise,
high-fidelity solutions tailored to the unique needs of each client.
Our services encompass the full spectrum of COMSOL Multiphysics
capabilities, offering comprehensive support in model development,
app creation, and even custom physics interface development. We work
closely with clients to build robust, validated models that capture
the nuances of multiphysics interactions, ensuring accuracy and
reliability. For those seeking accessible tools, we develop intuitive
COMSOL apps that empower non-experts to interact with sophisticated
simulations through user-friendly interfaces. Additionally, our
expertise extends to crafting bespoke physics interfaces, enabling
the exploration of novel or proprietary phenomena within the COMSOL
environment.
Engagements with COMSOL Consulting are designed to be flexible
and client-focused, ranging from initial proof-of-concept studies to
long-term partnerships. We guide clients through every stage of their
project, whether it’s a rapid feasibility assessment to explore
innovative ideas, a detailed parametric study to refine designs, or a
sustained collaboration to support ongoing research and development.
With a commitment to excellence and a passion for solving complex
multiphysics challenges, COMSOL Consulting, part of PhysAI LLC is
your trusted partner in transforming concepts into actionable,
simulation-driven insights.
Physics augmented artificial intelligence solutions are also
offered, click on the PhysAI image at the top of the page to view
products and services.
