Results
Data Driven solver
Data Driven solver

Quantum-Assisted PINNs for Faster Training and Reduced Costs

Contact Us
Thank you! Your PDF will get downloaded automatically.
Oops! Something went wrong while submitting the form.
Challenges
  • Machine Learning for solving PDEs is limited by:
    • Generalizability:  Testing for multiple conditions for the same geometry without retraining the entire model)
    • Training efficiency for simulating transient, incompressible, viscous, non-linear flows

Results

  • The data-driven solver addressed complex fluid flow PDEs by enhancing a classical Physics Informed Neural Network (PINN) with quantum layers. 
  • Each QA-PINN (2, 3, and 5-qubit) uses Quantum gate layers with alternating full entanglement, combining quantum and classical hidden layers, with input (x and t) and output (u) layers. 

QA-PINN Outperforms Classical PINN

20%

Trainable parameter reduction

‍

98.04%
Accuracy
Enhances Generalizability
Go Beyond Classical Limits.
Explore with a commitment-free Proof of Concept.
Schedule Call
Get in touch for a no obligation proof-of concept
Schedule a Call
More to Explore
SEE ALL
Optimization
Magnetic Lattice Design Under Uncertainty Using QIO
Optimize magnetic spin configurations up to 50×50 lattices with faster convergence and reduced computational cost.
Check Out
Optimization Solver
Airfoil Shape Optimization Using Surrogate model & QIO
Achieved high-accuracy drag prediction with R² = 0.996 and improved design convergence|| Faster exploration • Reduced evaluation cost • Stable optimization
Check Out
Optimization Solver
Optimized Airline Gate Allocation for Resilient Airport Operations
BQPhy’s QIO solver delivers up to 3X faster convergence than Classical Algorithms for dynamic airport gate assignments, while consistently producing conflict-free schedules.
Check Out
USA Office
Head Quarters : 235 Harrison St, Syracuse, NY 13202 USA
India Office
BHIVE Workspace, AKR Tech Park, B Block, 3rd Floor,
Kudlu Gate, Hosur Road, Bengaluru – 560068, Karnataka
Cookies
Company
Home
Product
About Us
Blogs
Career
Privacy Policy
General
bizdev@bqpsim.com
Career
careers@bqpsim.com
Join our newsletter
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
© 2026 BQP. All rights reserved.