Subwavelength grating couplers for efficient light coupling into silicon nanomembrane based photonic devices

2013 ◽  
Author(s):  
Harish Subbaraman ◽  
Xiaochuan Xu ◽  
John Covey ◽  
Ray T. Chen
2012 ◽  
Vol 37 (6) ◽  
pp. 1020 ◽  
Author(s):  
Xiaochuan Xu ◽  
Harish Subbaraman ◽  
Amir Hosseini ◽  
Che-Yun Lin ◽  
David Kwong ◽  
...  

Nanophotonics ◽  
2021 ◽  
Vol 0 (0) ◽  
Author(s):  
Sean Hooten ◽  
Raymond G. Beausoleil ◽  
Thomas Van Vaerenbergh

Abstract We present a proof-of-concept technique for the inverse design of electromagnetic devices motivated by the policy gradient method in reinforcement learning, named PHORCED (PHotonic Optimization using REINFORCE Criteria for Enhanced Design). This technique uses a probabilistic generative neural network interfaced with an electromagnetic solver to assist in the design of photonic devices, such as grating couplers. We show that PHORCED obtains better performing grating coupler designs than local gradient-based inverse design via the adjoint method, while potentially providing faster convergence over competing state-of-the-art generative methods. As a further example of the benefits of this method, we implement transfer learning with PHORCED, demonstrating that a neural network trained to optimize 8° grating couplers can then be re-trained on grating couplers with alternate scattering angles while requiring >10× fewer simulations than control cases.


2013 ◽  
Author(s):  
Xiaochuan Xu ◽  
Harish Subbaraman ◽  
Amir Hosseini ◽  
David Kwong ◽  
Ray T. Chen

2016 ◽  
Vol 55 (11) ◽  
pp. 2960 ◽  
Author(s):  
Fan Qi ◽  
Qingyan Ma ◽  
Yufei Wang ◽  
Wanhua Zheng

2018 ◽  
Vol 106 (12) ◽  
pp. 2144-2157 ◽  
Author(s):  
Robert Halir ◽  
Alejandro Ortega-Monux ◽  
Daniel Benedikovic ◽  
Goran Z. Mashanovich ◽  
J. Gonzalo Wanguemert-Perez ◽  
...  

2012 ◽  
Vol 20 (18) ◽  
pp. 20659 ◽  
Author(s):  
Harish Subbaraman ◽  
Xiaochuan Xu ◽  
John Covey ◽  
Ray T. Chen

2013 ◽  
Vol 25 (16) ◽  
pp. 1601-1604 ◽  
Author(s):  
Xiaochuan Xu ◽  
Harish Subbaraman ◽  
David Kwong ◽  
Amir Hosseini ◽  
Yang Zhang ◽  
...  

2011 ◽  
Author(s):  
Xiaochuan Xu ◽  
Harish Subbaraman ◽  
Daniel Pham ◽  
Amir Hosseini ◽  
Xiaohui Lin ◽  
...  

Micromachines ◽  
2020 ◽  
Vol 11 (3) ◽  
pp. 326 ◽  
Author(s):  
Sailong Wu ◽  
Xin Mu ◽  
Lirong Cheng ◽  
Simei Mao ◽  
H.Y. Fu

In the past few decades, silicon photonics has witnessed a ramp-up of investment in both research and industry. As a basic building block, silicon waveguide crossing is inevitable for dense silicon photonic integrated circuits and efficient crossing designs will greatly improve the performance of photonic devices with multiple crossings. In this paper, we focus on the state-of-the-art and perspectives on silicon waveguide crossings. It reviews several classical structures in silicon waveguide crossing design, such as shaped taper, multimode interference, subwavelength grating, holey subwavelength grating and vertical directional coupler by forward or inverse design method. In addition, we introduce some emerging research directions in crossing design including polarization-division-multiplexing and mode-division-multiplexing technologies.


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