Sensors and Machine Learning LLC
SensMACH, LLC
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Sensors and Machine Learning LLC was launched in Tempe, AZ in 2019 in coordination with Skysong Innovations. The mission of the company is to create and market sensor and machine learning technologies for various applications including: energy, health, and security.
The LLC is currently negotiating several patents from ASU Skysong Innovations including patents solar energy monitoring including those created from 2020-2026. The company is also creating new deep learning architectures for use in energy monitoring and PV Fault Detection. Activities include:
Creating algorithms and hardware for solar PV energy monitoring.
Developing Embedded Machine Learning Solutions for various applications including PV monitoring.
Establishing new architectures for customized deep learning.
Providing industry training in machine learning and related technologies.
Patents currently under evaluation for translation to products by SensMach LLC include:
P.1. V. Narayanaswamy+, A. Spanias, R. Ayyanar, C. Tepedelenlioglu, Systems and Methods For Connection Topology Optimization In Photovoltaic Arrays Using Neural Networks, US Patent 11,616,471, March 2023.
P.2. S. Rao+, A. Spanias, C .Tepedelenlioglu, Solar Array Fault Detection, Classification and Localization Using Deep Neural Nets, US 11,621,668, April 2023.
P.3. S. Katoch+, P. Turaga, A. Spanias, C. Tepedelenlioglu Systems and methods for skyline prediction for cyber-physical photovoltaic array control, , US Patent 11,694,431, July 2023.
P.4. Jie Fan+, Gowtham Muniraju+, Sunil Rao+, A. Spanias, C.Tepedelenlioglu, Systems and Methods for Fault Classification in Photovoltaic Arrays using Graph Signal Processing, U.S. 12,244,266, March 2025
There are also a few provisional patents (2026) and several related patent applications that will be included once they are issued. Latest patent applications include the use of Quantum Machine Learning for PV fault detection.
For details, reports, technology updates contact sensors.machine@gmail.com
Contact:
Sensors & Machine Learning LLC
c/o Dr. Andreas Spanias, Director
Tempe, Arizona, USA
sensors.machine@gmail.com
(updated May 2026)
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Recognition by Skysong Innovations for the Establishment of SensMACH, LLC
SensMACH Leadership and Advisory Board
Andreas Spanias
Director
ASU Professor, IEEE Fellow
Dr. Devarajan Srinivasan, Advisor, PV Systems
President Poundra, Tempe
Dr. Jean Larson, Advisor
Workforce Development
ASU Research Professor
Joseph Marvin, Advisor
CEO of PSG Inc.
Defense Systems
Nandika Goyal, Advisor
ASU Research Associate
Quantum Machine Learning
Dr. Sunil Rao , Advisor
Chief Engineer,
Samsung India
Deep Pujara, Advisor
ASU Research Associate
Machine Learning, PV
Maria Michael
Professor, UCy ECE & KIOS Center
Cyber-Physical Systems
SensMACH is based in Tempe, AZ, USA
Grand Canyon, AZ
Sedona AZ
ASU Solar Power
ASU SenSIP Solar Testbed
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