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Precision Dairy Edge with Prognostics and Auto-Correction
- 1. Precision Dairy Edge, Albeit Analy5cs Driven: A Framework to Incorporate Prognos5cs and Auto Correc5on Capabili5es for Dairy IoT Sensors All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 2. Precision Dairy Edge, Albeit Analy5cs Driven: A Framework to Incorporate Prognos5cs and Auto Correc5on Capabili5es for Dairy IoT Sensors Presenter: Chandrasekar Vuppalapa5 Senior Vice President, Hanumayamma Innova5ons and Technologies, Inc. Presented at Future of Informa5on and Communica5on Conference (FICC) 2018 5-6 April 2018, Singapore Track: Internet Of Things Room: Changi 3 Date: April 05, 2018 Precision Dairy Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 3. Oxford English Dictionary defines Prognostics as “an advance indication of a future event, an omen”. Generally, it is confined to fortune or future foretellers, more have subjective or intuition driven. Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore Prognos5cs All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 4. Data Science, on the other hand, defines Prognostics as an emerging science of predicting the health condition of a system and/or its components, based upon current and previous system generated data or status. Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore Prognos5cs All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 5. The chief goal of prognostics is precise prediction of Remaining Useful Life (RUL) of equipment or device Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore Prognos5cs
- 6. Prognostics is a vital marker in the lifecycle of a device that can be deduced as inflection point to trigger auto-corrective, albeit edge analytics driven, in Dairy IoT Sensors so that the desired ship setting functions can be achieved with precision. Hanumayamma Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore Prognos5cs All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 7. Having auto-corrective capability, plays pivotal role in achieving satisfaction of Dairy farmers and reducing the cost of maintaining the Dairy sensors to the manufacturers as these sensors are deployed in geographically different regions with intermittent or network connectivity HanumayammaPresented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore Prognos5cs
- 8. Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore Edge Analy5cs The advantage of analyzing the data closer to the source enables Edge Analytics not only provide rapid response but also aids the detection of device health markers, data anomalies and abnormalities so as to predict device operational and/or health prognostics and thus potentially improve the overall performance and life of the device.All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 10. • Edge Analytics help organizations harness the power of the data they generate remotely by delivering analytics and machine learning at the point of data collection • Real-time Prognostics Capabilities q Kalman Filter q Supervised Machine Learning • Elastic, Adaptive & Self learning extensible Edge Model Gartner predicts, by 2020 there will be nearly 26 billion connected devices, genera5ng more bits of data than there are stars in the known universe. Companies need a way to process and analyze this data faster and smarter across the network to achieve dis5nct business value. Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore Edge Analy5cs All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 11. Edge Analy5cs help organiza5ons harness the power of the data they generate remotely by delivering analy5cs and machine learning at the point of data collec5on. In our research, we have implemented one such advanced algorithm at the edge – the Kalman filter. The Kalman filter enables edge to process huge amount of data on smaller footprint devices. The advantage of our unique implementa5on is to deploy analy5cs and intelligence to as small as 256 KB bytes memory devices. Finally, we have implemented at the edge an industrial preven5ve or proac5ve diagnosis through the applica5on of Kalman filtering process. Edge Analy5cs Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 13. The perceptual smart machine age will be the most disrup5ve class of technologies over the next 10 years due to radical computa5onal power, near-endless amounts of data, and unprecedented advances in deep neural networks that will allow organiza5ons with smart machine technologies to harness data in order to adapt to new situa5ons and solve problems that no one has encountered previously. The Internet of Things (IoT) is underpinning that drives the smart machine age. Edge Analy5cs Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore
- 19. Who Are We Ø Dairy Analy5cs is a wearable technology and analy5cs pladorm for Dairy Ca_le. Our technology gives Dairy Farmers data on the ca_le's vital signs which is important to a cows health and milk produc5vity. Ø Dairy Analy5cs provides heat-detec5on, ac5vity, and produc5vity insights. Ø Dairy Analy5cs provides ca_le ac5vity based recommenda5ons that include Milk Fever, Ketosis, sick vs. healthy ca_le detec5on and Lameness Ø Dairy Analy5cs provides Forecas5ng modeling that helps Dairy management to predict future opera5onal costs and milk produc5vity. December 25, 2016 19 Precision Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 20. Why Dairy Analy5cs Ø Wall Street Journal states “Data Soiware that monitors the ca_le can reduce medica5on costs by about 15% per animal and save more sick ca_le from death.” By Jacob Bunge, Sept. 23, 2016 Ø Heat stress (HS) causes cows to produce less milk with the same nutri5onal input, which effec5vely increases farmers’ produc5on costs. Ø The economic toll due to higher temperature, heat stress, is $1 billion annual problem. Not only in the United States, but also around the globe, heat stress causes an adverse impact on the Dairy produc5vity. [USDA] Ø The U.S. Department of Agriculture es5mates nearly $2.4 billion a year in losses from animal illnesses that lead to death. This can be prevented by electronically checking on ca_le’s vital signs. 20 Precision Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 21. History Ø Idea originated in February 2015 Ø Spoke to local and interna5onal dairy farmers [ USA, India, New Zealand] and test the idea of Dairy Analy5cs to get feedback Ø Traveled to ci5es in USA - Chicago, Gilroy and agriculture states in India - Punjab, Haryana, and Telangana to show the sensor, screens and talk about Dairy Analy5cs with more Farmers Ø Hired Engineers to start crea5ng the Dairy Analy5cs Pladorm in April 2015 Ø Started first prototype of Dairy Internet of Things (IoT) Sensor in March 2015. Ø Completed Development of the sensor and field tested in Gilroy, August 2016. Ø Demoed the product in IEEE San Francisco, ADSA Chicago, and PDFA & Fatehgarh Sahib Exposi5on, Punjab, India Ø Exploring with prospec5ve manufacturing vendors to scale up the unit produc5on of the Sensors – December 2016. 21 Precision Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore
- 22. Ø Dairy IoT Sensor – built to withstand high temperatures and Humidity condi5ons Ø Water proof Casing & LED indicator for Bluetooth Connec5vity Ø Edge Analy5cs performed to relay real-5me no5fica5ons Ø Ship setng configura5on ensures over two years Ba_ery life Ø Real-5me capture of: Ca_le body heat, Ca_le body humidity, Ambient Temperature, Ambient Humidity Ø Captures Ca_le Mo5on Ac5vity for analyzing health pa_erns 22 Product Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 23. Ø Mobile App on both Android and iOS Pladorms Ø Provides real-5me captures of Sensor data Ø Accurately locates ca_le in the Farm Ø Delivers real-5me ac5onable insights for Dairy Users Ø Comprehensive graphing: heal-map and other details 23 Precision Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 24. Ø SaaS based Data Analy5cs Pladorm Dashboard Ø Provides one central place to manage all Dairy Ca_le Details Ø Web UI Screens include: Heal-stress, Temperature Graphs & Humidity Graphs December 25, 2016 24 Precision Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 25. Ø Advanced Analy5cs Provisioning Ø Provides forecas5ng capabili5es up to six months: Water Usage and Milk Produc5vity Ø Provides Social Analy5cs Capabili5es – integra5on with Twi_er Analy5cs Ø Integrates with Other Farm IT Systems that include Milk Parlor 25 Precision Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 29. Ø A method for storing real-5me dairy sensor data streams in mobile devices. Ø A method for transforming commercial air fragrance dispenser into an intelligent air fragrance dispenser December 25, 2016 29 Precision Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 30. Machine Learning Ø Pa_ern Detec5on Ø Historical Analysis December 25, 2016 30 h_p://courtsnapdemo.cloudapp.net/ SmartDairyApp/highCharts.html Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 31. Machine Learning Ø Pa_ern Detec5on Ø Historical Analysis December 25, 2016 31 h_p://courtsnapdemo.cloudapp.net/ SmartDairyApp/SmartDairies.html Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 32. Machine Learning Ø Pa_ern Detec5on Ø Historical Analysis December 25, 2016 32 Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 33. Machine Learning Ø Pa_ern Detec5on Ø Historical Analysis December 25, 2016 33 h_p://courtsnapdemo.cloudapp.net/ SmartDairyApp/SmartDairies.html Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.
- 34. • Small Footprint Edge o BLE Chip o Accelerometer o Time Sensor o Proto Terminal Block o EEPROM o Microcontroller o Power Supply Precision Edge Presented at Future of Informa5on and Communica5on Conference (FICC) 2018, 5-6 April 2018 | Singapore All rights reserved to Hanumayamma Innova5ons and Technologies, Inc.