The document presents ten case studies showcasing the application of outlier detection methods in various fields such as building performance, water distribution, and healthcare. Each case study highlights innovative approaches to detect and manage outliers, improving model development and system efficiency. Notable studies include those focused on power consumption data, water quality prediction, and fault detection in water pumps.

1. Ten Most
Recognizable Case
Studies of Using
Outlier Detection for
Model Development
Dr.Mrinmoy Majumder
www.baipatra.ws

2. Intro
Ten case studies which demonstrates the
utilization of outlier detection methods in
numerical model development
9/22/2023
BAIPATRA.WS 2

3. Case study One
“An outlier management framework for building performance
data and its application to the power consumption data of
building energy systems in non-residential buildings”
Zhao et.al. 2023
9/22/2023
BAIPATRA.WS 3
Click here if you have fear(Ad)

4. Case study Two
“Online leakage detection system based on EWMA-
enhanced Tukey method for ...for water distribution
systems”
Wan et.al., 2023
9/22/2023
BAIPATRA.WS 4
Click here if you have fear(Ad)

5. Case study Three
“An IoT-Based Efficient Water Quality Prediction System for
Aquaponics ...”
Bhushan Kumar, and Shah,2023
9/22/2023
BAIPATRA.WS 5
Click here if you have fear(Ad)

6. Case study Four
“Dynamic water level changes in Qinghai Lake from integrating
refined ...from integrating refined ICESat-2 and GEDI altimetry data
(2018–2021)”
Zhang et.al.,2021
9/22/2023
BAIPATRA.WS 6
Click here if you have fear(Ad)

7. Case study Five
“ Outlier Detection using AI: A Survey ”
Sikder and Batarseh,2023
9/22/2023
BAIPATRA.WS 7
Click here if you have fear(Ad)

8. Case study Six
“Outlier detection in healthcare fraud: A case study in the
Medicaid dental domain”
van Capelleveen et.al.,2023
9/22/2023
BAIPATRA.WS 8
Click here if you have fear(Ad)

9. Case study Seven
“Outlier detection and missing data filling methods for coastal
water ...water temperature data”
Cho et.al.,2013
9/22/2023
BAIPATRA.WS 9
Click here if you have fear(Ad)

10. Case study Eight
“Outlier Detection and Correction for Monitoring Data of Water
Quality ...Based on Improved VMD and LSSVM”
Sun et.al.,2019
9/22/2023
BAIPATRA.WS 10
Click here if you have fear(Ad)

11. Case study Nine
“Fault detection for circulating water pump using time series
...forecasting and outlier detection”
Sanayha and Vateekul,2017
9/22/2023
BAIPATRA.WS 11
Click here if you have fear(Ad)

12. Case study Ten
“Acoustic feature-based leakage event detection in near real-time
for ...large-scale water distribution networks”
Chew et.al.,2023
9/22/2023
SAMPLE FOOTER TEXT 12
Click here if you have fear(Ad)

13. Thank You
You may also like :
• HydroGeek: The newsletter for researchers of water resources
• https://hydrogeek.substack.com/
• Baipatra VSC: Enroll for online courses for Free
• http://baipatra.ws
• Energy in Style: Participate in Online Internships for Free
• http://energyinstyle.website
• Innovate S: Online Shop for Water Researchers
• https://baipatra.stores.instamojo.com/
• Call for Paper: International Journal of HydroClimatic Engineering
• http://energyinstyle.website/journals/
• Hydro Geek Newsletter Edition 2023.1
• https://notionpress.com/read/hydro-geek-newsletter-edition-2023-1