Overcoming Increased Cost and Data Aggregation Issues
Overview
The client wanted to develop a customized AI model that integrates drone and IoT data to predict solar panel maintenance needs, offering real-time alerts and a user-friendly interface for effective maintenance planning and optimization.
Technical Stack
Industry
Information Technology
Region
United States
Project Size
$38,000-$42,000
Challenges
- Utilizing cleaning agencies and unskilled workers increases costs and extends downtime for solar panels over a broad area.
- Due to the high cleaning expenses and prolonged maintenance procedures, there is a need for proactive identification of maintenance needs to allocate resources efficiently.
Technical Challenges
- Collecting and aggregating data from drone feeds posed a significant hurdle.
- Creating a data pipeline capable of handling real-time data for instant predictions was a key objective.
- Efficiently performing inferences on multiple feeds simultaneously while minimizing GPU usage was a priority.
Solutions
- Experts in our AI development and AI consulting services, proposed an interactive web portal with AI models, including maintenance prediction and analyzing solar panel dust, mineral deposition, and physical damage. The objective was to empower end clients to enhance the effectiveness of their plant maintenance.
- These AI models were designed to continuously learn and adapt even after deployment, ensuring real-time adaptation to changing scenarios. The maintenance prediction model, which considered over 40 parameters, aimed to provide highly accurate predictions of panel maintenance needs within a 14-day timeframe.
2500+ Projects Experienced Innovation with Bacancy!
Get access to an experienced team of developers and engineers from bacancy,
handpicked to ace your goals. Kickstart within 48 hours, no-risk trial.
Talk to our Expert
12+
Years of Business
Experience
1458+
Happy
Customers
12+
Countries with
Happy Customers
1050+
Agile enabled
employees
Measurable Benefits post implementation
By implementing AI models and a centralized web application, clients experienced several notable advantages:
- The monthly cost of maintaining personnel around the clock was slashed from 25,000 INR to just 4,800 INR per plant, based on a 0.5 MW plant requiring three personnel for maintenance. It's important to note that as the MW capacity increases, the need for personnel also rises.
- Accurate maintenance forecasting substantially reduced plant downtime, decreasing it from 1-3 days per month to a mere 9 hours of monthly production loss.
- Analyzing footage from each individual panel led to a 60% reduction in the time it takes to identify defects.
No. of Developers
08
Time Frame
June 2019- July 2021
Experience With Bacancy
Optimize Your E-Commerce Workflow for Maximum Efficiency
Watch the video
Google Play Regulatory Hiccups and ID Verification Overcome
Watch the video
Fintech Platform Scalability & Growth Optimization
Watch the video
Legacy Code Upgrades for Modern User Experience and Enhanced Data Analytics
Watch the video
Empowering Retail Marketing With Seamless User Experiences
Watch the video
Migrating To Laravel From Core PHP With Twilio Integration
Watch the video
Upgrading PHP Laravel version while scaling the Admin Dashboard
Watch the video
Optimizing CRM Performance With Data Management and Salesforce Integration
Watch the video
AI Solution Engine for Improved Performance and Error Handling
Watch the video
Enhancing Managed IT Services With Streamline Automation Process
Watch the video
SEO and Bulk Data Upload Solutions For An E-Commerce Healthcare
Watch the video
Elevate Your E-Commerce with Scalable UI and Enhanced Calculators
Watch the video
Simplifying Annuity Rate Management for Complex Calculations
Watch the video
Addressing Null Safety, Code Structure Issues, and Manual Deployment Issues
Watch the video
Optimize Task Management With Advanced Tracking
Watch the video
Revolutionize Applicant Tracking: Advanced Image Optimization Techniques
Watch the video
Cost-Effective Media Management Solution and Resolving Data Upload Issues.
Watch the video
VoxGlobalTech
Watch the video
