Quantum-Enhanced Predictive Analytics for Early Detection and Management of Sugarcane Pathogens

[SRIVARSHINI414]

Authors: @ManjulaGandhi, @sgayathridevi, @Yashvitha04, @SRIVARSHINI414

Our team is implementing key concepts from "(https://ijercse.com/article/35%20June%202024%20IJERCSE.pdf)" for the Classiq and Quantum Coalition "Implementation Challenge." Our technical approach utilizes quantum computing techniques to enable early detection and management of sugarcane pathogens through advanced predictive analytics.

For a detailed overview of our methodology , please refer to the attached document,

Quantum abstract.pdf

[NadavClassiq]

Hello @SRIVARSHINI414 !

Thank you for your proposal on implementing the paper with Classiq!

Please include a summary of your proposal above, focusing on how you plan to implement it using Classiq.

As this concept originates from classical machine learning, please clarify which components you intend to implement using quantum computing. Do you have a circuit example?

Please note that we accept only high-quality implementations in our repository and will gladly accept a contribution that meets our standards.

Feel free to reach out to the community if you have any questions.

Thanks!

[SRIVARSHINI414]

Thank you for the feedback @NadavClassiq @! Here’s a streamlined summary of my proposal using Classiq:

This project implements quantum-enhanced solutions for sugarcane farming challenges. Using Classiq, I focus on two key areas:

Quantum Optimization (QAOA): Maps irrigation/fertilizer scheduling into QUBO problems, solved via Classiq-generated QAOA circuits for resource-efficient solutions.

Quantum Neural Networks (QNNs): Analyzes hyperspectral crop imagery using entanglement-driven feature maps to detect pathogens earlier than classical methods.

Quantum Components: QAOA (optimization), QNNs (disease detection), and VQE (crop-environment simulations).
Classical Components: Data collection (sensors), preprocessing (noise reduction), and hybrid training loops.

Example: Classiq automates QAOA circuit design (rotations/entanglement gates) for irrigation optimization, validated against classical solvers like CPLEX.

I will ensure high-quality, reproducible implementations adhering to Classiq’s best practices. Let me know if this aligns with expectations!

[NadavClassiq]

Great, good luck!

[TaliCohn]

Hi @SRIVARSHINI414, what is the status of this? Are you still working on the implementation?

[Yashvitha04]

Hi @TaliCohn, Thanks for reaching out! I appreciate your patience. We're currently working on the implementation and need a little more time to finalize everything. I’ll provide an update soon and ensure it meets the required standards.

…

On Tue, Apr 1, 2025 at 4:21 PM Tali Cohn ***@***.***> wrote: Hi @SRIVARSHINI414 <https://github.com/SRIVARSHINI414>, what is the status of this? Are you still working on the implementation? — Reply to this email directly, view it on GitHub <#828 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/BCE2C7Z2SMWDLJIASXMAIVT2XJVTLAVCNFSM6AAAAABYCRYUECVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDONRYHE3DGNBUGE> . You are receiving this because you were mentioned.Message ID: ***@***.***> [image: TaliCohn]*TaliCohn* left a comment (Classiq/classiq-library#828) <#828 (comment)> Hi @SRIVARSHINI414 <https://github.com/SRIVARSHINI414>, what is the status of this? Are you still working on the implementation? — Reply to this email directly, view it on GitHub <#828 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/BCE2C7Z2SMWDLJIASXMAIVT2XJVTLAVCNFSM6AAAAABYCRYUECVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDONRYHE3DGNBUGE> . You are receiving this because you were mentioned.Message ID: ***@***.***>

[TaliCohn]

@SRIVARSHINI414 No problem. How mich time do you need? I'll update the submission deadline

[Yashvitha04]

Hi @TaliCohn, I’ll need about two weeks to complete the implementation and ensure everything meets the required standards. Let me know if that works for the updated deadline. Thanks again for your support!

…

On Thu, 3 Apr 2025 at 2:03 PM, Tali Cohn ***@***.***> wrote: @SRIVARSHINI414 <https://github.com/SRIVARSHINI414> No problem. How mich time do you need? I'll update the submission deadline — Reply to this email directly, view it on GitHub <#828 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/BCE2C76ZM2SMDTLR2EKUY6L2XTW5VAVCNFSM6AAAAABYCRYUECVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDONZUHA4DSNZYGQ> . You are receiving this because you were mentioned.Message ID: ***@***.***> [image: TaliCohn]*TaliCohn* left a comment (Classiq/classiq-library#828) <#828 (comment)> @SRIVARSHINI414 <https://github.com/SRIVARSHINI414> No problem. How mich time do you need? I'll update the submission deadline — Reply to this email directly, view it on GitHub <#828 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/BCE2C76ZM2SMDTLR2EKUY6L2XTW5VAVCNFSM6AAAAABYCRYUECVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDONZUHA4DSNZYGQ> . You are receiving this because you were mentioned.Message ID: ***@***.***>

[Yashvitha04]

We have implemented our paper work created the pull request.
#976