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We are seeking a high-level Algorithm Engineer to develop a custom, proprietary 2D Glass Cutting Optimizer. This is not a standard web development project. We require an expert who can build a mathematical engine that achieves 98–99% material yield, comparable to industry leaders like LiSEC or Optima. CRITICAL REQUIREMENT: OWNERSHIP & IP NOTICE: This is a "Work for Hire" project. Upon final payment, 100% of the Source Code, Algorithms, and Intellectual Property will be the sole property of the client. The developer must provide documented, clean, and maintainable code that can be hosted on our private servers. CORE FUNCTIONALITY & LOGIC 1. Multi-Sheet Inventory Intelligence The engine must not just "fit shapes" into a fixed sheet. It must: Scan Inventory: Pull all available glass sizes (Jumbo, standard, and remnants) from our PostgreSQL/MySQL database. Yield-Based Decision Making: Automatically calculate and decide which specific sheet size in stock will result in the highest yield/lowest waste for the current batch of orders. Remnant Prioritization: Force the use of smaller "Off-cuts" from previous jobs before consuming a new Jumbo sheet, provided the yield remains within the 98%+ target. 2. High-Precision Nesting (The "Brain") Algorithms: Implementation of Big-Size-First (BSF) and Best-Fit strategies. Accuracy: Must achieve 98–99% utilization by utilizing recursive optimization or meta-heuristics (Genetic Algorithms/Simulated Annealing). Constraints: * Full support for Guillotine Cuts (X, Y, Z levels). Accounting for Kerf (blade thickness) and Trim (edge cleaning). Handling Glass Orientation (rotation allowed vs. fixed for patterned glass). 3. ERP Integration (PHP/Bootstrap 5) API Delivery: Deliver the engine as a standalone FastAPI (Python) or C++ microservice. Visual Dashboard: Provide a JavaScript (HTML5 Canvas) component to render the final cutting map directly inside our Bootstrap 5 ERP interface. Data Loop: Return a JSON payload that updates the ERP inventory (deducting sheets used and adding new remnants created). TECHNICAL REQUIREMENTS Expertise: Deep knowledge of Computational Geometry and the "Cutting Stock Problem." Languages: Python (API/Logic) or C++ (Core Engine). Frontend: JavaScript/ES6 for the visual layout renderer. DevOps: Experience with Docker for local/private server hosting. BIDDING INSTRUCTIONS (STRICT) ATTENTION: We are looking for SERIOUS BIDDERS ONLY. Do not bid if you are a general full-stack developer. You MUST have prior experience building Optimization Engines or Nesting Software. In your proposal, you must explain: Which algorithm (e.g., Sky-line, Guillotine, or Meta-heuristic) you intend to use to hit 99% accuracy. How you plan to handle the inventory-lookup logic to select the "best sheet" from stock. Confirmation that you agree to a full transfer of Intellectual Property/Source Code.
Mã dự án: 40349034
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Good to see this project, I will build the nesting engine using a hybrid approach — guillotine-cut heuristics (BSF/Best-Fit) seeded into a genetic algorithm for recursive optimization past the 98% yield threshold. For inventory selection, I will score each available sheet by projected waste ratio, forcing remnant consumption first and only escalating to jumbo stock when no remnant combination meets the target. I agree to full IP transfer. Questions: 1) What is the typical order batch size — dozens or hundreds of pieces per run? 2) Do you need multi-level guillotine cuts (3+ levels), or is 2-level sufficient? Send me a message and we can go over the details. Best regards, Kamran
₹25.599 INR trong 10 ngày
7,1
7,1

I’ll develop your proprietary 2D Glass Cutting Engine using a Meta-heuristic approach (Genetic Algorithms + Simulated Annealing) to hit 98–99% yield. With 10+ years of experience and 600+ projects, I specialize in high-logic ERP integrations and Computational Geometry. Technical Plan: Engine: Python FastAPI microservice using Guillotine-Cut logic with recursive BSF nesting. Inventory: Real-time MySQL/PostgreSQL lookup to prioritize remnants & optimal sheet selection. Frontend: JS/HTML5 Canvas renderer for your Bootstrap 5 ERP. IP: 100% transfer of documented source code. Why me? Check my 5-star profile for complex algorithmic builds. Ready to start!
₹25.000 INR trong 10 ngày
6,5
6,5

With over a decade of web design and development experience, I have a unique set of skills that aligns perfectly with your requirements. Firstly, on the frontend side, my expertise in JavaScript/ES6 will be highly instrumental in building an efficient UI that renders the final cutting maps directly within your ERP interface. Another skill of mine is using FastAPI to develop API logic, which I can employ effectively to deliver your engine as a standalone microservice. On the core algorithm front, I've had close engagement with computational geometry and cutting stock problems similar to thos e you're proposing. As such, I confidently assure you that I am more than capable of constructing the 2D Glass Cutting Optimizer you need. Drawing on my extensive repertoire, I'll employ the most suitable algorithm (e.g., Sky-line, Guillotine or Meta-heuristic) to ensure utmost optimality and reach or exceed the 99% accuracy yield target. Finally, your strict IP demand is also perfectly viable for me. As an experienced professional, I understand completely how crucial it is for you to have complete ownership of all code, algorithms and IP after the project is completed. And yes! You can totally count on me to provide well-documented, clean code that will reside solely on your private servers. Let's bag this project together so we can revolutionize the way 2D Glass Nesting works!
₹25.000 INR trong 7 ngày
2,8
2,8

As an experienced developer with a 9+ year passion for web development, I have the necessary skills to build your custom, proprietary 2D Glass Cutting Optimizer. Your project requires someone who is not only proficient with Python and C++, but has a solid background in computational geometry and cutting stock problems - that's me. My extensive experience in PHP, Bootstrap, HTML5, and JavaScript (specifically ES6) also ensures smooth ERP integration with the added bonus of a clean, maintainable code base needed for transfer of IP/ Source Code. To achieve optimal yield-based decision making during cutting, I propose leveraging meta-heuristic algorithms such as Genetic Algorithms or Simulated Annealing to hit your desired precision target of 98–99%. My proposed design will perform efficient inventory lookup using your PostgreSQL/MySQL database to select the "best sheet" from stock - whether jumbo-sized or remnants from previous jobs. Rest assured, my solution will include accounting for various factors such as Guillotine cuts, Kerf & Trim allowance, as well as optional glass orientation. In addition to my technical competence, my company offers extra benefits that I believe will be useful for your project. These include cost-effective solutions and cheap, well-managed hosting and domain offers. As a serious bidder who understands the urgency of this task and is ready to fully transfer all Intellectual Property/Source Code upon final payment; I b
₹25.000 INR trong 7 ngày
2,8
2,8

I understand that your primary challenge is developing a highly efficient 2D Glass Cutting Optimizer that maximizes material yield and minimizes waste, akin to industry leaders. With over 12 years of experience in algorithm development, I propose utilizing Genetic Algorithms combined with the Guillotine method for achieving the targeted 98-99% accuracy. My approach will involve building an intelligent inventory lookup system that evaluates available glass sizes from your PostgreSQL/MySQL database, ensuring optimal remnant utilization before opting for larger sheets. I have extensive experience in Python for creating robust APIs and can seamlessly integrate the solution with your Bootstrap 5 ERP interface to visualize cutting maps effectively. Additionally, I am well-versed in deploying applications using Docker for streamlined hosting on private servers. I confirm my agreement to fully transfer all Intellectual Property and source code upon project completion. As you are looking for serious bidders only, could you share any specific performance metrics or benchmarks you would like the optimizer to meet during testing?
₹37.500 INR trong 7 ngày
1,6
1,6

Hello Client, I’ll deliver your 2D Glass Cutting Optimizer with precision and efficiency, implementing a Guillotine Cut algorithm enhanced by a genetic meta-heuristic to achieve 99% material yield. I will develop an intelligent inventory lookup system that scans your PostgreSQL/MySQL database, prioritizing remnants before jumbo sheets to maximize usage. You’ll receive clean, documented, and fully maintainable code in Python (API) and JavaScript (ERP dashboard) ready for private server hosting via Docker. I confirm full transfer of Intellectual Property upon final payment. My experience with optimization engines ensures practical solutions, fast delivery, and professional communication. Let’s connect today and move your project forward with confidence. Regards, Anton Prinsloo
₹28.000 INR trong 30 ngày
0,0
0,0

Patna, India
Thành viên từ thg 2 23, 2022
₹12500-37500 INR
₹12500-37500 INR
$30-250 CAD
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₹12500-37500 INR
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$250-750 USD
$250-750 USD
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tối thiểu 50 USD$/ giờ
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$5000-10000 USD
₹12500-37500 INR
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€250-750 EUR
₹12500-37500 INR
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₹75000-150000 INR
$250-750 USD