Adapt existing Manufacturing Production Scheduler via Monte Carlo Tree Search

€250-750 EUR

Cancelled

Posted

about 1 month ago

€250-750 EUR

Paid on delivery

# Production Planning System Adaptation Project ## Project Overview We have a fully functional production planning system in Python that needs to be adapted for a new customer project. The existing system handles machine scheduling, setup times, and personnel qualifications using MCTS optimization. The system needs to handle both new data structures and products that require simultaneous processing on multiple machines (2-3 machines in parallel), evolving from the current single-machine model. ## Existing Codebase - Complete data preprocessing pipeline - MCTS-based production scheduler - Setup time calculation system - Personnel qualification manager - Visualization and reporting tools ## Scope 1. New Customer Implementation - Adapt to new customer's data structure - Implement customer-specific business rules - Set up new data preprocessing pipeline 2. System Enhancement - Enable parallel processing across multiple machines - Modify MCTS optimization for multi-machine scheduling - Adapt setup time and qualification management ## Technical Requirements · Python 3.10+ · Strong MCTS (Monte Carlo Tree Search) or similar optimization experience · Data structure transformation expertise · Production planning knowledge · Pandas/numpy proficiency ## Project Milestones ### Phase 1: Basic Integration · Implement data transformation for new customer structure · Adapt existing single-machine planning logic · Create basic output visualizations · Goal: Working prototype with basic scheduling · Deliverable: Functioning system producing initial production plans ### Phase 2: Multi-Machine Enhancement · Design and implement parallel machine processing · Modify MCTS algorithm for multi-machine optimization · Test and validate parallel processing · Deliverable: Working multi-machine scheduling capability ### Phase 3: Personnel Qualification Management · Adabt personnel tracking system · Adabt qualification requirements for each process · Adabt booking system for qualified personnel · Adapt qualification checks in scheduling logic on new data ## Available Resources - Complete source code - Test datasets - Direct access to development team ## Deliverables Format - Adapted Python code - Basic documentation of changes - Test validation results Please include: - Similar adaptation project experience - Immediate availability

Python

Software Architecture

Supply Chain

Project ID: 38854077

About the project

70 proposals

Remote project

Active 28 days ago

Looking to make some money?

Email address

Benefits of bidding on Freelancer

Set your budget and timeframe

Get paid for your work

Outline your proposal

It's free to sign up and bid on jobs

Awarded to:

@ilyaa5

HI, I 'm Ilya with strong experience in Python and a deep understanding of MCTS optimization, I am confident in adapting the existing codebase to accommodate the new data structures and implement the specific business rules required by your customer. I have previously worked on similar adaptation projects, which involved transforming data structures and enhancing scheduling algorithms. I am prepared to start immediately and will collaborate closely with your development team to ensure a smooth integration process. My goal is to deliver a working prototype in Phase 1, followed by the multi-machine enhancement and personnel qualification management features as structured in the project milestones. I will also provide comprehensive documentation for all changes made and validation results to ensure clarity and maintainability. Looking forward to discussing the project further! Best regards,

€400 EUR in 7 days

0.0

(0 reviews)

0.0

70 freelancers are bidding on average €519 EUR for this job

@AwaisChaudhry

Hello, I understand that you have a production planning system in Python that requires adaptation for a new customer project. This involves modifying the existing MCTS-based scheduler to support multiple machines and updating the data structures to align with the new customer's requirements. My experience in MCTS optimization and production planning will enable me to effectively handle the changes needed to achieve a functioning prototype and enhance the system's capabilities. I have previously worked on similar adaptation projects, ensuring seamless integration of new business rules and enhancing system functionalities. I am available to start immediately and am eager to collaborate with your development team to successfully deliver this project. What specific business rules should be implemented for the new customer, and are there any particular constraints I should be aware of for the multi-machine scheduling? Thanks, Muhammad Awais

€700 EUR in 30 days

4.9

(111 reviews)

8.7

@LiveExperts

Hi there,I'm biddin on your project "Adapt existing Manufacturing Production Scheduler via Monte Carlo Tree Search" I have read your project description and i'm an expert in Python and machine learning therefore i can do this project for you perfectly.I still have a few questions. please leave a message on my chat so we can discuss the budget and deadline of the project. Thanks. .. .

€750 EUR in 5 days

4.8

(104 reviews)

8.1

@fleetways

Thank you for looking at our bid. We have not used/implemented MCT algorithm in any of our past work - however we have used RabbitMQ and Celery, maybe we can propose this architecture for parallel processing. Ideally we would like to try the basic integration using new customer data, just to make sure we can follow the code and setup requirements - you can award the project only if we succeed with the first step. I would love to discuss this project further with you if given the chance. Kindly check out my Freelancer portfolio https://freelancer.com/u/fleetways.html for previous work. You may ignore the bid amount for now, as we still need to discuss & ask questions.

€500 EUR in 7 days

4.9

(66 reviews)

7.8

@ahmadayaz

With over a decade of experience in Full Stack Development, WordPress, Mobile App Development, SAAS Development, and more, I have a proven track record of delivering successful projects to organizations of all sizes. I've completed over a thousand projects and have expertise in various areas like UX/UI, branding, and website development. I'm excited about the opportunity to work on your Production Planning System Adaptation Project. To ensure success, I'll need more details on new customer data structures, business rules, and challenges faced during the transformation process. My technical skills in Python, MCTS optimization, and data transformations align well with the project requirements. I propose dividing the project into three phases: basic integration, multi-machine enhancement, and personnel qualification management, to ensure an efficient workflow. For accurate cost estimation, I'd require more information on the project scope and timeline. I'm ready to tackle the challenges of your project and deliver a tailored solution that meets your needs. Let's collaborate to make this project a success.

€675 EUR in 5 days

5.0

(22 reviews)

7.0

@rexzetsolutions

I have extensive experience in adapting production planning systems using advanced optimization techniques such as MCTS. Here is my proposed technical approach for the project: 1. **Data Transformation and Basic Integration:** - Implement data transformation for the new customer's data structure. - Adapt the existing single-machine planning logic to accommodate multi-machine scheduling. - Develop basic output visualizations to showcase initial production plans. 2. **Multi-Machine Enhancement:** - Design and implement parallel machine processing capability. - Modify the MCTS algorithm for multi-machine optimization. - Validate and test parallel processing to ensure accuracy and efficiency. 3. **Personnel Qualification Management:** - Adapt the personnel tracking system to handle qualification requirements for each process. - Modify the booking system for qualified personnel to align with the new multi-machine setup. - Incorporate qualification checks into the scheduling logic based on the updated data structures. **Relevant Technologies:** - Python 3.10+ for coding and implementation. - Strong expertise in MCTS optimization for system enhancement. - Pandas and numpy proficiency for data manipulation and analysis. **Testing and Integration Plan:** - Conduct thorough unit testing at each development phase to ensure functionality. - Employ integration testing to validate the interaction between different system components. - Provide comprehensive documentation to facilitate seamless integration and user adoption. **Performance and Scalability Optimizations:** - Implement parallel processing to enhance system performance and optimize resource utilization. - Fine-tune the MCTS algorithm for multi-machine scheduling to improve scalability and efficiency. By following this structured approach, leveraging the specified technologies, and focusing on thorough testing and integration, the adapted production planning system will meet the client's requirements effectively. I am confident in my ability to deliver a reliable and user-ready solution based on my expertise and past project successes in similar adaptation scenarios. I am available immediately to commence work on this project and ensure its timely completion with high-quality deliverables.

€750 EUR in 7 days

4.8

(54 reviews)

6.7

@kazemmojtama

Hello, good time Hope you are doing well I'm expert in MATLAB/Simulink, Python, HTML5, CSS3, Java, JavaScript and C/C#/C++ programming and by strong mathematical and statistical background, have good flexibility for solve your project. I have many experience practical and theoretical in implementation different algorithms (such as: state estimation and Kalman filter, design controller, analysis closed loop stability, signal and systems, signal processing, heuristic optimization, fuzzy logic, neural network and machine/deep learning fields). Evidence of this claim exist in the portfolio. I have read your project description and I can help you (without any plagiarism). Please send me the details of your project. Thanks for attention 100% Jobs Completed, 100% On Budget, 100% On Time ⭐⭐⭐⭐⭐ 5-star reviews

€500 EUR in 7 days

5.0

(6 reviews)

6.4

@dvcontact

Dear Sir, Are you aiming to optimize your production planning system to handle complex, multi-machine scheduling with precision? I am eager to leverage my expertise in Python and Monte Carlo Tree Search to adapt your existing production scheduler for your new customer project. My approach ensures seamless integration of new data structures and enhances the system to support parallel processing across multiple machines. Steps to Complete: 1. New Customer Implementation - Transform data to fit the new customer’s structure - Implement customer-specific business rules - Set up a new data preprocessing pipeline 2. System Enhancement - Enable parallel processing across 2-3 machines - Modify the MCTS algorithm for multi-machine optimization - Adapt setup time and personnel qualification management 3. Testing and Validation - Conduct comprehensive testing with provided datasets - Validate system performance and reliability I am pleased to offer a free demonstration of the solution even before the project is awarded, allowing you to see the potential improvements firsthand. I look forward to discussing the project details further and collaborating to achieve your production planning goals. Regards, Smith

€500 EUR in 7 days

4.9

(12 reviews)

6.1

@mannanmaan1425

Hello Elias, I have thoroughly reviewed the details of your job posting and am confident that my extensive expertise in Python, Software Architecture, Supply Chain, combined with my deep experience in Python and software development, makes me an excellent fit for this project. I am passionate about crafting robust, scalable software solutions and am ready to start immediately. Please feel free to reach out if you would like to discuss further. Best regards, Abdul Mannan

€250 EUR in 7 days

4.8

(61 reviews)

6.0

@rashidamjad

Dear Elias, I am excited to submit my proposal for your Manufacturing Production Scheduler adaptation project. The expertise of our team aligns perfectly with the requirements you have outlined. With a strong background in Python development and experience in MCTS optimization, we are well-equipped to handle the adaptation of your production planning system. Our proficiency in data structure transformation, production planning, and Pandas/numpy will ensure a seamless transition to the new customer's requirements. A relevant question to engage further with your project is: Are there any specific constraints or limitations we should be aware of while adapting the system to handle simultaneous processing on multiple machines? We have successfully delivered similar adaptation projects in the past and our team is immediately available to start working on your project. We are confident in our ability to meet and exceed your expectations. Looking forward to the opportunity to collaborate on this exciting project. Regards, Rashid

€650 EUR in 15 days

5.0

(22 reviews)

6.0

@sharmin283

With over a decade of experience in the software development field, I believe I have what it takes to successfully execute the Adaptation Project for your Production Planning System. Even though my expertise isn't specific to the manufacturing industry, I've demonstrated the ability to grasp complex domains and deliver cutting-edge solutions, evident in my work in web and mobile applications. In terms of your project needs, I can hit the ground running as I've worked with varying datasets and transformed them into suitable structures. As Python is my go-to language, needless to say, I am well-versed in using libraries such as Pandas and Numpy effectively. Additionally, optimization through the Monte Carlo Tree Search is right up my alley, enhancing system efficiency by enabling parallel processing for multi-machine scheduling

€400 EUR in 10 days

5.0

(18 reviews)

5.2

@Yuriisay

Hi there, I’ve carefully read your project description - Adapt existing Manufacturing Production Scheduler via Monte Carlo Tree Searchand really interested in this job. I’m an senior data scientist for 8+ years experience and can offering best quality and highest performance during your timeline. I’m ready to discuss your project and can start immediately. I'd like to talking about your proposals via chat. I will wait for your reply Thanks! Yurii

€450 EUR in 7 days

5.0

(8 reviews)

4.9

@laraibfatima399

Drawing on my experience leading a group of certified programmers providing IT solutions since 2014, I bring proficiency in Python and Software Architecture to this project. Our skillset includes adeptness with data structure transformation and MCTS optimization, essential for adapting your production planning system to new complex customer structures. With strong knowledge of Monte Carlo Tree Search and parallel processing techniques, I can enhance your system to handle multi-machine scenarios seamlessly while maintaining peak optimization. Having worked on varied projects including a wide range of industries like manufacturing, our adaptability is the highlight warranting our immediate availability for your project. Furthermore,in the scope of this work,our expertise like openCV will be valuable when it comes to visualizing the outputs of your model. To guarantee the success of this project,your available resources will be maximally utilized alongside undiminished access to me and my team at all stages. We thrive on creating customer solutions that are not just feasible but also sustainable and are ready to offer !!days of error-free service accompanied by continued support after delivery.

€250 EUR in 5 days

5.0

(19 reviews)

5.1

@FaizalShaik80

Hello, ❇️@EliasTep!❇️ I specialize in Python-based production systems and optimization algorithms, including MCTS. I can adapt your existing scheduling system to accommodate new data structures and multi-machine parallel processing requirements, ensuring robust and efficient solutions for your new customer project. Let’s collaborate to elevate your system's functionality.

€500 EUR in 7 days

5.0

(8 reviews)

5.1

@AmazingEngr76386

Pitch: With my extensive background in Python and software architecture, I bring significant value to your project. Throughout my career, I have successfully handled multi-faceted projects, utilizing my strong project management and strategic planning skills to ensure on-time delivery within budget. Importantly for this project, my proficiency in data analysis using Pandas and Numpy perfectly aligns with your needs for transforming data structures while having a deep understanding of Monte Carlo Tree Search (MCTS) or similar optimization techniques that will allow me to adapt your existing production planning system seamlessly. Moreover, having hands-on experience in the manufacturing industry, I understand the intricacies of production planning and optimization strategies. I've previously implemented complex manufacturing system adaptations, including parallel processing management across multiple machines like you require.

€500 EUR in 7 days

4.1

(19 reviews)

6.2

@kimphuong589

✅ Python Expert Here! ✅ Hi, How are u? I am very interested with your task now. I have checked your proposal carefully. I understand your requirement well. I can complete your task perfectly in time. Please contact me and let's start your task right now. Thank you & Best regards!

€500 EUR in 7 days

5.0

(25 reviews)

4.8

@Uness33

Hello! I'm Unes, a machine learning engineer with a knack for optimizing complex systems. Your project to adapt the production planning system for a new customer is right up my alley. With extensive experience in Python and MCTS optimization, I can seamlessly transform your existing single-machine model to handle multi-machine scheduling. Here's my approach: I'll first adapt the data preprocessing pipeline to fit the new customer's structure, ensuring all business rules are integrated. Then, I'll enhance the MCTS algorithm to support parallel processing, allowing for efficient scheduling across multiple machines. My expertise in data structure transformation and production planning will ensure a smooth transition. A few questions: Are there specific constraints or business rules unique to the new customer? How do you envision the visualization tools adapting to multi-machine outputs? Looking forward to discussing how we can make this adaptation a success!

€750 EUR in 7 days

5.0

(12 reviews)

4.7

@TellezMiotta

Hi! My name is Fernando Téllez. I’m an Electrical Engineer at Universidad Simón Bolívar (USB), one of the most prestigious universities in my country. During my years of professional training, I had the opportunity to develop several extracurricular projects on software applied to electrical engineering problems like decoupled load flow, transmission line modeling, and so one. Furthermore, my undergraduate thesis consisted on a Monte Carlo simulation over a Power System to acquire its statistical behavior on Availability and Reliability. It got awarded with honors upon its approval. Over my career I've used custom made applications, both in MATLAB and python, to improve and automate procedures like acquiring performance data of generation plants, detecting failures and reporting, just to mention a few. I can offer services in: - MATLAB & Simulink. - Python (Flask, panda, etc.). - SQL. - Mongo. - API integration. - Electrical engineering.

€500 EUR in 7 days

4.7

(19 reviews)

5.1

@JustinJcob

Hi Thank you for the opportunity to bid on your project. An experienced Python developer specializing in MCTS optimization, I am ready to start right now on adapting your production planning system for a new customer project. With expertise in data structure transformation, production planning, and proficiency in Pandas/numpy, I will seamlessly implement customer-specific business rules, enable multi-machine scheduling, and enhance setup time and qualification management. My immediate availability, along with previous adaptation project experience, ensures a quick and efficient delivery of the functioning system producing initial production plans. Looking forward to the opportunity to collaborate and bring your project to life. Kind regards, Haroon Z .

€500 EUR in 7 days

5.0

(8 reviews)

4.6

@trm66614

Hi there,Good afternoon I am Talha. I can work with your project skills Python, Software Architecture and Supply Chain am writing to propose an innovative approach to tackle your project. Our proposal centers on delivering creative and effective solutions that will set your project apart. We will present fresh, out-of-the-box ideas that align with your project's objectives, demonstrating how we can achieve remarkable results. Please note that the initial bid is an estimate, and the final quote will be provided after a thorough discussion of the project requirements or upon reviewing any detailed documentation you can share. Could you please share any available detailed documentation? I'm also open to further discussions to explore specific aspects of the project. Thanks Regards. Talha Ramzan

€250 EUR in 9 days

5.0

(5 reviews)

4.7

@djsmoothy

With more than a decade of professional software engineering experience under my belt, I am confident in my ability to adapt your existing production planning system according to the needs of your new customer's project. Having led numerous teams and delivered successful projects throughout my career, I understand the vital importance of customer-focused solutions- a principle that I would hold just as high in adapting your system. My deep understanding of Python, and its libraries such as Pandas and Numpy, paired with my strong background in software architecture gives me the technical proficiency to handle this project with ease. Moreover, I possess extensive mastery in MCTS optimization which will be pivotal for transitioning your current single-machine model production scheduler into a multi-machine capacitated one. Previous to this project, I have successfully worked on similar adaptation projects involving intricate transformation of data structures as well as implementing customer-specific business rules. Therefore, I bring in not only the required skills but also a well-honed expertise with proven results.

€750 EUR in 7 days