Deep neural network python codepekerjaan

I'm seeking an expert in strategic analysis within game theory, particularly applied to the field of economics. The project involves assessing a game with a mathematical focus, specifically a card game. Key aspects of the project include: - Using game theory to dev...include: - Using game theory to develop insights into strategic interactions within the game. - Applying mathematical principles to understand and predict outcomes based on economic theories. - Creating algorithms to analyze strategies within the game. The ideal candidate will have: - A strong background in game theory and strategic analysis. - Experience in developing algorithms for card games. - A deep understanding of economics and its mathematical applications. - Proficiency in probability and statistics, an...

I'm in need of a seasoned Meta (Facebook) app developer to hel...developer to help my app secure the necessary permissions for approval. Key Responsibilities: - Assist in getting the app approved primarily for user engagement through friend-based recommendations and content. - Navigate the process for obtaining the user_friends permission. Ideal Skills: - Extensive experience with Meta app development. - Proven track record of successful app approvals on Meta. - Deep understanding of navigating Facebook's permission system. - Proficiency in creating friend-based recommendation features. Please note, the primary objective of the app is to secure permission approval, rather than generating sales or providing information. Your expertise in this area will be crucial for th...

We are THE HIGHEST paying webcam modeling agency. We also have THE largest webcam modeling network with over 7.52 million visitors per day. We are looking for women,girls (over 18) to become cam models. You can live anywhere in the world and make a lot of money right from your home, all you need is a computer and a webcam. You will be broadcasted on over 200 different adult webcam modeling sites simultaneously. With our excellent customer service and friendly Live support system, we will be assisting you each step of the way to ensure that you earn the most money possible. Pay is $1per minute PER VIEWER. So whether you want to become a cam girl you can be sure that your are in the best of hands with us. We offer our webcam models helpful tips, promotional opportunities, and excel...

I'm seeking an experienced Pine Script developer to create a TradingView indicator for me. The indicator needs to be based on Smart Money Concepts (SMC) liquidity and o...must have customizable settings. - It should include backtesting capabilities. Timeframes for MTF analysis: - The indicator needs to analyze 15 min, 5 min, 1 hr, and 4 hr timeframes, among others. Order Block Recognition: - The indicator should specifically identify bullish and bearish order blocks. And have still more many conditions to apply Ideal Skills: - Proficiency in Pine Script. - Deep understanding of SMC liquidity and order blocks. - Experience in developing TradingView indicators. - Familiarity with multi-timeframe analysis. - Skills in creating customizable, backtestable indicators with aler...

I'm looking for a skilled Pine Script programmer to develop a custom indicator for TradingView. The indicator should generate smc with liquidity and order blocks specifically for the Forex market and crypto Ideal Skills: - Proficiency in Pine Script - Experience with TradingView - Deep understanding of Forex market dynamics - Technical analysis skills Please provide examples of similar projects you've completed in your bid.

I need a skilled Python programmer to help me automate the order placement on Interactive Brokers. Key Requirements: - Automate the placement of Market orders, Limit orders, and Stop orders - Strong proficiency in Python - Experience with Interactive Brokers platform - Knowledge about different types of trading orders Ideal Skills: - Python programming - Trading experience - Interactive Brokers expertise - Order placement automation I am looking to hire a pythan trading expert, You need to automate trade in Shoonya Broker Account, Automate the buy sell order, It has lots requirment I have attached excel file to fetch and update data, and automate trade, I can choose any interval, It need to fech candle data, more detaiil i wll give if you can provide result wit...

We're an IT company seeking a proficient team in software development, specifically in de...proficient team in software development, specifically in desktop application development. It would be ideal if you have a robust portfolio showcasing your skills in creating user-friendly and efficient desktop applications. Key Requirements: - Expertise in Desktop Application Development - Strong understanding of Software Development principles Ideal Skills: - Proficiency in C#, Java, and/or Python - Experience with cross-platform development - Familiarity with Agile development methodologies - Excellent problem-solving skills - Strong communication and teamwork abilities Please submit your portfolio showcasing your relevant experience and projects. We're excited to collaborate w...

I'm seeking a tailored Forex trading strategy focused on long-term investments. The ideal freelancer for this project should have a deep understanding of Forex markets and trading principles, as well as the ability to create a unique strategy based on my specific requirements. Key tasks will include: - Developing a 'silver bullet' strategy for Forex trading with a focus on long-term gains. - Customizing this strategy to suit my particular business and trading needs. - Providing comprehensive insights into the operational efficiency of the strategy. Experience in Forex trading and strategic planning is crucial for this project.

...As a co-founder, you'll be involved in all aspects of the company, from strategy to execution. Must in Dubai - Use your IT expertise to guide our technical development. - Leverage your local knowledge and connections to help us reach potential clients. - Bring your innovative startup ideas to the table. Ideal Skills: - Extensive Software Development and IT knowledge. - Management experience. - Network Engineering and Cybersecurity awareness. - Strong Marketing and Sales understanding. Qualities I Value: - Ability and eagerness to contribute to a startup. - Excellent management skills. - Innovative thinking and startup ideas. - Excellent client integration abilities. If you're passionate about IT and startups, and ready to take on a leadership role in a new venture, ...

I'm developing a dashboard on SAP Analytics Cloud dashboard and I need a professional assistance with developing some elements of it like pop ups and other analytics. I need someone trained on SAP analytics cloud to log online with me and fix the issues. This areas I need help with in data visualization include: - Charts - Tables - Maps I am looking for a freelancer with deep expertise in SAP Analytics Cloud who can swiftly understand and provide solutions on this. Experience in optimizing interaction responsiveness and enhancing the performance of SAP dashboards is crucial. Please reach out if you have the necessary skills and experience to help.

I'm in need of a deep-voiced female voiceover artist for a commercial advertisement. The voiceover is intended for an ad with a fantasy theme, so the tone and style should be able to convey the magical and whimsical elements of the concept. Ideal Skills and Experience: - Strong, authoritative female voiceover artist - Experience in commercial voiceover - Ability to convey fantasy themes in voice - Professional recording equipment - Ability to meet deadlines I need only 1 word wich is the brand name and i need it today Please include samples of your work that fit this project.

I'm looking for a skilled professional to configure Zabbix agent and set up comprehensive bandwidth monitoring on my Windows PC. Key Requirements: - I have an existing Zabbix server that this configuration will connect to. - I need to monitor total bandwidth usage and network interface bandwidth. - Custom alerts and notifications need to be set up based on specific criteria. Ideal Skills and Experience: - Proficient in Zabbix configuration. - Expert knowledge in Windows PC networks. - Experience with creating custom monitoring alerts.

I'm looking for a dedicated, full-time Singing Manager who has prior experience in music industry. Your primary responsibility will be talent scouting and recruitment. You should have a strong network within the industry and be able to leverage this for the benefit of our team. Key Responsibility: - To look for a job for a singer ( finalising gigs or concert and looking for audition opportunity) - Networking with industry professionals ( setting up catchup or meeting with music industry people) - Managing PR for Singer ( includes social media platform) - come up with new ideas to place singer in industry Ideal Skills: - Strong networking skills with industry professionals - Passion for discovering and nurturing new talent

...billing and accounting, as well as network monitoring and reporting. Key Requirements: - Robust user authentication and access control: This should be capable of managing access for various user levels. - Efficient billing and accounting system: The system should be able to keep track of user payments and generate invoices. - Detailed network monitoring and reporting: This should provide real-time data on network usage and possible issues. Platform Compatibility: - The Radius Manager needs to be compatible and seamlessly integrate with Linux. User Interface: - The Radius Manager must feature a user-friendly Graphical User Interface (GUI). Ideal Skills: - Proficiency in Linux and Radius server configuration. - Extensive experience in developing network man...

I need a professional to help set up my Juniper EX3200 switch. The primary goal is to expand my network capacity. This setup will be crucial for accommodating my growing network demands. Skills and Experience: - Proficiency in configuring Juniper EX3200 switches - Networking expertise, particularly in expanding network capacity - Previous experience with network device setup - Understanding of VLAN configuration (though not needed for this project, it's a plus) Please note that the specifics of which devices the switch will need to connect to were not determined yet, so flexibility and adaptability are key.

...Shopify flow trigger to automate filters from prefix tags to metafields. Key Requirements: - Shopify Flow expertise: The primary goal is to develop a Shopify Flow trigger that moves anything with specific prefix tags to metafields for filteration for our customers in our shopify store. - Filter Automation: I need help automating filters. These filters will primarily be based on metafields, so a deep understanding of metafield application and manipulation within Shopify is essential. - Shopify Development Skills: Strong Shopify development skills are necessary to implement and troubleshoot any issues that arise during the automation process. Ideal Candidate: The ideal candidate for this project is a seasoned Shopify developer with hands-on experience in using Shopify Flow for a...

I'm looking to make money through affiliate marketing primarily on TikTok. Ideal Candidates Should: - Have a proven track record in affiliate marketing, particularly on TikTok. - Possess deep understanding of TikTok's algorithm and trends. - Be creative with content creation and able to develop engaging posts to attract followers and potential buyers. - Have strong analytical skills to track performance and adjust strategies accordingly. Please provide examples of your previous work in this field.

I'm looking for a skilled 3D animator with a knack for creating engaging, cartoonish character animations. The animations will be specifically crafted for social media content, so they need to be captivating and shareable. Ideal skills for this project include: - Expertise in 3D character animation, particularly in a cartoonish or realistic style. - A deep understanding of social media trends and what makes content go viral. - Ability to create high-quality animations that can stand out on platforms like Instagram, Facebook, and TikTok. Please include examples of your previous work in your proposal, particularly if you've created similar content in the past.

I need a professional to refine and update my Discord bot t...are functionality bugs that need to be addressed. - Refinement: The current functions of the bot need to be improved. The bot uses Python and incorporates frameworks and tools such as Selenium, fastapi, Uvicorn, and Linux. I recommend utilizing ChatGPT 4 to assist with edits. Please review the existing code at and let me know if there's a better approach. Ideal Skills and Experience: - Proficient in Python with experience in Discord bot development. - Familiar with game score tracking systems and LittleBigSnake. - Competent in debugging and refining existing code. - Knowledgeable in using tools like ChatGPT 4 for code enhancement. - Experienced in working with Linux and rack root serv...

...software, PhishLite Pro. This software should mainly be developed using Python and Java, incorporating additional programming languages as necessary. The software aims to deliver: - Advanced security features: It must include real-time scanning, behavioral analysis, and firewall integration. - Exceptional phishing detection and website blacklisting capabilities. - A user-friendly, graphical interface (GUI) designed for Windows platforms: The software should be straightforward to download, install, and navigate. The successful candidate or team will also manage the proper documentation and support for uploading PhishLite Pro to the Google Web Store. Ideal skills for this role include: - Extensive experience in Python and Java. - Strong background in developing security ...

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I'm in need of a captivating cover for my non-fiction self-help book. The cover should convey a motivational tone, inspiring potential readers to pick it up. Key Requirements: - Expertise in graphic design with a focus on book covers - Experience in designing covers for self-help or motivational ...should convey a motivational tone, inspiring potential readers to pick it up. Key Requirements: - Expertise in graphic design with a focus on book covers - Experience in designing covers for self-help or motivational books - Ability to understand and convey the book's tone and style visually - Strong portfolio of relevant work The ideal freelancer will not only bring technical skill, but also a deep understanding of the self-help genre and its audience. I look forward to se...

...NSE stocks and I need someone with expertise in Python and financial data analysis to combine all the backtest reports into one portfolio-level report. The key challenge is whether someone already has the 1-minute intraday price data for Nifty 50 stocks. Without access to this data, they won't be able to complete the project. Key Requirements: - Calculate the drawdown for intraday trading - Compute all parameters typically found in a backtest report, but at a portfolio level - The backtest data covers the last 7 years In addition, I need: - One-minute price data for the top 50 NIFTY stocks, necessary for the calculations - The one-minute price data to be provided as a downloaded data file Ideal Skills: - Proficiency in Python - Financial data analy...

I'm seeking a game developer to create an entertaining, strategy-focused rugby card game aimed at adults. The game should provide a challenging yet enjoyable experience, leveraging strategic gameplay mechanics to keep players engaged and stimulated. Ideal Skills and Experience: - Proficiency in game development, particularly card games - Deep understanding of rugby and its rules - Experience in creating strategy-focused games - Ability to design for adult audiences Ultimately, I want a fun and compelling card game that can capture the excitement of rugby while offering rich, strategic gameplay.

I need a professional to set up a Client-to-Client VPN. This is a crucial project for me, and I would prefer someone who has extensive experience in networking and VPN setup. Ideal Skills: - Extensive experience with Client-to-Client VPN setup - Strong knowledge of network configurations - Proficiency in various VPN protocols Please note, I'm currently unsure about the specifics of the devices that will be part of the network and the level of encryption needed. However, I trust that you can provide guidance on these matters.

Do a short notebook to run the attached models end to end, Save the predictions in a data frame. the GitHub link is as follows:

I'm seeking a forward-thinking, techy, yet quirky logo for "Code The Culture". It should embody a futuristic and technological aesthetic while maintaining a unique and playful edge. Key Aspects: - Style: The logo should be minimalist, vintage, and modern elements blended into a futuristic, tech, and corky vibe. - Color: I want it to be colorful, breaking away from traditional monochromatic schemes. - Symbols: The logo should incorporate code-related symbols, like brackets or code lines, showcasing a clear link to the world of programming. Ideal Skills: - Graphic Design - Logo Design - Symbolism and Abstract Thinking - Understanding of Futuristic and Tech Aesthetics - Color Theory and Application Please provide your portfolio showcasing similar work.

I'm looking for a professional who can create VAT declaration boxes in SAP R3 specifically tailored for Netherlands and Germany. The primary aim of this project is to ensure compliance with local tax regulations. Key Requirements: - Creation of VAT declaration boxes in SAP R3 - Integration with Financial Accounting (FI) module - Implementation of the VAT Return Form Ideal Skills: - Deep understanding of SAP R3 and its modules - Expertise in VAT compliance for Netherlands and Germany - Previous experience in creating VAT declaration boxes in SAP R3

I am in need of a proficient mobile app developer to create native e-commerce apps for both iOS and Android platforms. The core features of the app will closely mirror the functionalities of our existing website, so a deep understanding of e-commerce and mobile app development is crucial. Key Responsibilities: - Developing native e-commerce mobile applications for both iOS and Android - Implementing features that reflect our current website's functionality - Ensuring a seamless and user-friendly interface Ideal Skills: - Expertise in iOS and Android native app development - Extensive experience in e-commerce app development - Strong understanding of website-to-app feature translation - Proficiency in creating user-friendly interfaces

My current Python script for sending LinkedIn connection requests is crashing. I need a freelancer to debug it and fix the issue. The script typically crashes when it is sending a connection request. It is essential to have experience with Python, LinkedIn automation and script debugging to fix this issue and help me get the script back in working order. Ideal skills: - Python - LinkedIn automation - Selenium Please provide a bid if you have the relevant experience and can help me resolve this issue.

...should provide all relevant measurements - height, width, length, and crucially, the depth from the earth's surface, along with a visual representation of the cavity. Cavity could be empty or could have some sort of minerals Key Requirements: - The solution must accept any location I provide. - Deliverables include a fully documented end-to-end process. Preferred Technologies: - ArcGIS - QGIS - Python - Ground-penetrating radar (GPR) - Seismic surveys Ideal Output: - Measurements should be provided in Shapefile format. This project is primarily geology-focused, aimed at assisting in construction planning. The ideal freelancer should have extensive experience in geotechnical engineering and is proficient in the use of the aforementioned technologies. Please ensure your bi...

I'm looking for an experienced Func developer to deploy a smart contract for me on the Ton network. The primary purpose of this contract will be to manage a bonding curve. Key Requirements: - Expertise in smart contract deployment, particularly on the Ton network. - Proven experience with bonding curve contracts. - Knowledge in implementing token minting and burning within the contract. If you have the necessary skills and experience, please reach out with your previous work samples.

...self-care and calmness.I would like to see elements of nature in the design, such as plants, wolves, and trees, but without using a globe. The style of the logo should be detailed rather than minimalistic or abstract. Ultimately, the logo should convey a strong message of health and wellness. Ideal candidates for this project should have experience in detailed, nature-inspired logo design and a deep understanding of the health and wellness industry. A portfolio demonstrating previous work of a similar nature will be highly regarded. The shield represents protection – guarding one's health and environment.(also a node to my previous profession?) Something to represents proactiveness and empowerment in pursuing wellness. Shield Decoration: On the shield, ...

...should provide all relevant measurements - height, width, length, and crucially, the depth from the earth's surface, along with a visual representation of the cavity. Cavity could be empty or could have some sort of minerals Key Requirements: - The solution must accept any location I provide. - Deliverables include a fully documented end-to-end process. Preferred Technologies: - ArcGIS - QGIS - Python - Ground-penetrating radar (GPR) - Seismic surveys Ideal Output: - Measurements should be provided in Shapefile format. This project is primarily geology-focused, aimed at assisting in construction planning. The ideal freelancer should have extensive experience in geotechnical engineering and is proficient in the use of the aforementioned technologies. Please ensure your bi...

...who can write creative video scripts in both Hindi and English. The scripts will be for spiritual and devotional content, so a familiarity with these themes is advantageous. Key Responsibilities: - Craft engaging, high-quality video scripts in both Hindi and English. - Ensure the content is suitable for a spiritual and devotional audience. Ideal Candidate: - Proficient in scriptwriting with a deep understanding of spiritual and devotional themes. - Bilingual in Hindi and English with exceptional writing skills in both languages. - Experience in content quality assurance to maintain high standards. Skills and Experience: - Creative scriptwriting - Content Quality Check - Bilingual proficiency in Hindi and English - Familiarity with spiritual and devotional themes - Previous ex...

...product details (e.g., title, description, features, pricing). Cleaning and structuring the data into a usable format (e.g., JSON or CSV). Ensuring the system is robust, scalable, and compliant with scraping best practices. Tools and Technologies: While we are open to your preferred tools, familiarity with the following is a plus: Web Scraping: BeautifulSoup, Scrapy, Apify, or similar. Automation: Python, Selenium, or Puppeteer for handling dynamic content. Data Structuring: JSON, CSV, or databases like MongoDB or PostgreSQL. Amazon Data: Experience with Amazon's structure or product data scraping is a bonus. Broader Overview: This project is part of a larger workflow that will include: Using AI tools (e.g., Stable Diffusion, Runway ML) to create original visuals of the pr...

I...in the secretariat field. The focus will primarily be on appointment scheduling, but a flexible approach towards other tasks is also appreciated. In terms of IT, I'm looking for assistance in various areas, not just limited to software development, network management or technical support. Candidates with a broad IT skill set will be prioritized. Ideal Skills and Experience: - Proven experience in secretariat roles, particularly in appointment scheduling - Extensive IT skills, with a broad understanding beyond just software development, network management or technical support - Knowledge and understanding of legal terminology or processes would be a plus - Flexibility and a can-do attitude - Excellent communication and organizational skills I look forward to receiv...

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I'm in need of a skilled web developer to create a comprehensive, service-based business website for my network services company. The site should be built using PHP, HTML, CSS, and JavaScript. Its primary purpose is to deliver detailed and engaging information about our array of network services. Key Features: - Proficient use of PHP, HTML, CSS, and JavaScript - Service-oriented website development expertise - Creation of engaging and informative content - Knowledge of network services is a plus The site should also include: - A Testimonials section - An FAQ section - Interactive elements such as Contact Forms Your role will be pivotal in helping us reach our target audience and effectively communicate our service offerings. Please provide your previous work s...

We are looking for an experienced developer or a small team to create a QR code-based system to manage the use of company vehicles. The system should allow employees to log in and out of vehicles by scanning a QR code, with data displayed in real-time on a central dashboard.

...Architecture **Technology Stack** - Backend: Python (Flask) - Database: SQLite - AI Libraries: * scikit-learn * NLTK - Communication: * Twilio (SMS) * SendGrid (Email) - Hosting: #### Web Scraping Data Sources 1. to be added once hired #### Autopilot Automation Specifications - Continuous Data Acquisition - Automatic Data Processing - AI-Driven Communication - Self-Scheduling Mechanisms - Zero Human Intervention #### Lead Generation Modules 1. **Roof Restoration Module** - Location: Miami Gardens - Radius: 10-mile expansion - Zip Codes: * 33014, 33054, 33055, 33056 * 33167, 33168, 33169 - Criteria: * Homes built before 2017 * Asphalt/Shingle Roofs 2. **Pressure Cleaning Module** - Full Zip Code Coverage: 33014, 3...

...into polished, YouTube-ready videos. The ideal candidate will have: - Proficiency in web scraping tools, particularly BeautifulSoup, Scrapy, or Apify. - Experience with AI tools such as YOLOv8, Stable Diffusion, and OpenAI APIs. - A strong background in video creation and editing using platforms like Runway ML, Descript or alternative. - Expertise in workflow automation with tools like Zapier and Python. Please note that the quality of AI-generated visuals is paramount, specifically, I am looking for realistic product animations. All types of Amazon product pages will be used for generating these videos, from electronics to clothing and home goods. If you have experience creating scalable AI-powered video workflows, I would love to hear from you....

We Need a minimalist Combo logo for my new furniture brand, 'Everywhen.' The logo should use bold colors rather than monochrome or pastel shades. Key aspects of the project: - Design a minimalist style logo that reflects our furniture line's modern and sleek nature. - Use of bold colors to make the logo stand out, as opposed to the more subtle pastel shades or monochrome. - A deep understanding of furniture design and industry trends would be beneficial, helping to create a logo that resonates with our target market. I need a source file with all the fonts and elements. if you have any questions, please DM me Thank you

I'm in need of a professional who can set up an Always On VPN on my Windows PCs. The desired protocol for this setup is IKEv2. Additionally, this VPN needs to be integrated with my existing Active Directory. Ideal skills and experience for the job include: - Extensive knowledge and experience ...VPN on my Windows PCs. The desired protocol for this setup is IKEv2. Additionally, this VPN needs to be integrated with my existing Active Directory. Ideal skills and experience for the job include: - Extensive knowledge and experience with VPN setup and protocols - Proficiency in working with Windows PCs - Prior experience with integrating VPNs with Active Directory - Strong understanding of network security protocols - Excellent troubleshooting skills -Knowledge of Hyper-V Virtua...

...authentication system. - Real-time Database Updates: Ensure that all data updates are reflected in real-time across all user interfaces and tools. - File Storage Management: Connect and manage all file storage requirements through Supabase's storage services. Technologies: - My current backend is built using Lovable.dev. Experience with this platform is a plus but not mandatory. - Familiarity with Node.js, Python, or Ruby on Rails is beneficial. Ideal Skills: - Strong background in backend development and SaaS product integration. - Proficiency in implementing user authentication systems. - Experience with real-time database management. - Knowledge in file storage management. - Excellent understanding of Supabase's functionalities. I am looking for a professional wit...

I'm seeking a talented ghostwriter to help me pen my life story, focusing on the myriad challenges I've faced. This project will require a deep understanding of emotional storytelling and the ability to capture the essence of struggle and triumph. Ideal skills and experience: - Proven experience in ghostwriting, especially biographies - Exceptional storytelling ability - Empathetic understanding of life's challenges - Ability to maintain an engaging narrative - Strong editing and proofreading skills

I'm looking for a uniquely designed, bold and modern abstract logo for my digital marketing company "KEEP GO'IN VIRAL". The logo should creatively incorporate the initials "KGV" intertwined in a unique way as an icon. The chosen designer should be able to reflect the values of innovation an...The use of bright colors is essential, eye-catching for social media and online use. - The final deliverable should be an Adobe Illustrator Vector file. Please note, originality is key for this project. I do not want any copies from Google, other search engines or clipart. The ideal candidate would have a strong portfolio demonstrating: - Experience in creating modern, bold and unique logos. - A deep understanding of abstract design. - A proven track record of del...

Sales given to referral fix price and percentage commission from order. Work with ftp only

I'm in need of a custom TradingView Pine Script indicator. Specifically, I require: - An "indicator symbol screener" that can filter symbols based on real-time data. - The screener should utilize a custom open-sourced indicator to assess price movement and volume changes. Ideal candidates for this project should have robust experience in coding with Pine Script and a deep understanding of TradingView's platform. Knowledge in developing custom indicators and screeners is essential. Please provide examples of similar projects you've completed.

...the plants. The code initializes the internal temperature and water fraction within the domain's cells. It employs empirical and physical relations to estimate stomatal and aerodynamic resistances, heat flux, vapor pressure difference (DPV), and convection properties based on flow regimes (natural, mixed, or forced convection). The UDF also computes radiative absorption and total resistance to model the internal temperature and humidity of the plants. Thermal and water vapor sources are incorporated into the transport equations to capture energy and mass exchanges, while indices such as LAIV and the thermal properties of air are considered to describe the complex interactions between the plant and its environment. He contractor will be responsible for correcting the UDF ...