Numerical simulation matlab jobs

I am looking for a coding wizard who has expertise in creating tasks within Qualtrics. The project will encompass: - Creating a slider task compatible with all devices, i.e., desktop/laptop computers and mobile devices - Ensuring the task is coded to collect numerical data efficiently - Incorporating a neutral, academic-style design The ideal freelancer would have an extensive background in and a deep understanding of Qualtrics and data collection methods. They should have a keen eye for design that aligns with the academic aesthetics whilst maintaining functionality across all platforms.

...be proposing optimization strategies for the boiler's efficiency using the direct and indirect method. This proposal could potentially involve writing a MATLAB code. A brilliant report should demonstrate how to maintain high efficiency while having as little NOX emissions even when the Flue Gas Recirculation (FGR) system is operational. Specifically, I want the optimization to: - Increase the overall energy efficiency of the unit - Reduce fuel consumption, which in this case is natural gas - Enhance heat transfer efficiency to get the most energy out of the fuel consumed The perfect contractor for this project would be proficient in MATLAB, possess a strong background in mechanical engineering, and have a comprehensive understanding of steam boiler operations and ...

This project involves simulation and testing. As the exact purpose of this remains unspecified by myself, I encourage freelancers who excel in areas such as product development, performance evaluation, and risk assessment to apply. Please include in your application: - Examples of past work - Your relevant experience - A detailed project proposal The desired outcomes, while not explicitly stated, could involve identifying quality issues, optimizing performance, or validating design assumptions. However, the specific details remain flexible. Consider those areas as potential goals to base your proposal on. Ideal candidates will possess a versatile skill set, demonstrating an ability to adapt to the project's needs as they become more defined. **Note**: This project is in i...

We're urgently in need of a keen professional to assist in compiling data in both text and numerical form. Unfortunately, we've not specified the collection method and remain open to various possibilities, from manual entry to the use of online forms or automated processes. Therefore, adaptability and a strong skill set in various data collection methods would be heavily advantageous. Ideal Skills and Experience: - Familiarity with diverse data collection methodologies - Detail-oriented with proven capability in accurate data compilation - Proficiency in necessary technological tools or software applicable to the task Time Frame: To be confirmed, open to discussing completion timeframes during the bid process. Quick turnaround would be appreciated.

I'm seeking a proficient freelancer with extensive experience in G-codes, tool path simulation, and tool change optimization to create a custom post processor for a Nakamura-Tome TW-20 twin spindle lathe with Fanuc 18tw controller. Key responsibilities: - Generating highly accurate G-code programs matching the specifications of my machine. - Simulating intricate tool paths to ensure flawless execution. - Proposing and implementing solutions to optimize tool changes, thereby enhancing efficiency. The ideal candidate should have comprehensive knowledge and experience with Fanuc controllers, particularly the 18tw system. A background in CAM software is necessary as well. Please be aware, the operating system in use for the lathe is the built-in controller Fanuc 18TW. Understan...

...ion> ?question . ?question <> ?text . ?question <> ?date . FILTER (?date >= "2023-01-01+00:00"^^xsd:dateTime && ?date < "2023-10-01+00:00"^^xsd:dateTime) } This query returns the following data: ?question Entity representing a question ?person Entity representing the person who asked the question ?qnum Numerical identifier for this question ?text The text of the question ?date The date the question was askedYour report must: 1. Document how data was collected, and briefly state any relevant modules or toolkits that were used. If using SPARQL queries not contained in your code (other than the one provided), you must include these as separate files within your code submission. 2. Describe your implementation

I am in need of an Excel expert who can assist me in visualizing data through the use of charts and graphs. The emphasis will be on numerical data and comparison data. I hope to work with someone who has a strong understanding of Excel formulas and functions. Your ability to creatively represent data and insights visually will be highly appreciated. Strong analytical skills and a meticulous eye for detail would make you the ideal candidate for this project.

I am in need of a skilled professional to handle the automation of certain tasks within Google Sheets. Specific...need of a skilled professional to handle the automation of certain tasks within Google Sheets. Specifically, this pertains to formulas and calculations, as well as data analysis and reporting. The data being dealt with revolves largely around numerical figures. Therefore, experience and familiarity with handling numerical data is vital. The tasks will need to be automated on a daily basis, therefore, a reliable and persistent working attitude is important. Skills & Experience Required: - Proficient in Google Sheets - Experienced in using numerical data - Strong understanding of formulas, calculations, data analysis, and reporting - Able to automate...

...processing and forecast Skills and Experience: - Strong expertise in processing numerical data - Proficiency in time series analysis for forecasting - Experience in updating forecasts on a monthly basis Project Description: We are seeking a skilled data analyst to assist with processing numerical data and generating forecasts using time series analysis. The ideal candidate should have a strong background in numerical data processing and be proficient in time series analysis techniques. Responsibilities: - Process and clean numerical data for analysis - Apply time series analysis to generate accurate forecasts - Update forecasts on a monthly basis Requirements: - Proficiency in data processing techniques for numerical data - Strong knowledge of tim...

I'm looking for a freelancer to deliver meticulous numerical data entry services for my project. Your main task will involve copying and pasting numerical data. Efficiency and accuracy are an uttermost requirement. Key Responsibilities: • Copying numerical data and pasting it correctly • Executing tasks accurately with minimal supervision • Maintaining rigorous quality checks for data integrity • Providing the final output in a text file format Ideal Candidate Skills: • Excellent data entry skills • Strong attention to detail and accuracy • Experience in handling numerical data entry • Proficient in using text file formats Your job denotes that numerical data entry expertise and ...

I require a skilled individual for the job of data entry, specifically numerical. The task will involve scrupulously sourcing data from online resources and inputting this data into a comprehensive and orderly database. The essential skills and experiences for the job include: - Proficiency in numerical data entry - Experience with sourcing data from various online resources - Strong attention to detail and accuracy - Expertise with creating and managing databases The ultimate objective is to have a well-structured and dependable database filled with the necessary numerical data. Your strong data entry skills will be key in achieving this.

Consider a road traffic situation at a simple intersection. There don't need to be many vehicles, one is enough. As these vehicles move, I want to be able to extract their coordinates every second. In the simulation GUI, there are several options for the user to choose from. For example, obstacles such as sinkholes and boxes. If the user clicks on one of these obstacle options, it will create that obstacle in the simulation. A picture of the obstacle will be provided in advance and can be displayed on the simulator. I will use external code to determine if the simulator should detour or change lanes based on the vehicle coordinates and the obstacle coordinates when this obstacle is encountered, and pass on whether to detour or change lanes. We can then take that out...

I'm looking for a highly skilled professional who can expertly interface Matlab with DigSilent Powerfactory. The primary objective of this project is to conduct power system simulations, and more specifically load flow simulations. Key Skills and Experience: - Proficient with Matlab and DigSilent Powerfactory software - Extensive knowledge of power system simulations - Familiarity with load flow simulations The selected freelancer must effectively use Matlab and DigSilent Powerfactory to access, model, analyze and visualize load flow simulations. This will facilitate a more efficient analysis and optimization of power system simulation data.

In this simulation, a number of hypothetical projects are generated per year for 5 years and presented for purchasing. Every year, the projects generated will be sorted based on different project attributes and purchased with the initial capital budget of $650,000. The number of projects available for purchase will increase by 5 every year, with 25 projects available in the first year. The cash flow of each purchased project is added to the capital remaining at the end of that year; if $600,000 worth of projects are purchased in the first year, then the next year's budget will be $50,000 plus one year's worth of cash flow from each purchased projects. The cash flow of each purchased project will be added to the budget of every year of that projects lifetime. At the end of ...

I'm currently seeking a talented developer with expertise in C++. The endeavor involves creating a detailed Memory Hierarchy Simulator. Your role will encompass: * Implementing the Memory Hierarchy Simulator in C++. Amazing skills in this language are crucial. * Integrating specific features, including: - Visualization of cache memory - Provision for different cache configuration optio...the intricate natures of this architecture type are fundamental for this task. Strong prior experience and understanding of memory hierarchy simulations are vital for this task. Expertise in C++ and adequate familiarity with Unified (shared) cache memory are essential to succeed in this job. I am looking forward to a professional who can meticulously intertwine all these elements to form the ...

I am looking for assistance wi... - Skills And Experience: You should be experienced in Python and familiar with the NumPy library. Previous knowledge of analyzing building properties would be beneficial but not essential. - Task Description: The final result will be a Python model that can handle various physical properties and draw conclusions about building dynamic performance. - Algorithm: Your model should utilize numerical methods suitable for the analysis, such as Finite Difference Method, Spectral Method or Finite Element Method. Please, decide on best suited method carefully. - Python Libraries: Our preference lies with NumPy, but an understanding of Pandas and TensorFlow might open new possibilities. I look forward to potentially working together on this innovativ...

I'm quickly in need of an intermediate-level AVISPA security simulation tool expert. Your expertise should focus on: - Protocol testing - Authentication simulation - Defining roles, session, goals, and environmental roles Expect to deliver a thorough vulnerability analysis and demonstrate proficiency in using AVISPA to perform a well-rounded test of an authentication protocol. The project turnaround is ASAP, so a dedication to timely results is crucial. Previous experience in a similar role is preferred.

I'm in immediate need of an experienced MATLAB coder. I'm currently involved in mixed methods research, which doesn't exactly specify the tasks. However, it is highly probable that it would involve aspects like data analysis, algorithm development, and optimization techniques. Tasks: - Data Analysis - Algorithm Development - Optimization techniques To make a successful bid, kindly include a detailed project proposal. It would greatly help if you could showcase your understanding of the project needs and how you plan to address them. Ideal Skills and Experience: - Proficient with MATLAB - Expertise in Data Analysis - Strong understanding of algorithm development - Mastery over optimization techniques - Experience with mixed methods research would be a bonus...

I am looking for a diligent freelancer to assist me in my data entry task. This part-time job revolves around data verification, data cleaning, and data extraction. The data to be handled is a mix of numerical and textual information. It will be provided in a PDF format, which requires a keen eye for detail to maintain accuracy in data input. Key tasks include: - Data verification - Data cleaning - Data extraction The ideal candidate should have: - Prior experience in similar jobs - Proficiency in dealing with numerical and textual data - Familiarity with PDF formats.

This work is based on Image steganography in the spatial/frequency domain. At the transmitter side, the binary message is embedded in a digital image to generate a stego image. while at the receiver side, the message is reconstructed from the stego image. Various quality metrics are eva...evaluated with and without attack to assess the overall performance of the developed system. At present, we are working on "A data hiding scheme based on dual-tree complex wavelet transform". In this work, we have done the embedding part and are unable to retrieve the original message at the receiver using the MATLAB Platform. There seems to be some issue in the calculation while performing the message extraction. we need help to rectify this issue or any other possible solution using e...

...services. These images will be featured prominently in a slider on each page of my website. The images should not contain any text or captions, the focus should be on a strong visual representation of graphic design services. We are a bim engineering consulting firm in the construction industry Here are the services: Collaborative BIM Processes Quality & Validation BIM Modeling (3D) Construction Simulation (4D) Estimation and Cost Analysis (5D) Integrated Power Dashboard Reporting Scripts Training Consulting Documentation Ideal Skills and Experience: - Proven experience in creating digital images for business - Solid understanding of graphic design - Ability to create bold, vibrant aesthetics - Strong visual storytelling skills - Understands how to visually present servic...

For this project, I require an Excel master to undertake some data cleaning tasks for both textual and numerical data. Skills in navigating through complex spreadsheets are key as my files contain an abundance of both these data types. The main objective is to standardize the data format of the numerical records within my excel sheet. A multitude of fields require normalization and these are largely percentage values. Accurate and meticulous methods to ensure no unintended alterations to the data are crucial. Ideal Skills: - Proficient in Excel - Experience in Data Cleaning - Experience in Standardizing Data Formats - Numerical and Textual Data Manipulation - Keen attention to detail for accurate results.

...documents consisting both of text and numbers, which are primarily survey results. IDEAL SKILLS: - Proficiency in data entry. - Ability to work with both text and numerical data. - Basic knowledge of data interpretation from survey results. - Experience with digitizing documents. - High level of accuracy and attention to detail. Your responsibilities for this task would involve transferring data meticulously from raw digital documents into a more workable format. I'm counting on you to ensure every detail is captured accurately especially since the primary data is numerical survey results. Your experience with handling this type of numerical data would be extremely beneficial to this assignment. Experience with working on similar projects would be a plus. Th...

I'm searching for an expert knowledgeable with Ansys and fluid dynamics simulation. Here are the tasks you will perform: - Conduct fluid dynamics simulations using Ansys for an unidentified fluid type, since the previous question was skipped. The objectives of these simulations will embody: - Running CFD (Computational Fluid Dynamics) Skills and experience required: - Proficient in Ansys software - Understands the principles of fluid dynamics - Experience running CFD in Ansys - In-depth knowledge of both liquid and gas behavior, considering the unspecified fluid type in this project. The right candidate should highlight similar projects in their proposal.

Let it be a 500 kWe, 600 kWp (panel power) PV system, including 5 100 kW inverters. Location doesn't matter. The extension can be a location or a country. Let's assume a constant consumption scenario of 35,000 kWh per month. Let's think of a business. It can be any workshop. For example; garment Let's assume there is a stora

...processing and forecast Skills and Experience: - Strong expertise in processing numerical data - Proficiency in time series analysis for forecasting - Experience in updating forecasts on a monthly basis Project Description: We are seeking a skilled data analyst to assist with processing numerical data and generating forecasts using time series analysis. The ideal candidate should have a strong background in numerical data processing and be proficient in time series analysis techniques. Responsibilities: - Process and clean numerical data for analysis - Apply time series analysis to generate accurate forecasts - Update forecasts on a monthly basis Requirements: - Proficiency in data processing techniques for numerical data - Strong knowledge of tim...

Eye movement recognition techniques

Eye movement recognition techniques

I am currently working on a project that requires a detailed simulation of the performance of biomechanical scaffolds. The specific goals of this simulation include evaluating the mechanical strength and stress distribution of the product. To achieve this, I need an expert in mechanical analysis using ANSYS. The ideal candidate will have a deep understanding and working experience with this tool, specifically in the area of simulating performance of complex structures like biomechanical scaffolds. Key tasks include: - Simulating the mechanical strength of the scaffolds - Determining the stress distribution within the product Joining this project offers the opportunity to work on a unique product and put your expertise to the test in performing critical simulations for the ...

As the initiator of this project, I am seeking a skilled developer with a passion for engaging, adult-orientated role-playing games. The project will focus on creating a mobile RPG that will enthrall an adult target audience. Key requirements include: - Mobile RPG production experience - Strong understanding of adult gaming sensibilities - Exceptional storytelling capabilities - Advanced graphics and user interface skills - understanding of developing business simulations - knowledge of human psychology or learning principles will be an added advantage The ideal candidate would have prior experience in developing sophisticated mobile RPGs for adults. They would understand the unique narrative and gameplay needs of this mature demographic. My ultimate goal is to engage, and cater to, a...

We are looking for a skilled professional who can help us visualize and verify our Simulink flight model using FlightGear or any 3D Program. The ideal candidate will have experience with Simulink and be familiar with the principles of flight dynamics and modeling. The main tasks include: - Visualizing the flight model using Simulink and FlightGear - Checking the accuracy of the model by comparing the simulated results Skills required: - Simulink - FlightGear - Flight dynamics - Modeling The main Project is already done, just the Visualisation has to be done and a general checking if the outputs are logical. That task would take roughly 1-2h. Deadline would be Wednesday. We are seeking an expert level candidate who can bring expertise and knowledge in the field of flight dynamics and mo...

...configuration and monitoring of the defense mechanisms. The project is related to previous project called (OMNet++ DDoS Attack Simulation) . That project was done at the TCP level; however, the new project should have the following features: 1. The defender program should be before the target server at the presentation level. 2. The program should detect the DDoS attack (SYD & UDP floods) and get the attached parameters. 3. Documentation should be provided with all calculations done for each parameter in No. 2. Ideal Skills and Experience: - Strong knowledge and experience in DDoS attack mitigation techniques and strategies. - Proficiency in OMNET++ and network simulation tools. - Familiarity with network protocols and security concepts. - Ability to analyze and int...

I need an experienced, rigorous bookkeeper to manage key financial aspects of my tech company and established design agen...our accounts payable aspect, ensuring all financial obligations are properly tracked and paid in a timely manner. - Manage our accounts receivable aspect, correctly recording all incoming cash flows. Ideal Experience and Skills: - Proficient with Excel spreadsheets, the current accounting software I am using. - Prior experience with tech startups is preferable, but not mandatory. - Outstanding numerical skills and attention to detail. - Knowledge of applicable financial rules and regulations. Your ability to organize and stay on top of and in contact with our HR, and project leads will be important. Having the ability to work with an international team is al...

I'm on the hunt for a talented individual who can bring my vision for an engineering-oriented advertisement campaign simulation to life. Here's what I have in mind: - Craft a detailed simulation of an ad campaign, focusing on the engineering components. - Ensure the simulation serves as a powerful marketing tool. - Develop engaging, realistic scenarios that help visualize the impact of product engineering on marketing. Skills and Expertise: - Proficiency in CAD design and 3D simulation software. - Strong grasp of engineering concepts and how they relate to marketing. - Creativity in simulating advertisement campaigns. - Ability to complete the project within a month. - Previous experience with engineering and marketing simulations is preferable. I&#...

I'm seeking an expert who can refine my Matlab code. The current algorithm successfully segments the foreground in some cases, but fails with certain PNG images. - Key Tasks: - Debug and optimize the code to handle PNGs effectively. - Improve image segmentation accuracy. - Ensure the background remains blurred while the leafy foreground is clear. - Necessary Skills: - Proficiency in Matlab and Image Processing Toolbox. - Experience in image segmentation techniques. - Strong debugging and code optimization capabilities. Ideal candidates will have a track record of solving complex image processing challenges. Freelancers able to showcase previous work with image segmentation will be preferred. Your insight and expertise will be invaluable to perfect this co...

...ion> ?question . ?question <> ?text . ?question <> ?date . FILTER (?date >= "2023-01-01+00:00"^^xsd:dateTime && ?date < "2023-10-01+00:00"^^xsd:dateTime) } This query returns the following data: ?question Entity representing a question ?person Entity representing the person who asked the question ?qnum Numerical identifier for this question ?text The text of the question More details will be provided on request!...

I'm in need of a skilled Matlab expert to help me on a Matlab Simultaion Task.

I am seeking an experienced AI/ML developer who can design an automated system for me. The primary goal of this project is extensive automation and optimization. The system will need to be ab...automation and optimization. The system will need to be able to process an unspecified type of data, as a selection wasn't made in this respect. Thereby, a versatile and adaptable skill set would be highly advantageous. Key skills & experience: - Proficiency in AI/ML algorithms - Strong background in automation and optimization methods - Capabilities to work with different types of data - numerical, textual, image - Experience in rapid deployment of AI/ML solutions The project is urgent, and thus requires someone who is capable of starting immediately and maintaining a swift p...

...- Specifically for robust image encryption - **Qualifications:** - Strong background in cryptography - Proficiency in chaos theory and chaotic maps - Experience in algorithm optimization, particularly Fisher-Yates - Knowledge of statistical analysis relating to histograms, correlation coefficients, and entropy - Programming skills for implementing secure image encryption systems - matlab I'm eager for a talented individual to help me perfect these enhancements and attain a groundbreaking level of encryption. Your expertise will be critical in refining this system to ensure maximum security and effectiveness....

...valuable assistance in a few specific key areas. Ideally, someone with the following capabilities: - BIM Modeling: Specific knowledge in using software such as AutoCAD, Revit, and Rhino is vital for creating and executing Building Information Modeling (BIM). - Optimization Analysis: You will be expected to help in the refining process of algorithms and models, making use of Excel, Python, or MATLAB. - Development of New Algorithms: A critical scope of my research now is developing new algorithms. This requires a comprehensive understanding of complex mathematical constructs and problem-solving abilities. This challenging project is perfect for those who enjoy breaking new ground and are looking for an exciting research venture. I look forward to proceeding with the best-sui...

Seeking an experienced programmer with proficiency in MATLAB for designing an innovative chaotic map. Building upon the Fisher-Yates algorithm, the key deliverables include: - Enhanced histogram uniformity - Reduced correlation between sequence elements - Elevated sequence entropy Ideal Candidate: - Proficient in algorithm optimization and MATLAB. - Background in cryptography/security systems. - Experienced in statistical analysis. - Able to work with minimal memory usage or fast computation if needed. No specific constraints were mentioned, but flexibility to meet potential requirements is a plus.

The requirements for the project are given in the attachment.

...background in digital arithmetic circuits. - Experience with kogge stone adders and vedic multipliers. - Knowledge of image processing techniques. - Use of Shifting , multiplication and addition in performing 2d convolution - Fluent in Verilog or VHDL coding. - Ability to optimize for power, area, and speed. **Project Deliverables** - Optimized HDL code for the convolution system. - Synthesis and simulation results demonstrating performance. - Documentation outlining design choices and testing procedures. Freelancers interested in this project should have a proven track record with similar optimizations and be ready to discuss potential design trade-offs during the bid process. Looking forward to working with an expert who can contribute to an innovative and efficient convoluti...

I am looking for a proficient Excel user with a strong background in data entry and a keen eye for detail to help me with this project. This involves both numerical and text data, and requires both simple data inputting and some complex categorization. Necessary Skills: - Proficiency in Excel and its various functions - Experience with data entry - Understanding of data categorization Your task will be: - Entering raw data into Excel - Performing both simple and complex data categorization - Ensuring all entered and categorized data are accurate Candidates with a proven track record in similar jobs will be given priority. Your ability to maintain accuracy and efficiency without compromising quality is a key requirement for this job.

... ASAP need it in 1 hour. Key Responsibilities: - Develop and validate Python scripts for orbital mechanics simulations. - Create solutions for attitude dynamics challenges in aerospace engineering. Required Skills: - Advanced Python coding abilities. - Proven expertise in aerospace engineering simulations. - In-depth knowledge of orbital mechanics and attitude dynamics. - Experience with simulation tools and libraries relevant to aerospace applications. Ideal Candidate Profile: - Possess a degree in aerospace engineering or a related field. - Strong analytical and problem-solving skills. - Demonstrated history of working on advanced aerospace projects. If you have the necessary expertise and are up to the challenge, I look forward to your bid and a potential collaboration o...

I require a skilled Excel operator for data entry and application of specified formulas. In my project, text and numerical data need to be systematically entered in the Excel file. More than simple data entry, what stands distinctive is the usage of certain formulas e.g., retrieving data from one tab to another, which forms a critical component of this task. Ideal Skills and Experience for the job: - Excel proficiency - Knowledge of Excel formulas and their application - Solid attention to detail for accurate data entry - Ability to transfer both textual and numerical data from one sheet to another Whether it's text or numbers, this project will provide an excellent outlet to showcase your data entering and Excel formula skills. Your ability to capture data timely...

...Roblox game developer experienced in simulation genre to create a Necromancer Simulator game. Highlighting elements of my game: - The ability to simulate summoning undead creatures, a unique feature necessary to capture the necromancer experience. - Incorporating mechanics for casting dark spells, providing an emotional and engaging mechanic for the players. - Creating an environment that allows exploring haunted locations, adding depth to the game and player’s exploration. - Making an army of necromancers, to enhance the strategic aspect of the game. Ideally, I am looking for someone who has strong programming skills, a creative mindset, an understanding of game design principles, and proven experience in game development, especially in simulation games. Your p...

As a specialized in MEP/Structural/Machine Design, I am keenly looking to engage with other engineers who share my passion and need assistance with their projects. Ideal Collaborators: - You are an engineer needing help with Mechanical, Electrical, Ci...I Offer: - In-depth expertise across CAD design, heat transfer analysis, circuit design, structural analysis, energy efficiency analysis, building systems design, and more. - I am thoroughly trained in ASME, CSA, OSHA practices. - Proficency in conducting seismic and stress analysis, as well as weld calculations. Software Familiarity: - Skilled in AutoCAD, SolidWorks, Revit, ANSYS, SAP2000, Matlab, Mathcad, Minitab, and Google docs. Looking forward to advancing our collective engineering prowess through synergetic collabora...

Overview: "Shadow Conquest" is an action-adventure game set in a fantasy world where players take on the role of monster hunters. They collect monster shadows to build an army of powerful necromancers and climb the ranks of an elite monster hunting organization. Core Features: Monster Battles: Players engage in exciting battles with various monsters throughout the game world. Combat is real-time, and players can use unique abilities and tactics to defeat monsters. Shadow Collection: After defeating a monster, players collect its shadow, which serves as a valuable resource in the game. Shadows can be used to create and upgrade necromancer characters. Necromancer Army: Players assemble and customize a growing army of necromancers. Each necromancer has distinct abilities and st...

...to categorical datasets. The target dataset is the Groundwater dataset, which consists of longitude and latitude coordinates along with categorical data, as well as physiochemical components of water such as pH, Alkalinity, Salinity, etc. An example of the function creation is provided in the figure attached, which needs to be completed following the same. Basic Task and idea: Complete the numerical function mathematically that will show: Spatial Input Operator: • spatial_input_operator(longitude, latitude, categorical_data) as illustrated in the figure: • Description: This operator takes in spatial components (longitude and latitude) along with categorical data and prepares the input for the CNN model. Spatial Convolution Operator: • spatial_convolution_oper...