AI-Audio-Processing-noise-cancellation-srushty

Why Breaking the Noise Barrier in AI Audio Processing Is So Complex

AllProduct Development

AI-powered audio devices are transforming the engineering landscape. From analyzing speech patterns, tone, and cadence to detecting anomalies or enhancing user experiences, these devices are pushing the boundaries of what audio technology can achieve. 

Imagine detecting depression or anxiety from voice recordings by analyzing speech patterns, tone, and cadence. Using AI-powered headsets to issue commands or dictate notes in noisy environments like construction sites or factories. 

These are just a couple of examples showing how AI is transforming human interactions by deciphering audio. The possibilities are endless!

But there’s one constant challenge that remains - noise cancellation

You might think, “Isn’t that a problem of the past? Don’t we already have advanced AI tools that cancel out noise at the press of a button?” Sure, for simple use cases, they work great. But when it comes to complex, real-world scenarios, like handling emergency calls in chaotic settings or transcribing conversations in loud public spaces, noise becomes a whole new beast.

Noise has always been the audio engineer’s worst nightmare. Now, AI is the one trying to make sense of it all, and the challenge has only grown. While today’s tools can deliver impressive results for straightforward tasks, complex use cases demand far more. They require thoughtful, sophisticated engineering solutions to overcome the limitations of existing technology. And that’s where innovation truly comes into play.

The challenge with noise cancellation

The use case in the project that we worked on was, AI should transcribe casual conversations between individuals. It has to determine the individuals by identifying different speakers in the environment. This information is further processed with AI.

One of the biggest challenges in recording conversations of desired individuals is that most of the microphones available in the market are omnidirectional. These mics pick up sound from all directions at the same levels of intensity. This makes it difficult for AI to decipher casual conversations since there might be overlapping conversations coming from areas which are not of our interest. Hence, we opt for a unidirectional mic which is a combination of more than one mic. 

For instance, we could achieve a cardioid pattern using an omni & dipole (captures audio in the front and rear while mitigating the sounds coming from other angles) mic. But even these unidirectional mics are not perfect if the desired and undesired sound comes in the same directions – And they can still pick up background noise and other sounds, but at a comparatively reduced intensity.

But aren't they unidirectional?

Newsflash: Unidirectional mics don’t work in just one direction- they are designed to be most sensitive to sound from the front, while reducing the intensity of sound from other directions. So, don’t assume that a unidirectional mic will completely reject/eliminate background noise.

So, how do we overcome these challenges?

We use a combination of techniques to achieve the desired output. First, we use multiple mics to minimize the ambient noise. This helps us capture the audio from the front while reducing the intensity of sound from other directions.

But There's More

Even with beamforming, managing reverberation and echo remains a challenge when placing microphones within enclosures. This is where digital signal processing (DSP) comes into play. We use DSP techniques, such as applying low-pass or high-pass filters, to remove unwanted frequencies and reduce the impact of ambient noise. Additionally, we must carefully balance the normalization of loudness and amplification to ensure that the desired audio is preserved while minimizing unwanted sounds, achieving the optimal recording quality.

There are several trials and errors involved in understanding the right enclosure material, size, and air gap within the cavity to minimize reverberation and echo while maintaining audio quality. We rely on cost-effective frugal prototypes to refine and find the optimal solution.

Noise cancellation is a complex challenge that demands a combination of techniques and meticulous attention to detail. By using multiple microphones to create a unidirectional pattern through beamforming, applying passive filtering, and leveraging digital signal processing to further refine the audio, we can isolate the desired audio and minimize unwanted noise, achieving the optimal output.

AUTHOR

Geethanjali R

Electrical Hardware Engineer, Srushty Global Solutions

As an accomplished Electrical Hardware Engineer, she focuses on the design and development of cutting-edge electronic systems. With a strong background in circuit design and embedded systems, Geetha plays a pivotal role in driving innovation and ensuring the reliability of our products. She has successfully led multiple projects that have enhanced product performance and efficiency. Her analytical mindset and attention to detail enable her to tackle complex engineering challenges effectively.

Keep Reading: Client Spotlight: How Wetflix Solutions Realized Its Vision in Water Management
Design-failure-mode-and-effect-analysis-on-product-design-and-development

What is DFMEA? Comprehensive Guide for Risk Management

AllProduct Development

Are you new to Design Failure Mode and Effects Analysis (DFMEA)?

This comprehensive guide will walk you through the process step by step, highlighting key strategies and common mistakes to avoid. 

Here you can know, why DFMEA has become a cornerstone in modern corporate practices, enabling engineers to proactively address design risks and save businesses from costly missteps in materials, processes, and manufacturing decisions.

DFMEA is one of the key types of Failure Mode and Effects Analysis (FMEA). Here’s an overview of the main types:

Types of FMEA Analysis

Design FMEA (DFMEA):Targets potential failures in product design to ensure products meet design and functional specifications.

Process FMEA (PFMEA): Examines manufacturing and assembly processes to identify and correct potential process-related failures.

System FMEA (SFMEA): Analyze the entire system’s potential vulnerabilities to ensure all components work harmoniously.

Service FMEA: Focuses on potential failures in service processes and their impact on customer satisfaction.

Software FMEA: Identifies potential failures in software systems and their effects on functionality.

Manufacturing FMEA: Like PFMEA but specifically targets manufacturing processes.

What is DFMEA?

Design Failure Mode and Effects Analysis (DFMEA) is a structured approach that aims to identify, analyze, and mitigate risks related to a product’s design before it goes into production. DFMEA focuses on failure modes- the ways a design might fail – and evaluates their effects on the overall system. The primary objective is to recognize and reduce risks early in the design phase to save time and resources that could be needed for late-stage fixes.

What is the purpose of DFMEA?

Risk Prevention: Identify and eliminate potential design issues before they affect product quality or lead to customer dissatisfaction.

Product Reliability and Safety: Enhance the product’s ability to perform reliably and safely throughout its lifecycle.

Cost Savings: Reduce costs associated with recalls, warranty claims, and field failures by addressing problems early.

Compliance: Meet regulatory and industry standards for risk management.

Improved Collaboration: Foster teamwork across design, engineering, and quality assurance, ensuring comprehensive input in the design process.

The purpose is to gauge the potential impact of each failure on the product’s reliability and safety.

Types of Representation DFMEA

Boundary Diagram: Also known as a block diagram, it defines the scope of the DFMEA by identifying the system boundaries and interfaces.

P- Diagram (Parameter Diagram): Shows the relationship between different parameters and how they affect the system.

DFMEA Worksheet: A structured form used to document the analysis, including potential failure modes, effects, causes, and actions.

Design Verification Plan & Report (DVP&R): Outlines the verification and validation activities to ensure the design meets requirements.

DFMEA example table

DFMEA (Design Failure Mode and Effects Analysis) table is a structured tool used to identify and evaluate potential failure modes in a product design, their effects, causes, and the actions needed to mitigate them. Here’s a typical layout of a DFMEA table

Assign Severity, Occurrence, and Detection Ratings

Severity (S):

How serious is the impact of the failure on the product or user? This is typically rated on a scale of 1 to 10, with 10 indicating a severe consequence (e.g., a failure leading to injury or major product malfunction).

Occurrence (O):

The likelihood of the failure mode happening. Higher scores indicate a greater probability of occurrence, typically based on historical data or expert judgment.

Detection (D):

The ability to detect this failure before it impacts the customer. Lower scores mean failure is easier to detect, while higher scores indicate it is challenging to catch before it occurs.

How to calculate RPN in FMEA?

The Risk Priority Number (RPN) is a scoring system that helps prioritize each failure mode based on its Severity, Occurrence, and Detection ratings. The RPN is calculated by multiplying these three scores:

RPN = S × O × D

  • High RPNs (closer to 1000) indicate critical issues needing immediate attention.
  • Moderate RPNs suggest areas that may require design adjustments.
  • Low RPNs may not require immediate action but should still be monitored.

Developing and Implementing Corrective Actions in DFMEA

Based on the RPN scores, the team develops corrective actions to reduce the identified risks. This can involve design changes, material substitutions, or process improvements. 

Common corrective actions might include:

  • Strengthening materials
  • Adding sensors to detect potential failures
  • Redesigning parts to reduce wear

These corrective measures are documented, implemented, and evaluated for effectiveness.

Re-evaluating and Updating DFMEA

Once corrective actions are in place, the DFMEA team should re-assess the RPN to determine if the risk has been adequately mitigated. DFMEA is a living document that requires periodic updates, especially if new failure modes are identified or changes are made to the product design. Regularly revisiting DFMEA ensures ongoing risk management throughout the product lifecycle.

Summary

In identifying probable failure modes and evaluating their consequences, the DFMEA process is essential to improving a design’s robustness. The team may successfully reduce risks and guarantee that the design satisfies the highest quality standards by working together and doing methodical analysis. The DFMEA promotes reliability and ongoing improvement in the finished product by putting corrective actions into place and keeping an eye on them. This proactive strategy improves consumer happiness and confidence in the product’s performance in addition to protecting against possible faults. In the end, DFMEA is a crucial instrument in the pursuit of design and manufacturing excellence.

Keep Reading: Client Spotlight: How Wetflix Solutions Realized Its Vision in Water Management
Intake Health

Client Spotlight: Transforming Hydration Monitoring with an Innovative Device

AllEngineering ServicesIoT Software

Intake Health, a company based in the US, is changing how hydration is monitored. Recognizing that hydration is not a static metric but a dynamic process requiring continuous assessment, Intake Health has developed an innovative solution that is both effective and hassle-free. This breakthrough is particularly significant for athletes, where hydration levels directly impact performance.

The device designed by Intake Health is elegantly simple yet highly functional. Installed in urinals, it uses advanced color sensors to monitor hydration levels in real-time. This ingenious approach eliminates the need for intrusive methods, offering seamless and efficient hydration testing.

The Role of OTA Updates in Hydration Monitoring Devices

Over-the-Air (OTA) updates are crucial for interconnected devices. They enable remote firmware updates, eliminating the need for manual intervention. OTA updates address critical issues such as software bugs, enhance security, introduce new features, and extend device functionality without human intervention. This approach is particularly valuable for devices deployed across diverse and widespread locations.

Why OTA Updates Matter

In today’s competitive landscape, timely updates are crucial. OTA updates not only ensure devices remain functional but also extend their lifecycle. They enhance user experience, enable rapid iterations, and ensure compliance with evolving industry standards, keeping devices competitive and reliable.

How we Empowered Intake Health’s Vision with Firmware Updates

Srushty Global Inc. played a pivotal role in enabling Intake Health’s hydration monitoring devices by implementing OTA functionality. Collaborating on an older NRF51 platform, Srushty revamped the firmware to include:

Seamless Remote Updates: Enabled remote firmware updates for efficient device management.

Optimized Memory Partitioning: Enhanced memory utilization to support new features.

Reduced Power Consumption: Lowered power usage from 10mA to just 25μA, ensuring long-lasting device operation.

These improvements transformed the hydration monitoring device, making it more functional, scalable, and user-friendly. Intake Health’s team appreciated Srushty’s proactive approach, technical expertise, and commitment to understanding their business goals.

“I am impressed with how proactive the Srushty team is”

“The Srushty team acted as an extension of our own, proactively ensuring they had the right requirements and delivering on time. Their implementation of OTA updates and other features transformed our device’s functionality and usability,” says Michael Bender, CEO, Intake Health.

Keep Reading: Client Spotlight: How Wetflix Solutions Realized Its Vision in Water Management
supply-chain-disruptions-srushty

5 Strategies To Mitigate Supply Chain Disruptions

AllContract Manufacturing

The supply chain is the art of applying engineering intelligence to convert raw materials from suppliers into consumer products in a safe manner

What are the Challenges in supply chain management?

Supply chain challenges include material, Labour availability & pricing, lack of traceability, increased shipping cost, demand forecasting, and communication gaps.

Why do we need supply chain management?

The goal of supply chain management (SCM) is to improve efficiency, quality, productivity, and customer satisfaction. SCM involves activities such as procurement, management, and storage of raw materials, manufacturing, and the moving, delivery, and storage of finished goods.

Disruptions in SCM?

  • Manpower shortages: Labor shortages can limit the reliability and affect the seamless flow of supply.
  • Lack of demand forecast: Sudden spikes in demand can challenge businesses to meet increased customer expectations. 
  • Technology Advancement: Supply chain being a bigger network-operated process, needs technology advancement in process tracking, and planning. Lack of technology is a threat.
  • Logistics & Regulatory hurdles: Regulatory hurdles can cause supply chain disruptions. Government regulations may vary from country to country, making it difficult to manage the supply chain. When sourcing cheap materials from different countries, challenges in importing or exporting can lead to disruptions.
  • Pricing fluctuations: Pricing fluctuations can significantly impact supply chain stability. Factors such as changes in market demand, raw material costs, and economic conditions can lead to unpredictable price changes.

How to mitigate supply chain disruption?

1. Vendor Selection

The vendor selection process typically involves multiple stages of audits to assess the capabilities of potential suppliers. This may include evaluating their team strength, machine availability, in-house capacity, quality assurance (QA) and quality control (QC) processes, and warehouse capabilities.

Establishing a non-disclosure agreement (NDA) with vendors is essential to ensure the confidentiality of client assets and proprietary information.

2. Demand Forecasting

Organizations analyze long-term demand forecasts to assist in planning and inventory management. This analysis helps in making recommendations to buyers for preplanning and aligning supply with anticipated demand.

3. Pricing Strategies

To address pricing fluctuations, companies often negotiate long-term supply contracts with vendors. This approach can lead to more stable pricing and cost savings over time. Additionally, strategic investments in vendor partnerships can enhance process improvements and increase overall productivity.

4. Logistics Management

An effective logistics system involves partnerships with various transportation options, such as air and sea freight, allowing organizations to choose the best method based on lead time requirements.

Engaging subject matter experts (SMEs) can help navigate regulatory compliance and avoid delays related to logistics and shipping.

5. Technology Utilization

Implementing an ERP (Enterprise Resource Planning) system aids in project planning and real-time progress tracking, ensuring effective management of lead times.

Emphasizing design for manufacturability and conducting stage-wise quality inspections throughout the supply process can minimize the risk of product rejections and enhance overall supply chain efficiency.

AUTHOR

Saravanan Kottieswaran

Assistant Manager Manufacturing, Srushty Global Solutions

As a Mechanical Engineer with extensive expertise in Vendor management, metal fabrication, CNC machining, and injection molding, he brings a wealth of expertise in overseeing production processes, optimizing workflow efficiency, and ensuring high-quality output. His dedication to building strong client relationships and passion for innovation and continuous improvement in manufacturing techniques make them an invaluable asset to our team.

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Hot-runner-injection-molding-srushty

Hot Runner Injection Molding Explained: Advantages and Use Cases

AllProduct Development

Injection molding is a fundamental process in the manufacturing industry, and it is used to produce plastic parts with high precision and efficiency. Among the different injection molding techniques, the hot runner system stands out for its unique advantages over traditional cold runner systems. In this blog, we’ll dive into the hot runner injection molding process, compare it with cold runner systems, and explore what makes it special compared to other methods.

What Is Hot Runner Injection Molding?

Hot runner injection molding involves a system where molten plastic is kept hot and fluid as it moves through a network of heated channels (called runners) directly into the mold cavities. In this process, the plastic does not solidify in the runner but is continuously kept in a molten state, allowing it to flow smoothly into the mold.

How It Differs from Cold Runner Injection Molding

The primary difference between hot runner and cold runner injection molding lies in how the plastic material is delivered to the mold:

1. Hot Runner System:

Heated Channels: The plastic is kept in a molten state within the runners, reducing material wastage.

No Sprue/Runner Waste: Because the plastic stays molten, there is no need for trimming excess material (sprue or runner) after molding, reducing post-processing time.

Faster Cycle Times: Without the need for cooling and re-heating the material, hot runner systems allow for faster production cycles.

Consistent Part Quality: Uniform temperature control ensures even filling of cavities, improving part consistency and reducing defects like sink marks or weld lines.

2. Cold Runner System:

Unheated Runners: In a cold runner system, the material is injected into unheated channels and solidifies in the runner system along with the part.

Material Waste: After each cycle, the sprue and runner need to be trimmed off and either discarded or reprocessed, leading to more waste.

Slower Cycle Times: Because the material cools down in the runner system, the cycle time is longer, especially for larger parts.

Less Complex Maintenance: Cold runner systems tend to be simpler and less expensive to maintain compared to hot runner systems, but they may not be as efficient for high-volume production.

5 Unique Advantages of Hot Runner Systems

Hot runner injection molding offers several benefits that make it distinct not only from cold runner systems but also from other injection molding techniques:

  1. Material Savings: One of the most significant advantages is the reduction of plastic waste. Since there are no solidified runners to trim, the material is utilized more efficiently, especially for high-cost resins.
  2. Higher Efficiency: With faster cycle times, hot runner systems are ideal for high-volume production. They increase throughput and reduce manufacturing time, making them suitable for industries requiring large-scale production.
  3. Improved Part Quality: Consistent temperature control in a hot runner system minimizes defects and ensures better surface finish, color consistency, and structural integrity of the parts. This is especially important in industries like automotive and electronics where precision is key.
  4. Complex Part Designs: Hot runner systems allow for more complex part designs, with multi-gate configurations that can fill larger or more intricate molds. The ability to fill the mold cavities uniformly without cooling problems opens doors to more sophisticated product designs.
  5. Reduced Labor Costs: Hot runner systems reduce post-production labor costs by eliminating the need to manually remove or reprocess sprues and runners, contributing to overall cost efficiency.

Hot runner injection molding is best suited for:

  1. High-volume production: It is a cost-effective solution for manufacturing large quantities of parts where minimizing cycle time and material waste is crucial.
  2. Precision parts: If the application requires high-quality parts with fewer surface defects and tighter tolerances, the controlled temperature and flow in hot runner systems provide the necessary consistency.
  3. Complex geometries: For parts with complex shapes, multiple gates, or intricate features, the flexibility of a hot runner system enables smooth and even filling

Hot runner injection molding offers significant advantages over traditional cold runner systems, particularly in terms of efficiency, material savings, and part quality. Its ability to reduce waste, speed up production, and handle complex part designs makes it an ideal choice for industries focused on high-volume manufacturing and precision components. While the initial setup cost and maintenance may be higher, the long-term benefits, such as reduced labor costs and improved product consistency, make it a highly efficient solution for many manufacturing needs.

 

AUTHOR

Giri prakash T

Design Engineer, Srushty Global Solutions

As a skilled Design Engineer, he specializes in translating innovative ideas into practical, manufacturable designs. With expertise in prototyping, manufacturing processes, and research and development, he creates products that seamlessly blend functionality with user-centric design. His proficiency in Design for Manufacturing (DFM) and Design for Assembly (DFA) ensures that every project not only meets market demands but is also optimized for production efficiency. Known for his meticulous attention to detail and collaborative approach, he is dedicated to driving the development of high-quality products that push the boundaries of design and technology.

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Optimized 3D game Asset - Warrior Helmet

Optimized 3D game Assets that Works on Different Platforms

3D Modeling

We present a meticulously crafted 3D-game-asset, the Warrior Helmet with horns, designed for optimal performance across various game engines, including Unreal Engine and Unity.

Concept Design

The Warrior Helmet design draws inspiration from medieval and fantasy themes, incorporating robust metalwork and prominent horn elements. This design is intended to convey strength and valor, suitable for a warrior character in various game genres.

Optimized 3D game Asset - Warrior Helmet_1

Modeling and Wireframe

Using standard software Blender and Rizome UV, we developed the helmet with a keen focus on maintaining a balanced polygon count that ensures both visual fidelity and performance efficiency. Below is the wireframe view of the model:

  • Polygon Count: 7,500 polygons
  • Vertices Count: 4,000 vertices
Optimized 3D game Asset - Warrior Helmet_2

Texturing and Materials

The texturing process involved creating high-quality PBR (Physically Based Rendering) textures that enhance realism without compromising performance. We used a combination of diffuse, normal, metallic, and roughness maps, optimized for game engines.

  • Texture Resolution: 2048×2048 pixels
  • File Size: 3 MB (compressed)

Textures were compressed and optimized to ensure quick load times and minimal memory usage. We employed efficient UV mapping to maximize texture space and minimize seams.

Optimized 3D game Asset - Warrior Helmet_3

Compatibility and Performance

The Warrior Helmet was rigorously tested in both Unreal Engine and Unity to ensure seamless integration and performance.

  • Unreal Engine: The model demonstrated stable frame rates and excellent visual quality, leveraging Unreal’s advanced rendering capabilities.
  • Unity: The asset performed efficiently, maintaining high visual standards while being resource-conscious.
Optimized 3D game Asset - Warrior Helmet_4

Conclusion

This Warrior Helmet asset shows our commitment to creating high-quality, optimized 3D models that are versatile and performant across various game development pipelines. By balancing visual appeal with technical efficiency, we ensure our assets contribute positively to the game’s overall performance and player experience.

Our team’s expertise in 3D modeling, texturing, and optimization is showcased through this project, making us a reliable partner for your game development needs.

For more information or to view our portfolio, please visit 3D Modeling & Rendering.

AUTHOR

Sudharsan Arivalagan

Senior Project Coordinator for 3D, Srushty Global Solutions

A seasoned 3D Artist renowned for his creative insight and exceptional problem-solving abilities. With more than ten years of experience, he has honed both the artistic and technical facets of 3D design, excelling in team coordination and leadership. He consistently delivers projects punctually and within budget, pushing industry boundaries with his innovative work that showcases his meticulous attention to detail and unwavering commitment to quality. Sudharsan’s dedication to lifelong learning and professional growth makes him a vital team member, motivating his peers with his passion and expertise.

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Photorealistic 3D Renders blog

7 Reasons Why We Need Photorealistic 3D Renders and Its Impact

3D Modeling

First, we need to know the purpose of creating photorealistic rendering. We create photorealistic renders for appealing visuals. There are several use cases to create photorealistic renders.

Photorealistic rendering serves a crucial role across multiple industries by producing visually meticulous simulations of products, environments, and characters. Such precision in visualization is not merely for aesthetic appreciation but supports numerous practical applications.

Product Development and Visualization

In product development, the ability to visualize the final product with high fidelity allows designers and engineers to identify potential design flaws, experiment with different aesthetics, and make iterative adjustments before a product ever goes into manufacturing. For instance, automotive designers use photorealistic renders to showcase and evaluate car models under different lighting and environments.

Marketing and Sales Enhancements

High-quality visuals are essential in marketing. Photorealistic renders provide prospective customers with a trustworthy representation of products. This is especially important for online retailers and e-commerce sites, where the physical interaction with the product is absent; the fidelity of those images can significantly influence purchasing decisions.

Architectural Visualization

Architects and real estate developers rely on photorealistic rendering to create lifelike depictions of properties before they are constructed. These renders help in planning and selling properties by giving clients a tangible vision of living spaces, which can be pivotal during the design approval stages or before the development is built.

Gaming and Entertainment

The gaming industry has evolved dramatically with photorealistic rendering at the core of its development. Today’s video games offer immersive experiences, with environments and characters that are incredibly realistic, enhancing player engagement and satisfaction. This realism also extends to movies and animations, where CGI is indispensable for creating believable alternate realities.

Virtual Reality (VR) and Augmented Reality (AR)

As we push forward into the VR, AR, and mixed reality (MR) world, the demand for photorealistic renders grows. These technologies are used for entertainment, and also for practical applications like virtual training for surgery, military exercises, and historical recreations. Realistic visuals are crucial in these applications as they enhance the user’s immersion and learning experience.

Educational Tools and Simulations

In educational sectors, photorealistic rendering helps create detailed simulations of complex concepts from biology, engineering, physics, and more. These visuals aid in explaining intricate details that may be difficult to convey through traditional methods.

Enhancing User Experience in Design Software

Software like CAD for engineering, or various design tools used in fashion and interior design, rely increasingly on photorealistic rendering to provide a more intuitive and realistic user experience. This helps designers make more informed design choices.

Photorealistic 3D rendering plays a transformative role across various fields by enhancing visual communication, improving product design, boosting marketing strategies, and creating more engaging digital experiences. As technology progresses, its applications are becoming even more diverse and integral to many industries.

AUTHOR

Ilavarasan B

Business Analyst, Srushty Global Solutions

A dedicated Business Analyst, specializing in the intersection of 3D modeling technology and business strategy. With a keen eye for detail and a passion for innovation, he drives data-informed decisions that enhance project efficiency and client satisfaction. His expertise in translating complex business requirements into actionable strategies ensures that Srushty consistently delivers high-quality, client-focused solutions in the dynamic field of 3D modeling.

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The-role-of-ai-in-3d-artist-work-image

Can AI Help You Become a Better 3D Artist? Yes!

3D Modeling

"The integration of 3D AI into my workflow over the past 1 year has been a game-changer."

Here’s how it has benefited my work:

As a 3D artist, I’ve witnessed the transformative impact of AI on my work. Contrary to the fear that AI might replace designers and 3D artists, it has become a powerful ally, helping to streamline workflows and enhance creative outputs. Here’s an in-depth look at how 3D AI is integrated into my artistic process:

Implementing AI in the 3D Workflow

Idea Generation and Prompt Development:

Initial Ideas:

At Srushty3D, my creative process begins with brainstorming and sketching, which I convert into detailed prompts.

AI Image Generation:

Leveraging platforms like Leonardo AI, Stable Diffusion, DALL-E, and Luma AI Dream Machine, I transform these prompts into visual concepts. For example, a prompt like “Visualizing Headphones in advertisement format as 4K Unreal render” generates varied interpretations across these AI platforms. This diversity helps me select the most compelling visual starting point for my project.

Visualizing Headphone in advertisement format as
4k Unreal render” - Prompt

Image Selection and Mesh Creation:

After choosing the ideal image, I use tools such as Instant Mesh to create a foundational mesh. Although the tool is still evolving, it provides a solid base and valuable suggestions for initial model construction.

I Usually go with leonardo.ai

Detailed Modeling and Texturing:

Blender is my go-to software for intricate mesh modeling and UV processing. The AI-generated images serve as references, guiding the detailed development and refinement of the model.

Final Visualization:

Incorporating AI-generated backgrounds enhances the final presentation of my models. This step ensures that the final output is not only technically sound but also visually captivating.

The Advantages of Integrating 3D AI

Time Efficiency: AI tools significantly reduce the time spent on the initial stages of the creative process, such as sketching and initial modeling.
Creative Diversity: By generating multiple versions of a concept, AI stimulates creativity and helps me explore a broader range of ideas.
Enhanced Productivity: Faster turnaround times mean I can take on more projects and deliver high-quality results more consistently.

Embracing AI Without Losing the Artist's Touch

Despite the incredible advantages AI offers, it’s crucial to understand that it complements rather than replaces the role of the 3D artist. The skills and artistic intuition of a human designer are irreplaceable. Integrating AI into the workflow requires practice and adaptation but ultimately leads to more efficient and innovative creative processes.

The rise of 3D AI is not a threat to the artistry of 3D modeling; rather, it’s an enhancement that allows artists to push the boundaries of creativity and efficiency. By embracing these tools, 3D artists can deliver outstanding work more quickly and with greater creative freedom. As we continue to incorporate AI into our workflows, the possibilities for innovation in 3D art are limitless.

AUTHOR

Sudharsan Arivalagan

Senior Project Coordinator for 3D, Srushty Global Solutions

A Experienced 3D Artist known for his creative vision and excellent problem-solving skills. With over a decade of experience, he has mastered both the artistic and technical aspects of 3D design with team coordination and leadership, consistently delivering projects on time and within budget. His innovative work sets new industry standards, reflecting his keen eye for detail and commitment to excellence. Sudharsan’s dedication to continuous learning and improvement makes him an invaluable asset to his team, inspiring colleagues with his passion and expertise.

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