AI-Driven Microbial Oil Production Platform
Legal Citation
Background and Problem Solved
The original patent relates to microbial oil production methods with specific fatty acid compositions. However, these methods are limited by their inability to dynamically adjust cultivation conditions, monitor fatty acid composition in real-time, and produce customized blends. The present invention addresses these limitations by introducing a modular, sensor-equipped, and AI-driven platform for optimized microbial oil production.
Novelty and Inventive Step
The invention's novelty lies in its integration of real-time monitoring, AI-driven optimization, and modular bioreactor design, which enables unprecedented flexibility and customization in microbial oil production. The inventive step is the introduction of a centralized control system that dynamically adjusts cultivation conditions based on real-time data and machine learning predictions.
Alternative Embodiments and Variations
Alternative embodiments include using different types of sensors, varying the number and configuration of bioreactors, and incorporating additional process parameters into the control system. Variations may also include integrating the platform with downstream processing steps, such as in-line purification and concentration of target fatty acids, and direct formulation into finished products.
Potential Commercial Applications and Market
The invention has significant commercial potential in the nutritional supplement, pharmaceutical, and food industries, where customized fatty acid blends can offer unique health benefits and product differentiators. The platform's flexibility and scalability make it an attractive solution for companies seeking to expand their product offerings and improve production efficiency.
CPC Classifications
| Section | Class | Group |
|---|---|---|
| A | A01 | A01N37/06 |
| A | A23 | A23D9/013 |
| A | A23 | A23D9/02 |
| A | A23 | A23K20/158 |
| A | A23 | A23L33/115 |
| A | A61 | A61K8/361 |
| A | A61 | A61K8/9706 |
| A | A61 | A61K8/9728 |
| A | A61 | A61K8/99 |
| A | A61 | A61K31/202 |
| A | A61 | A61K36/06 |
| A | A61 | A61Q19/00 |
| C | C11 | C11B1/025 |
| C | C11 | C11B3/10 |
| C | C11 | C11B3/12 |
| C | C11 | C11C1/005 |
| C | C11 | C11C3/10 |
| C | C12 | C12N1/28 |
| C | C12 | C12P7/6427 |
| C | C12 | C12P7/6436 |
| C | C12 | C12P7/6463 |
Section 103 Obviousness Analysis (PHOSITA)
Field of Art
Biotechnology and microbial engineering, specifically focused on microbial oil production, fatty acid composition optimization, and bioprocess engineering with expertise in cultivation techniques, metabolic engineering, and advanced bioreactor design
Person of Ordinary Skill (PHOSITA) Profile
A skilled practitioner with advanced degrees in biotechnology or biochemical engineering, familiar with microbial cultivation techniques, fatty acid analysis, bioreactor design, and machine learning applications in bioprocess optimization
Obviousness Rationale
A PHOSITA would recognize that the PTD's proposed system of real-time monitoring and AI-driven optimization represents a predictable extension of existing microbial oil production techniques. The integration of sensor-based control and machine learning represents an incremental technological advancement that applies known computational methods to established biotechnological processes. The disclosed variations demonstrate standard engineering problem-solving approaches to improving microbial oil production efficiency and customization.
Obvious Combinations & Variations
Original Patent Information
| Patent Number | US 11,856,952 |
|---|---|
| Title | Microbial oil, production method for microbial oil, concentrated microbial oil, and production method for concentrated microbial oil |
| Assignee(s) | NIPPON SUISAN KAISHA, LTD. |