Prompt Description
APPROVED. Design a two-column scientific summary figure for Section 5, “AI-driven modeling in DF–MEC systems.” The figure should have a flat vector style, white background, minimal text, and icon-based communication. The overall layout should feature a central AI layer. The left column should represent Dark Fermentation (DF) as a standalone system, including a DF bioreactor icon labeled “DF”. Underneath, a box titled “Limitations” should use icons to represent pH instability, HRT sensitivity, microbial complexity, nonlinear VFA production, and poor predictability. An arrow should point from “Limitations” to the AI layer. The AI role for DF optimization (left-to-center arrows) should be represented by icons around the AI hub: ML (ANN, RF, SVM) → prediction; Hybrid AI (ANN–GA, SVM–PSO) → parameter optimization; Reinforcement Learning → adaptive pH & HRT control; and Omics + ML → microbial community engineering. An output arrow should point back to DF, labeled “Stable, acetate-rich VFAs”. The right column should represent Microbial Electrolysis Cell (MEC) as a standalone system.
![You are a professional scientific illustrator for top academic conferences (CVPR/ICRA). Please create a clear, high-resolution "Data Processing Pipeline Diagram" to illustrate the "episodic memory writing process" of an embodied intelligence system.
Layout and Flow: Employ a linear horizontal layout from left to right, comprising five key stages connected by arrows.
1. Stage 1: Raw Data Acquisition
Icon: An icon of a terminal window or log file with code or text lines.
Label: Habitat-Lab Raw Logs.
Description: Represents the raw interaction data output from the simulator.
2. Stage 2: Data Cleaning
Icon: A funnel or gear icon.
Label: Data Cleaning & Parsing.
Details: Indicates the removal of invalid data and formatting.
3. Stage 3: Structured Encapsulation
Icon: A neat document paper with the words "(Obs, Action, Outcome)" faintly visible.
Label: Prompt Structuring.
Details: Represents the encapsulation of cleaned data into experience triplets.
4. Stage 4: Vector Encoding
Icon: A schematic diagram of text being transformed into a numerical matrix (e.g., a document passing through a neural network node and becoming a grid of numbers [0.1, 0.8...]).
Label: Embedding Encoding.
Details: Represents the transformation of natural language into high-dimensional vectors.
5. Stage 5: Database Storage
Icon: A cylindrical database icon with a vector grid pattern.
Label: ChromaDB Vector Store.
Details: The endpoint of the process.
Visual Style:
Style: Modern academic flat 2D vector art style.
Color Scheme: Maintain consistency, using "Academic Blue" as the primary color and "Tech Grey" as the secondary color. Arrow colors should be dark and clear.
Font: Use a clear sans-serif font (Arial/Helvetica style), black or dark gray.
Background: Pure white background.](/_next/image?url=https%3A%2F%2Fpub-8c0ddfa5c0454d40822bc9944fe6f303.r2.dev%2Fai-drawings%2FUfvBGKD0YGX5OcBXzY3IQSo5YA3phloh%2Fdd103003-88b7-4b05-ba5c-3de35b8b102d%2F236b67f0-c53d-417c-af61-1da5617bb090.png&w=3840&q=75)
![You are a professional scientific illustrator for top academic conferences (CVPR/ICRA). Please create a clear, high-resolution "Data Processing Pipeline Diagram" to illustrate the "episodic memory writing process" of an embodied intelligence system.
Layout and Flow: Use a linear horizontal layout from left to right, including five key stages, connected by arrows.
1. First Stage: Raw Data Acquisition
Icon: An icon of a terminal window or log file with code or text lines.
Label: Habitat-Lab Raw Logs.
Description: Represents the raw interaction data output from the simulator.
2. Second Stage: Data Cleaning
Icon: A funnel or gear icon.
Label: Data Cleaning & Parsing.
Details: Indicates the removal of invalid data and formatting.
3. Third Stage: Structured Encapsulation
Icon: A neat document with the words "(Obs, Action, Outcome)" faintly visible.
Label: Prompt Structuring.
Details: Represents the encapsulation of cleaned data into experience triplets.
4. Fourth Stage: Vector Encoding
Icon: A diagram illustrating the transformation of text into a numerical matrix (e.g., a document passing through a neural network node and becoming a grid of numbers [0.1, 0.8...]).
Label: Embedding Encoding.
Details: Represents the transformation of natural language into high-dimensional vectors.
5. Fifth Stage: Storage
Icon: A cylindrical database icon with a vector grid pattern.
Label: ChromaDB Vector Store.
Details: The end of the process.
Visual Style:
Style: Modern academic flat 2D vector style (Flat Vector Art).
Color Scheme: Maintain consistency, using "Academic Blue" as the primary color and "Tech Grey" as the secondary color. Arrow colors should be dark and clear.
Font: Use a clear sans-serif font (Arial/Helvetica style), black or dark gray.
Background: Pure white background.](/_next/image?url=https%3A%2F%2Fpub-8c0ddfa5c0454d40822bc9944fe6f303.r2.dev%2Fai-drawings%2FUfvBGKD0YGX5OcBXzY3IQSo5YA3phloh%2Fe459777b-47d2-496c-bed1-8bc917030392%2Fe3e97e66-ed0d-41cd-9ce2-25a3615dcd86.png&w=3840&q=75)