Analysis System With Partitioned Reaction Fields For Accurate Substance Detection
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Solution Overview
Problem
Existing analysis systems face challenges in accurately detecting subtle changes in emission color or emission spectrum shape due to interactions with target substances, and in generating a large amount of multidimensional data efficiently.
Innovation Solution
An analysis system comprising a plate with partitioned reaction fields for accommodating first and second components, where first signal information is acquired when only the first component is present, and second signal information is acquired after adding the second component, with machine learning used to analyze the difference between these signals.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Productivity
If chemical reagents are disposed at high density to form reaction fields, then a large amount of multidimensional data can be generated, but chemical reagents may be eluted into solvent and blurred, increasing noise and variation
Solution Approach 1:
The plate is divided into multiple partitioned reaction fields that are spatially separated. Each reaction field contains specific chemical reagents disposed at high density, but the partitions prevent elution and blurring between adjacent fields. This segmentation allows high-density reagent disposal for efficient data generation while maintaining measurement precision through physical isolation of each reaction zone.
2Reliability
If multidimensional data from multiple reactions is integrated, then feature amounts related to substance and phenomenon are enhanced, but the data becomes difficult for humans to understand
Solution Approach 1:
Machine learning algorithms serve as an intermediary between the complex multidimensional reaction data and human interpretation. The system collects enhanced feature amounts from multiple reactions integrated in the reaction fields, processes this complex data through machine learning models, and outputs meaningful results that are both scientifically rigorous and human-understandable.
3Measurement precision
If specific interaction probes are used to detect target substances, then information on specific substances can be obtained, but it requires matching probes with objects and selecting detection targets
Solution Approach 1:
The reaction field plate system provides a universal platform that can detect multiple target substances simultaneously through integrated multiple reactions. Instead of requiring separate probe matching and selection procedures for each target, the system uses multiple chemical reagents disposed in partitioned fields that can collectively analyze various substances in a single experiment, reducing operational complexity while maintaining detection precision.
Applied Scientific Principles
This section explains which scientific principles are used to turn an abstract innovation direction into a practical engineering solution.
Function Achieved in This Case
The system enables accurate analysis of target substances by minimizing noise and variation, and efficiently generates a large amount of multidimensional data, improving data acquisition and analysis precision.
Implementation Method 1
when the reagents are mixed on the substrate, a reaction such as a more complicated chemical reaction, an ion reaction, a complex-forming reaction, an interaction, or energy transfer occurs
Implementation Method 2
when the reagents are mixed on the substrate, a reaction such as a more complicated chemical reaction, an ion reaction, a complex-forming reaction, an interaction, or energy transfer occurs
Implementation Method 3
when the reagents are mixed on the substrate, a reaction such as a more complicated chemical reaction, an ion reaction, a complex-forming reaction, an interaction, or energy transfer occurs
Implementation Method 4
when the reagents are mixed on the substrate, a reaction such as a more complicated chemical reaction, an ion reaction, a complex-forming reaction, an interaction, or energy transfer occurs
Implementation Method 5
information on light or color can be associated with a physical or quantum state change caused by reaction, interaction, complex formation, ionization, or the like of a substance
Implementation Method 6
information on light or color can be associated with a physical or quantum state change caused by reaction, interaction, complex formation, ionization, or the like of a substance
Data Source
AI summary
An object of the present invention is to provide an analysis system capable of analyzing a target substance more accurately, which includes: a plate including reaction fields for accommodating first and a second components, and partitioned at intervals; a signal information acquisition section to acquire first signal information from the plate and second signal information from the plate; and an analysis section for performing machine learning and analyzing a difference between the first signal information and the second signal information. At least two reaction fields respectively accommodate the first components having different compositions, and in at least one reaction field, reactions including interaction of the first component and/or the second component are caused.