Related Experiment Video
Updated: May 23, 2025
![Solid-phase Synthesis of [4.4] Spirocyclic Oximes](/_next/image?url=https%3A%2F%2Fcloudfront.jove.com%2FCDNSource%2Fteasers%2F58508.jpg&w=3840&q=50)
05:15
Solid-phase Synthesis of [4.4] Spirocyclic Oximes
Published on: February 6, 2019
6.7K
DeepSyn: Operable Chemical Retrosynthetic Design with the DeepSeek R1 Model
Zhenhai Lai1, Gaole Dai2, Yihua Lu1
1School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen (CUHK-Shenzhen), Shenzhen 518172, Guangdong, China.
The Journal of Physical Chemistry Letters
|May 12, 2025
Summary
DeepSyn, a novel chemical notation transformation system, streamlines complex synthesis by generating precise experimental protocols. This AI-driven approach enhances reproducibility and accelerates new material discovery.
Area of Science:
- Artificial Intelligence in Chemistry
- Chemical Synthesis Automation
- Computational Chemistry
Background:
- Chemical synthesis is complex, requiring precise conditions and procedures.
- Reproducibility and efficiency are key challenges in experimental chemistry.
- Current methods often lack dynamic adaptation to specific hardware or knowledge bases.
Purpose of the Study:
- To introduce DeepSyn, an advanced system for chemical notation transformation.
- To leverage AI and reactive generation for automated experimental protocol design.
- To enhance the precision and reproducibility of chemical synthesis.
Main Methods:
- Integration of the DeepSeek R1 model with reactive generation (RAG) techniques.
- Processing critical experimental details and accessing a comprehensive knowledge database.
- Formulating executable experimental protocols tailored to specific hardware.
Main Results:
- DeepSyn consistently provides precise experimental design recommendations.
- The system's output is validated through integration with lab automation tools.
- Demonstrated enhancement in reproducibility and precision of chemical procedures.
Conclusions:
- DeepSyn offers a robust platform for machine-oriented experimental design.
- The system has significant potential for advancing new material discovery.
- AI-driven protocol generation can overcome traditional synthesis challenges.
Related Concept Videos
00:53Olefin Metathesis Polymerization: Acyclic Diene Metathesis (ADMET)
1.9K
Acyclic diene metathesis polymerization or ADMET polymerization involves cross-metathesis of terminal dienes, such as 1,8-nonadiene, to give linear unsaturated polymer and ethylene. As ADMET is a reversible process, the formed ethylene gas must be removed from the reaction mixture to complete the polymerization process.
Similar to cross-metathesis, ADMET also involves the formation of metallacyclobutane intermediate by [2+2] cycloaddition of one of the double bonds of a terminal diene with...
Similar to cross-metathesis, ADMET also involves the formation of metallacyclobutane intermediate by [2+2] cycloaddition of one of the double bonds of a terminal diene with...
1.9K
01:34Woodward–Hoffmann Selection Rules and Microscopic Reversibility
3.0K
Electrocyclic reactions, cycloadditions, and sigmatropic rearrangements are concerted pericyclic reactions that proceed via a cyclic transition state. These reactions are stereospecific and regioselective. The stereochemistry of the products depends on the symmetry characteristics of the interacting orbitals and the reaction conditions. Accordingly, pericyclic reactions are classified as either symmetry-allowed or symmetry-forbidden. Woodward and Hoffmann presented the selection criteria for...
3.0K
01:16Cycloaddition Reactions: Overview
2.5K
Cycloadditions are one of the most valuable and effective synthesis routes to form cyclic compounds. These are concerted pericyclic reactions between two unsaturated compounds resulting in a cyclic product with two new σ bonds formed at the expense of π bonds. The [4 + 2] cycloaddition, known as the Diels–Alder reaction, is the most common. The other example is a [2 + 2] cycloaddition.
2.5K
01:28Diels–Alder Reaction Forming Cyclic Products: Stereochemistry
3.7K
The Diels–Alder reaction is one of the robust methods for synthesizing unsaturated six-membered rings. The reaction involves a concerted cyclic movement of six π electrons: four π electrons from the diene and two π electrons from the dienophile.
3.7K
01:17Thermal Electrocyclic Reactions: Stereochemistry
2.0K
The stereochemistry of electrocyclic reactions is strongly influenced by the orbital symmetry of the polyene HOMO. Under thermal conditions, the reaction proceeds via the ground-state HOMO.
Selection Rules: Thermal Activation
Conjugated systems containing an even number of π-electron pairs undergo a conrotatory ring closure. For example, thermal electrocyclization of (2E,4E)-2,4-hexadiene, a conjugated diene containing two π-electron pairs, gives trans-3,4-dimethylcyclobutene.
Selection Rules: Thermal Activation
Conjugated systems containing an even number of π-electron pairs undergo a conrotatory ring closure. For example, thermal electrocyclization of (2E,4E)-2,4-hexadiene, a conjugated diene containing two π-electron pairs, gives trans-3,4-dimethylcyclobutene.
2.0K
02:23SN2 Reaction: Stereochemistry
9.1K
In an SN2 reaction, the nucleophilic attack on the substrate and departure of the leaving group occurs simultaneously through a transition state. As the nucleophile approaches the substrate from the back-side, the configuration of the substrate carbon changes from tetrahedral to trigonal bipyramidal and then back to tetrahedral, leading to an inversion in the configuration of the product.
If the substrate is an achiral molecule at the α-carbon, the inversion of configuration is not...
If the substrate is an achiral molecule at the α-carbon, the inversion of configuration is not...
9.1K