Tools
Choose a scientific task: molecular geometry and IR, ASKCOS prediction, AiZynthFinder routes, VTNA kinetics, CALPHAD, curve fitting or uncertainty analysis.
Mol2Mat connects molecular geometry, conformer search, reaction prediction, retrosynthesis and quantitative data analysis. Browser Workers execute the GFN2-xTB and CREST WebAssembly engines, ASKCOS FP32 inference and AiZynthFinder route search on your device. Structures can move from drawing or source records into calculations and subsequent analysis.
Chemistry
- Molecular structure
Run GFN2-xTB structure and electronic-property calculations and full CREST conformer searches locally in your browser.
- Ketcher Online Molecular Structure Editor
Draw molecular structures and export MOL, SDF, SMILES, KET or SVG files.
- Nernst, Gibbs & Stoichiometry Calculators
Amounts, solutions, reaction quantities and physical relations.
- Product prediction
Run ASKCOS / Pistachio FP32 locally in your browser to rank up to five product candidates.
- Retrosynthesis planning
Run AiZynthFinder locally with USPTO templates, MCTS and a 17.4-million-entry ZINC stock.
- Vibrations & IR
Calculate harmonic frequencies, infrared intensities and isotope shifts locally with GFN2-xTB.
- Coordinate scan
Calculate rigid bond, angle and dihedral energy scans locally with GFN2-xTB.
- Reaction progress
Analyse concentration–time data with Auto-VTNA to estimate empirical reaction orders.
Structure & microscopy
- Otsu Image Segmentation & Grain Measurement
Calibrate images, measure grains and compare thresholded regions.
- Bragg’s Law & XRD Peak Indexing Online
Use Bragg’s law and cubic indexing to compare XRD peaks and estimate lattice parameters.
Mechanical properties
- Analyse tensile data
Import engineering stress–strain data, inspect the loading curve and compare fit intervals.
- Directional Young’s modulus
Calculate direction-dependent stiffness from a source compliance tensor.
- Kaplan–Meier Fatigue Survival & S–N Analysis
Compare stress–life trends, scatter and specimens that survived the test.
- Hall–Petch Online Strength Fitting
Fit grain size and yield stress with the Hall–Petch relation and inspect residuals.
- Maxwell Stress Relaxation Fitting Online
Compare measured holds, fit relaxation times and inspect residuals.
- Analyse creep data
Compare strain–time curves, interval rates and changes in rate.
Processing & transformations
- Newtonian & Power-Law Rheology Fitting
Fit Newtonian and power-law flow models to viscosity data and inspect residuals.
- Analyse oscillatory shear
Compare storage and loss moduli, complex viscosity and crossover frequencies.
- Arrhenius Online Diffusion Fitting
Import temperature and diffusivity data, fit an Arrhenius relation and inspect residuals.
- JMAK & Avrami Online Kinetics Fitting
Fit isothermal transformation data with the JMAK (Avrami) model and compare transformation times.
- Compare shrinkage and density
Compare powder compacts before and after treatment, with dimensional uncertainty and thermal history.
- CALPHAD & pycalphad Al–Zn Phase Equilibrium
Calculate Al–Zn phase equilibria with CALPHAD thermodynamics and pycalphad.
- Fick’s Law Diffusion Calculator
Calculate concentration profiles and penetration depths for one-dimensional diffusion.
Transport & energy
- Analyse charge and discharge
Import battery cycles and compare capacity, energy and efficiency.
- Hall Effect & Van der Pauw Analysis
Import field and current reversals, then compare carrier density and mobility.
- Analyse magnetic loops
Import B–H or M–H cycles and compare crossings, loop energy and power.
- Fourier Heat Conduction Calculator
Calculate heat flux and temperature drops across layers and interfaces.
- Compare measured thin films
Load ZnO and ITO contact measurements and compare current dependence.
Optics & devices
- Analyse spectra
Import spectra, adjust baselines and compare peaks, widths and areas.
- Fresnel Reflectance & Absorption Calculator
Calculate interface reflectance and internal attenuation from source optical constants.
- Compare OLED efficiency and lifetime
Screen published devices against EQE and LT50 requirements, or compare emitter, device and surface changes.
- Simulate light emission
Change excited-state rates, compare photon yield and timing, and examine density-dependent losses.
Measurement & uncertainty
- Least-Squares Calibration Online
Fit calibration lines by ordinary or weighted least squares and calculate uncertainty intervals.
- Welch & Paired Measurement Comparison
Separate scatter from uncertainty and compare independent specimens or matched pairs.
- Data trends
Compare separate series, fit selected intervals and inspect residuals from source data or your CSV.
- Covariance Uncertainty Propagation Calculator
Propagate measurement uncertainty with first-order covariance analysis, including correlated inputs.
工具
选择具体科学任务:分子几何与 IR、ASKCOS 产物预测、AiZynthFinder 逆合成、VTNA 动力学、CALPHAD、曲线拟合与不确定度分析。
Mol2Mat 连接分子几何、构象搜索、反应预测、逆合成与定量数据分析。浏览器 Worker 在用户设备运行 GFN2-xTB 与 CREST WebAssembly 引擎、ASKCOS FP32 推理及 AiZynthFinder 路线搜索。绘图或来源记录中的结构可进入计算,再用于后续分析。
化学
- 分子结构
在浏览器本机运行 GFN2-xTB 结构与电子性质计算,以及完整 CREST 构象搜索。
- Ketcher 在线分子结构绘制
绘制分子结构,导出 MOL、SDF、SMILES、KET 或 SVG 文件。
- Nernst、Gibbs 与化学计量计算
物质量、溶液、反应投料及物理关系计算。
- 产物预测
在浏览器本机运行 ASKCOS / Pistachio FP32,获得至多五个排序产物候选。
- 逆合成规划
在本机使用 AiZynthFinder、USPTO 模板与 MCTS,结合 1742 万条 ZINC 原料库记录规划路线。
- 振动频率与 IR
使用本地 GFN2-xTB 计算谐振频率、红外强度与同位素位移。
- 内坐标扫描
使用本地 GFN2-xTB 计算键长、键角和二面角的刚性扫描。
- 反应进程
使用 Auto-VTNA 分析浓度–时间数据,估计经验反应级数。
结构与显微
- Otsu 图像分割与晶粒测量
校准图像、测量晶粒,并比较阈值分割区域。
- Bragg 定律与 XRD 峰位指标化
使用布拉格定律与立方晶系指标化比较 XRD 峰位,估计晶格常数。
力学性质
- 分析拉伸数据
导入工程应力–应变数据,查看加载曲线并比较拟合区间。
- 方向杨氏模量
从来源柔度张量计算不同受力方向的杨氏模量。
- Kaplan–Meier 疲劳生存与 S–N 分析
比较应力与寿命的关系、试样散布及试验结束仍未失效的记录。
- Hall–Petch 在线强度拟合
使用 Hall–Petch 关系拟合晶粒尺寸与屈服应力,检查残差。
- Maxwell 应力松弛在线拟合
比较实测保载曲线、拟合松弛时间并检查残差。
- 分析蠕变数据
比较应变随时间的变化、区间速率及速率变化。
加工与相变
- Newtonian 与幂律流变拟合
使用牛顿与幂律流动模型拟合黏度数据,检查残差。
- 分析振荡剪切
比较储能与损耗模量、复黏度和交叉频率。
- Arrhenius 在线扩散拟合
导入温度与扩散系数数据,拟合 Arrhenius 关系并检查残差。
- JMAK 与 Avrami 在线动力学拟合
使用 JMAK(Avrami)模型拟合等温相变数据,比较转变时间。
- 比较收缩与密度
比较压坯处理前后的测量,并保留尺寸不确定度和热处理历程。
- CALPHAD 与 pycalphad 铝锌相平衡
使用 CALPHAD 热力学评估与 pycalphad 计算 Al–Zn 相平衡。
- Fick 定律扩散计算
计算一维扩散的浓度分布与渗透深度。
输运与能源
- 分析充放电
导入电池循环,比较容量、能量与效率。
- Hall 效应与 Van der Pauw 分析
导入磁场和电流反转数据,比较载流子浓度与迁移率。
- 分析磁滞回线
导入 B–H 或 M–H 回线,比较零点交叉、回线能量与功率。
- Fourier 导热计算
计算多层材料中的热流密度及各层、界面的温降。
- 比较实测薄膜
载入 ZnO 与 ITO 接触测量,比较电流依赖。
光学与器件
- 分析光谱
导入光谱、调整基线,比较峰位、峰宽与积分面积。
- Fresnel 反射与吸收计算
根据来源光学常数计算界面反射率和材料内部衰减。
- 比较 OLED 效率与寿命
根据 EQE 和 LT50 要求筛选已发表器件,或比较发光分子、器件和表面变化。
- 模拟发光
改变激发态速率、比较光子产率和时间特征,并检查密度相关损失。
测量与不确定度
- 最小二乘法在线校准
使用普通或加权最小二乘法拟合校准线,计算不确定区间。
- Welch 与配对测量比较
区分散布与不确定度,比较独立试样或配对测量。
- 数据趋势
按来源系列或自有 CSV 分别拟合选定区间,并查看残差。
- 协方差不确定度传播计算
使用一阶协方差传播计算测量不确定度,计入输入量的相关性。