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用于光学、微波通信调谐等器件的向列相液晶材料需要具备高响应速度来实现应用需求. 液晶器件响应速度与液晶的旋转黏度、液晶的双折射率等因素相关. 微波器件用向列相液晶, 常采用大π-电子共轭体系、大极性基团来提高液晶分子的双折射率和介电各向异性, 实现宽相位调制量, 也因此增大了液晶材料黏度, 影响了微波器件的响应速度. 本文以液晶黏度因素为主线, 对本课题组设计合成的42种向列相液晶在25 ℃时的黏度用旋转流变仪进行测试, 从液晶化合物的结构角度分析影响液晶黏度的因素. 首次建立向列相液晶分子结构与黏度的BPNN-QSAR定量构效模型, 模型测试组预测值跟真实值之间的相关系数 q 2= 0.607 > 0.5, 说明模型可用于液晶化合物的黏度性能预测, 并对影响黏度性能的分子结构描述符进行了探讨. 从实际应用出发结合本课题研究, 设计了两个系列7个大双折射率液晶分子, BPNN模型测试黏度量度小于同类型分子, 实验测试值与模型测试值相近.Nematic liquid crystal materials designed for optics, microwave communication tuning, etc. need high response speed, which is related to the rotational viscosity and the birefringent index of the liquid crystal. In order to achieve a wide tuning range of phase modulation, the nematic liquid crystals often employ large π-electron conjugated systems and large polar groups to enhance the birefringence and dielectric anisotropy of the liquid crystal molecule, which, however, increases the viscosity of the liquid crystal material, deteriorating the response speed of the microwave device. Herein, we explore the viscosity of the nematic liquid crystal from the perspective of liquid crystal compound structure by testing the viscosity of our designed and synthesized forty-two different nematic liquid crystals by using a rotating rheometer at 25 ℃. To the best of our knowledge, the BPNN-QSAR quantitative structure-activity model between nematic liquid crystal molecular structure and viscosity is established for the first time. The correlation coefficient between the predicted value and the experimental value is q 2= 0.607 > 0.5, indicating that the model can be used to predict the viscosity performances of liquid crystal compounds. Besides, the molecular structure descriptors affecting the viscosity properties are explored. Based on the practical application and this model, seven liquid crystal molecules of two series with large birefringent index are designed and tested. The viscosity predicted by the BPNN model is smaller than that of the molecules of the same type and matches with the measured viscosity.
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Keywords:
- nematic liquid crystal/
- viscosity/
- molecular structure/
- quantitative structure-activity relationship
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序号 化合物 分子结构 分子量/(g·mol–1) 混晶黏度η/
(mPa·s–1)相变温度T/℃ 1 3CC2 236.25 19.647 Cr –8.3 N 93.0 Iso 2 3CC4 264.28 20.983 Cr –10.9 N 66.8 Iso 3 5CPF 248.19 23.914 Liquid 4 3CPO1 232.18 21.619 Cr 32.0 Iso 5 5PP1 238.17 22.624 Cr 48.0 Iso 6 3GPS 271.08 24.313 Cr 45.0 Iso 7 2CPUS 357.14 23.961 Cr 50.0 N 175.0 Iso 8 5CPUS 399.18 24.874 Cr 50.5 N 196.3 Iso 9 3PGUF 344.12 24.694 Cr 62.5 Iso 10 5PGUF 372.15 25.021 Cr 56.4 Iso 11 5PGUS 411.13 26.486 Cr 57.4 N 159.2 Iso 12 5CPGUF 454.23 25.983 Cr 62.23 S 70
N 215 Iso13 5CPGUS 493.21 26.400 Cr 71.53 N 234.15 Iso 14 5PGUOCF3 438.14 26.242 Cr 47.4 N 69.3 Iso 15 5CPGUOCF3 520.22 26.558 Cr 58.10 S 82.6
N 230.35 Iso16 4PGPUF 434.17 24.884 Cr 96.8
SmC 111.9
SmA 214.6
N 231.4 Iso17 5PP(2)GIP4 478.30 26.865 Cr 53.55 S 72.65
N 109.84 Iso18 3PUQUF 428.10 25.191 Cr 47.2 Iso 19 3PGUQUF 522.12 26.205 Cr 88 N 135 Iso 20 3CEPC3 370.29 21.039 Cr 116.7 N 205.9 Iso 21 2CEPPN 333.17 21.072 Cr 89.0 N 245.6 Iso 22 3CPEP3 364.24 22.042 Cr 100.7 N 202.9 Iso 23 3CPEGN 365.18 23.498 Cr 107.1 N 214.4 Iso 24 2PEPN 251.09 20.946 Cr 77.6 N 80.9 Iso 25 3PEPN 265.11 22.869 Cr 108.1 N 113.5 Iso 51.9 N 26 4PEPN 279.13 24.478 Cr 71.3 N 74.2 Iso 27 3PTGS 295.08 22.476 Cr 55.22 S 69.37 Iso 28 5PTGS 323.11 23.248 Cr 50.59 N 90.59 Iso 29 7PTGS 351.15 24.016 Cr 41.98 N 45.06 Iso 30 5PTPO2 292.18 21.512 Cr 65.6 N 95.3 Iso 88.3 N 31 5PTUS 341.1 22.577 Cr 43.99 Iso 32 5CPTUS 423.18 22.974 Cr 62 N 228 Iso 33 5PPTUS 417.14 23.809 Cr 55.0 S 119.0 N 208.5 Iso 34 4PUTGS 421.11 22.559 Cr 93 Iso 35 2PTPP3 360.17 22.768 Cr 73.5 N 186 Iso 36 3PTPP2 360.17 22.583 Cr 73 N 189 Iso 37 3PTPP4 388.20 23.682 Cr 66.1 S 88.0 N 169.5 Iso 38 4PTPP3 388.29 23.445 Cr 38.5 S 60.0 N 174.0 Iso 39 4PTGTP4 444.21 26.201 Cr 78 N 180 Iso 40 4PTGTP5 458.22 26.918 Cr 72.12 N 172.81 Iso 41 5PP(1)PUF 444.21 25.014 Cr 76.9 N 127.6 Iso 42 5PPI(1)PUF 444.21 24.608 Cr 77.4 N 134 Iso 43 5CB 249.15 25.010 Cr 24 N 35.3 Iso 注: Cr, 各向异性晶体相; S, 近晶相; N, 向列相; Iso, 各向同性; SmA, SmA相态; SmC, SmC相态. 网络结构 R2 R2(cross-validated) q2 12-4-1 0.9238 0.5089 0.6070 No. Compounds η/(mPa·s) $ {{\mathrm{VM}}}_{{\mathrm{expt}}} $ $ {{\mathrm{VM}}}_{{\mathrm{pred}}} $ $ \Delta {\mathrm{VM}} $ δ 1* 3CC2 19.647 1.293 1.319 0.026 0.020 2 3CC4 20.983 1.322 1.318 0.004 0.003 3 5CPF 23.914 1.379 1.376 0.002 0.002 4 3CPO1 21.619 1.335 1.336 0.001 0.001 5 5PP1 22.624 1.355 1.357 0.002 0.001 6 3GPS 24.313 1.386 1.363 0.023 0.017 7* 2CPUS 23.961 1.380 1.378 0.002 0.001 8 5CPUS 24.874 1.396 1.401 0.006 0.004 9 3PGUF 24.694 1.393 1.396 0.004 0.002 10* 5PGUF 25.021 1.398 1.405 0.006 0.004 11 5PGUS 26.486 1.423 1.425 0.002 0.001 12 5CPGUF 25.983 1.415 1.414 0.000 0.001 13 5CPGUS 26.400 1.422 1.418 0.004 0.003 14 5PGUOCF3 26.242 1.419 1.417 0.002 0.001 15 5CPGUOCF3 26.558 1.424 1.424 –0.001 0.000 16 4PGPUF 24.884 1.396 1.410 0.014 0.010 17 5PP(2)GIP4 26.865 1.429 1.426 0.003 0.002 18 3PUQUF 25.191 1.401 1.411 0.010 0.007 19 3PGUQUF 26.205 1.418 1.411 0.007 0.005 20 3CEPC3 21.039 1.323 1.326 0.003 0.002 21 2CEPPN 21.072 1.324 1.320 0.003 0.003 22 3CPEP3 22.042 1.343 1.344 0.001 0.001 23 3CPEGN 23.498 1.371 1.365 0.006 0.004 24 2PEPN 20.946 1.321 1.341 0.020 0.015 25* 3PEPN 22.869 1.359 1.353 0.006 0.004 26 4PEPN 24.478 1.389 1.365 0.024 0.017 27 3PTGS 22.476 1.352 1.347 0.005 0.004 28* 5PTGS 23.248 1.366 1.372 0.006 0.004 29 7PTGS 24.916 1.396 1.401 0.004 0.004 30 5PTPO2 21.512 1.333 1.337 0.004 0.003 31 5PTUS 22.577 1.354 1.364 0.011 0.007 32 5CPTUS 22.974 1.361 1.367 0.006 0.004 33* 5PPTUS 23.809 1.377 1.427 0.050 0.036 34 4PUTGS 22.559 1.353 1.364 0.011 0.008 35 2PTPP3 22.768 1.357 1.353 0.004 0.003 36 3PTPP2 22.583 1.354 1.345 0.009 0.007 37* 3PTPP4 23.682 1.374 1.374 -0.001 0.001 38 4PTPP3 23.445 1.370 1.366 0.004 0.003 39* 4PTGTP4 26.201 1.418 1.398 0.020 0.014 40 4PTGTP5 26.918 1.430 1.427 -0.003 0.002 41 5PP(1)PUF 25.014 1.398 1.412 0.014 0.010 42 5PPI(1)PUF 24.608 1.391 1.406 0.015 0.011 注: *为测试组数据. 描述符 结构信息 敏感度 ES-Count-aasC 代表具有两个芳香键和一个单键的碳的电拓扑状态 (Electrotopological State, Estate)和电子结构信息 0.999735 Dipole-X 指示静电场中分子的强度和取向行为的3D电子描述符 0.947414 Num-RotatableBonds 可旋转键, 定义为既不在环中又不在末端的重原子之间的单键, 即连接到仅与
氢相连的重原子. 作为一种特殊情况, 酰胺C—N键是不可旋转的0.814023 Shadow-Xlength 阴影X长度, 表征分子形状的一组几何描述符, 代表分子在x维度上的长度 0.307771 ES-Sum-sssCH 计算具有三个单键的CH的电拓扑状态(Estate)总和 0.208536 JX Balaban指数 0.118169 ES-Count-tsC 代表具有一个三键的碳的电拓扑状态(Estate)计数 –0.707114 ES-Count-ssCH2 代表具有两个单键的CH2的电拓扑状态(Estate)计数 –0.671564 Wiener 维纳指数, 代表分子中所有重原子对之间存在的化学键的总和 –0.653192 ES-Sum-sF 计算F原子的电拓扑状态(Estate) –0.400111 ES-Count-sF F原子的电拓扑状态(Estate)计数 –0.400111 ALogP 使用Ghose和Crippen发表的基于原子的方法计算辛醇-水分配系(LogP) –0.128786 注: ES-Sum-xxx: 某原子电子结构和拓扑结构计算总和; ES-Count-xxx: 某种类型的原子在分子中出现的数目; -xxx中s, 单键; d, 双键; t, 三键; a, 芳香键[38,39]. -
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