电池的剩余放电能(RDE)是估计车辆剩余范围的重要值。基于预测的计算RDE的方法已被证明适合提高能量估计精度。本文旨在通过将新颖的负载预测技术与模式识别纳入RDE计算,以进一步提高估计准确性。对于模式识别,将驱动段数据分类为不同的用法模式,然后根据每个模式的功能设计了基于规则的逻辑来识别这些模式。为了进行功率预测,使用聚类和马尔可夫建模方法将数据从数据分组和定义功率水平为状态,并找到每种状态到国家过渡的概率。为每个模式定义了此数据,以便逻辑可以告知应使用哪些数据来预测未来的功率概况。根据预测的功率曲线,RDE是根据预测负载和预测电压的乘积计算得出的,该电压是从一阶电池模型中获得的。使用电池循环器数据在模拟和实时测试了所提出的算法,并与其他基于预测的方法进行了比较。所提出的方法证明对建模误差具有理想的准确性和鲁棒性。这项研究的主要结论是使用模式识别可以提高RDE估计的准确性。
1. DNA 测序仪和分析仪(3500 基因分析仪)- Applied Bio systems,型号:622-0010 2. 实时聚合酶链式反应机 - Applied Bio systems,型号:Step 1+ 实时 PCR 系统 3. 固体 4 分析仪 - Applied Bio-systems 4. 梯度热循环仪 (PCR) - Bio-Rad,型号:C 1000 5. ELISA 板读数仪(i MARK 微孔板读数仪)- Bio-Rad 6. 凝胶文档系统 - Bio-Rad 7. 快速蛋白质液相色谱纯化 (FPLC) 系统 Akta 纯化器 - GE BOX 900 8. UV-VIS 分光光度计 – Shimadzu,型号:UV-2450 9. 三目倒置显微镜 – Nikon,型号:ELWD0.3/OD 75 10. 台式冷冻离心机 - Thermo Scientific 11. 落地式冷冻离心机 - Beckman coulter 12. 二氧化碳培养箱 - New Brunswick 13. 垂直 -85˚C 深度冷冻机 - New Brunswick 14. 离心机 - Eppendorf,型号:5810 R 15. 寡核苷酸合成仪 Polyplex - Dig lab,型号:PPX019 16. BOD 培养箱 - IKON Instruments 17. 冷冻机(垂直 -20°C)- Vestfrost 18. 冷冻机(垂直 4°C) 19. 卧式冷冻机(2 个) 20. 冷冻机(垂直) 21. 水浴
补充材料S1。DNA提取和RT-PCR基因组DNA。然后在双链taqman QPCR中运行基因组DNA,该QPCR放大了T. cruzi rDNA基因2的24S alpha亚基的175bp序列。根据制造商的说明,使用FastStart Universal Probe Master(Roche)在CFX384触摸实时PCR循环仪(Bio-Rad)上进行定量实时PCR。所有反应的反应混合物包括10μl快速概要探针主,0.25μlHEX标记的探针,0.15μl家族标记的探针,1.8μlD75B引物,1.8μLD76BD76B DY76B Primer,3μL水,3μl水,和3μl植物瘤DNA。样品以阴性和阳性对照的重复运行。循环条件在95°C下的初始步骤为10分钟,在95°C下循环30s和60°C,持续1分钟。T。cruzi,量化周期(C Q)值为31.1和31.3;而阳性对照的C值为25和29.58(图s1)。这些值表明在测定中检测到目标序列的循环数量,总体而言,37岁以下的C Q值被认为是阳性的。
项目 位置 Olympus 荧光显微镜 201B Biorad Biologic 紫外可见光检测器/馏分收集器 301D Biotek elx 800 微孔板读数仪 301D Thermo Sorvall legend X1R 冷冻离心机 301E Perkin elmer microbeta 2450 微孔板计数器 301D Thermos evolution 220 紫外可见光分光光度计 301D Sonics vibracell 301E 精密微处理器控制 280 水浴 (2) 301 & 301E ThermoSci Max Q6000 培养箱/振荡器 (2) 301 Isotemp 228 水浴 301 ThermoSci Heratherm 烤箱 301 Zeiss invertoskop 40c 显微镜 301 Beckman coulter optima L80k 超速离心机 301 Panasonic 高压灭菌器201、217、301、317 Eppendorf 5417R 离心机 301 Beckman 库尔特 Avanti J25 高速离心机(2) 301 & 217 Barnstead 实验室系列 MaxQ7000 水浴(2) 201 & 301 Beckman OptimaMax 台式超速离心机 301 组织培养生物安全柜 201C&D、301& 301H、317G Heracell 150 培养箱 201C&D、301& 301H、317G 缺氧室 CoyLab(Prentice 博士负责) 201D GE Nanovue 分光光度计 201G 3D 打印机 201H Eppendorf 真空泵 & Heto 冷阱 201 Beckman 库尔特 allegra离心机 317 Inotech 细胞采集器 301D New brunswick C76 水浴振荡器 217 New Brunswick Series 25 落地式振荡器(陆博士负责) 317 Thermo Stericycle 培养箱(2 台) 317G Beckman coulter optima L90k 超速离心机 217 Olympus BX41 显微镜 217F Eppendorf Centra CL5 离心机 217 Eppendorf mastercycler 热循环仪 217 Ultrospec 500 pro 分光光度计 217E BMG Labtech Polarstar omega 217D BioRad gene pulser x cell 317E Spectramax m5 217F Thermo Legend 21R Microfuge 301E Sorvall ST16 离心机 301H
图1。锂离子电池示意图(来源:研究门)...............................................................................................................................................................................................................................................................................................................................................电池生产过程(来源:研究门).........................................................................................................................................................................................................................................................................................................................................................................................................................................................锂离子的能量密度(Park,2012)........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................Thick Electrode Schematic (Source: 24M) ................................................................... 14 Figure 5.Thick Electrode Transport Distance (Source: Research Gate) ...................................... 15 Figure 6.新颖的厚电极(来源:Kuang,2019).......................................................................................................................................................................................................................................................................................................................................................................................................Crack Formed Thick Electrode Schematic .................................................................... 16 Figure 8.厚电极中的机械分层(来源:Lee,2018年)............................................................................................................................................................................................................................................................................................................................................................................................................................................... 17图9。Preliminary Experiment: Cycle Test ............................................................................. 21 Figure 10.Preliminary Experiment: Rate Capability Test ............................................................ 21 Figure 11.Thinky ARV-310 Planetary Centrifugal Vacuum Mixer ............................................ 22 Figure 12.Slurry Coating Process ................................................................................................ 24 Figure 13.Doctor Blade (MTI Corp.) ........................................................................................... 24 Figure 14.基板:电压与Error 500 (Server Error)!!1500.That’s an error.There was an error. Please try again later.That’s all we know.粘合剂化学样品........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................... 36图27。剥离测试示意图............................................................................................................................................................................................................................................................................................................................................................................................... 38图28。Tensile Strength machine and Test Set-Up ................................................................. 38 Figure 29.Sample Output from Peel Test .................................................................................... 40 Figure 31.果皮测试结果........................................................................................................................................................................................................................................................................................................................................................................... 41图32。Substrate: Discharge Capacity vs. C-Rate Graph ........................................................ 43 Figure 33.特定容量图................................................................................................................................................................... 44图34。Thickness: Discharge Capacity vs. C-Rate Graph ...................................................... 45 Figure 35.厚度:电压与Specific Capacity Graph ........................................................ 46 Figure 36.粘合剂:排放能力与C-rate图..................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................... 47