CN117500845A - 预测装置、制造装置和预测方法 - Google Patents
预测装置、制造装置和预测方法 Download PDFInfo
- Publication number
- CN117500845A CN117500845A CN202280042560.6A CN202280042560A CN117500845A CN 117500845 A CN117500845 A CN 117500845A CN 202280042560 A CN202280042560 A CN 202280042560A CN 117500845 A CN117500845 A CN 117500845A
- Authority
- CN
- China
- Prior art keywords
- fluororesin
- value
- polymerization
- prediction
- mfr
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000004519 manufacturing process Methods 0.000 title claims abstract description 71
- 238000000034 method Methods 0.000 title claims description 23
- 238000006116 polymerization reaction Methods 0.000 claims abstract description 247
- 238000003756 stirring Methods 0.000 claims abstract description 70
- 239000000203 mixture Substances 0.000 claims abstract description 28
- 238000010801 machine learning Methods 0.000 claims abstract description 17
- 239000002994 raw material Substances 0.000 claims abstract description 6
- 239000000463 material Substances 0.000 claims description 25
- 238000012545 processing Methods 0.000 claims description 15
- 238000012549 training Methods 0.000 claims description 8
- 230000001186 cumulative effect Effects 0.000 claims description 7
- 230000008569 process Effects 0.000 claims description 6
- 238000004364 calculation method Methods 0.000 claims description 5
- 230000000379 polymerizing effect Effects 0.000 claims description 3
- 230000006870 function Effects 0.000 description 22
- BFKJFAAPBSQJPD-UHFFFAOYSA-N tetrafluoroethene Chemical group FC(F)=C(F)F BFKJFAAPBSQJPD-UHFFFAOYSA-N 0.000 description 20
- 229920001577 copolymer Polymers 0.000 description 16
- 238000003860 storage Methods 0.000 description 12
- 125000004432 carbon atom Chemical group C* 0.000 description 10
- 230000002776 aggregation Effects 0.000 description 9
- 238000004220 aggregation Methods 0.000 description 9
- 229920005989 resin Polymers 0.000 description 9
- 239000011347 resin Substances 0.000 description 9
- VGGSQFUCUMXWEO-UHFFFAOYSA-N Ethene Chemical compound C=C VGGSQFUCUMXWEO-UHFFFAOYSA-N 0.000 description 8
- 238000010586 diagram Methods 0.000 description 8
- -1 hexafluoropropylene, chlorotrifluoroethylene, trifluoroethylene, trifluoropropene Chemical class 0.000 description 8
- 125000005010 perfluoroalkyl group Chemical group 0.000 description 8
- 125000000217 alkyl group Chemical group 0.000 description 7
- 239000005977 Ethylene Substances 0.000 description 6
- YCKRFDGAMUMZLT-UHFFFAOYSA-N Fluorine atom Chemical compound [F] YCKRFDGAMUMZLT-UHFFFAOYSA-N 0.000 description 6
- 229910052731 fluorine Inorganic materials 0.000 description 6
- 239000011737 fluorine Substances 0.000 description 6
- 238000007781 pre-processing Methods 0.000 description 6
- BQCIDUSAKPWEOX-UHFFFAOYSA-N 1,1-Difluoroethene Chemical compound FC(F)=C BQCIDUSAKPWEOX-UHFFFAOYSA-N 0.000 description 5
- HCDGVLDPFQMKDK-UHFFFAOYSA-N hexafluoropropylene Chemical group FC(F)=C(F)C(F)(F)F HCDGVLDPFQMKDK-UHFFFAOYSA-N 0.000 description 5
- 238000012986 modification Methods 0.000 description 5
- 230000004048 modification Effects 0.000 description 5
- 239000000178 monomer Substances 0.000 description 5
- QYKIQEUNHZKYBP-UHFFFAOYSA-N Vinyl ether Chemical compound C=COC=C QYKIQEUNHZKYBP-UHFFFAOYSA-N 0.000 description 4
- 238000013019 agitation Methods 0.000 description 4
- 238000004891 communication Methods 0.000 description 4
- 238000005259 measurement Methods 0.000 description 3
- 238000012360 testing method Methods 0.000 description 3
- 238000013528 artificial neural network Methods 0.000 description 2
- 230000008859 change Effects 0.000 description 2
- UUAGAQFQZIEFAH-UHFFFAOYSA-N chlorotrifluoroethylene Chemical group FC(F)=C(F)Cl UUAGAQFQZIEFAH-UHFFFAOYSA-N 0.000 description 2
- 230000000694 effects Effects 0.000 description 2
- 229920001519 homopolymer Polymers 0.000 description 2
- 239000000155 melt Substances 0.000 description 2
- 125000006551 perfluoro alkylene group Chemical group 0.000 description 2
- 229920002493 poly(chlorotrifluoroethylene) Polymers 0.000 description 2
- 239000005023 polychlorotrifluoroethylene (PCTFE) polymer Substances 0.000 description 2
- 229920000642 polymer Polymers 0.000 description 2
- 229920001343 polytetrafluoroethylene Polymers 0.000 description 2
- 239000004810 polytetrafluoroethylene Substances 0.000 description 2
- 238000000513 principal component analysis Methods 0.000 description 2
- 239000007787 solid Substances 0.000 description 2
- 238000012706 support-vector machine Methods 0.000 description 2
- NDMMKOCNFSTXRU-UHFFFAOYSA-N 1,1,2,3,3-pentafluoroprop-1-ene Chemical compound FC(F)C(F)=C(F)F NDMMKOCNFSTXRU-UHFFFAOYSA-N 0.000 description 1
- PGJHURKAWUJHLJ-UHFFFAOYSA-N 1,1,2,3-tetrafluoroprop-1-ene Chemical compound FCC(F)=C(F)F PGJHURKAWUJHLJ-UHFFFAOYSA-N 0.000 description 1
- QMIWYOZFFSLIAK-UHFFFAOYSA-N 3,3,3-trifluoro-2-(trifluoromethyl)prop-1-ene Chemical compound FC(F)(F)C(=C)C(F)(F)F QMIWYOZFFSLIAK-UHFFFAOYSA-N 0.000 description 1
- ATVJXMYDOSMEPO-UHFFFAOYSA-N 3-prop-2-enoxyprop-1-ene Chemical compound C=CCOCC=C ATVJXMYDOSMEPO-UHFFFAOYSA-N 0.000 description 1
- WCNKHTIPPVQEQW-UHFFFAOYSA-N 4,4,4-trifluorobut-1-ene Chemical compound FC(F)(F)CC=C WCNKHTIPPVQEQW-UHFFFAOYSA-N 0.000 description 1
- 238000007792 addition Methods 0.000 description 1
- 238000009530 blood pressure measurement Methods 0.000 description 1
- 238000009529 body temperature measurement Methods 0.000 description 1
- 238000004590 computer program Methods 0.000 description 1
- 238000001816 cooling Methods 0.000 description 1
- 238000003066 decision tree Methods 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 229920000840 ethylene tetrafluoroethylene copolymer Polymers 0.000 description 1
- 238000011156 evaluation Methods 0.000 description 1
- 239000012467 final product Substances 0.000 description 1
- 125000001153 fluoro group Chemical group F* 0.000 description 1
- XUCNUKMRBVNAPB-UHFFFAOYSA-N fluoroethene Chemical group FC=C XUCNUKMRBVNAPB-UHFFFAOYSA-N 0.000 description 1
- 229910000856 hastalloy Inorganic materials 0.000 description 1
- 238000010438 heat treatment Methods 0.000 description 1
- 230000010365 information processing Effects 0.000 description 1
- 238000012417 linear regression Methods 0.000 description 1
- 238000000691 measurement method Methods 0.000 description 1
- 238000002844 melting Methods 0.000 description 1
- 230000008018 melting Effects 0.000 description 1
- 238000010238 partial least squares regression Methods 0.000 description 1
- 238000007637 random forest analysis Methods 0.000 description 1
- 230000002787 reinforcement Effects 0.000 description 1
- 239000011342 resin composition Substances 0.000 description 1
- 238000005070 sampling Methods 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 239000013589 supplement Substances 0.000 description 1
- 229920005992 thermoplastic resin Polymers 0.000 description 1
- 229920001567 vinyl ester resin Polymers 0.000 description 1
Classifications
-
- C—CHEMISTRY; METALLURGY
- C08—ORGANIC MACROMOLECULAR COMPOUNDS; THEIR PREPARATION OR CHEMICAL WORKING-UP; COMPOSITIONS BASED THEREON
- C08F—MACROMOLECULAR COMPOUNDS OBTAINED BY REACTIONS ONLY INVOLVING CARBON-TO-CARBON UNSATURATED BONDS
- C08F14/00—Homopolymers and copolymers of compounds having one or more unsaturated aliphatic radicals, each having only one carbon-to-carbon double bond, and at least one being terminated by a halogen
- C08F14/18—Monomers containing fluorine
-
- C—CHEMISTRY; METALLURGY
- C08—ORGANIC MACROMOLECULAR COMPOUNDS; THEIR PREPARATION OR CHEMICAL WORKING-UP; COMPOSITIONS BASED THEREON
- C08F—MACROMOLECULAR COMPOUNDS OBTAINED BY REACTIONS ONLY INVOLVING CARBON-TO-CARBON UNSATURATED BONDS
- C08F2/00—Processes of polymerisation
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
Landscapes
- Chemical & Material Sciences (AREA)
- Health & Medical Sciences (AREA)
- Chemical Kinetics & Catalysis (AREA)
- Medicinal Chemistry (AREA)
- Polymers & Plastics (AREA)
- Organic Chemistry (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Automation & Control Theory (AREA)
- Addition Polymer Or Copolymer, Post-Treatments, Or Chemical Modifications (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Polymerisation Methods In General (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP2021101048A JP2023000306A (ja) | 2021-06-17 | 2021-06-17 | 予測装置、製造装置及び予測方法 |
| JP2021-101048 | 2021-06-17 | ||
| PCT/JP2022/022970 WO2022264885A1 (ja) | 2021-06-17 | 2022-06-07 | 予測装置、製造装置及び予測方法 |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN117500845A true CN117500845A (zh) | 2024-02-02 |
Family
ID=84527455
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202280042560.6A Pending CN117500845A (zh) | 2021-06-17 | 2022-06-07 | 预测装置、制造装置和预测方法 |
Country Status (3)
| Country | Link |
|---|---|
| JP (1) | JP2023000306A (ja) |
| CN (1) | CN117500845A (ja) |
| WO (1) | WO2022264885A1 (ja) |
Family Cites Families (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP3189332B2 (ja) * | 1991-11-22 | 2001-07-16 | 三菱化学株式会社 | ポリオレフィンを製造するための重合反応運転支援装置 |
| JP3189333B2 (ja) * | 1991-11-22 | 2001-07-16 | 三菱化学株式会社 | ポリオレフィンの製造方法 |
| JP2003076934A (ja) * | 2001-09-03 | 2003-03-14 | Tosoh Corp | ポリマーの物性予測方法及びそれを用いたプラントの運転制御方法 |
| JP2007191657A (ja) * | 2006-01-23 | 2007-08-02 | Hitachi Ltd | ポリマー重合装置 |
| EP3760674A4 (en) * | 2018-02-28 | 2021-11-17 | Daikin Industries, Ltd. | COMPOSITION OF THERMOPLASTIC RESIN AND PROCESS FOR ITS PRODUCTION |
| JP7250027B2 (ja) * | 2018-09-10 | 2023-03-31 | 富士フイルム株式会社 | フロー反応支援装置及び方法、フロー反応設備及び方法 |
| JP2022013148A (ja) * | 2020-07-03 | 2022-01-18 | ダイキン工業株式会社 | 予測装置、演算装置、製造装置及び製造方法 |
-
2021
- 2021-06-17 JP JP2021101048A patent/JP2023000306A/ja active Pending
-
2022
- 2022-06-07 WO PCT/JP2022/022970 patent/WO2022264885A1/ja active Application Filing
- 2022-06-07 CN CN202280042560.6A patent/CN117500845A/zh active Pending
Also Published As
| Publication number | Publication date |
|---|---|
| WO2022264885A1 (ja) | 2022-12-22 |
| JP2023000306A (ja) | 2023-01-04 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN110377447B (zh) | 一种异常数据检测方法、装置及服务器 | |
| US20230119336A1 (en) | Prediction device, calculation device, manufacturing device, and manufacturing method | |
| JP7274330B2 (ja) | 製造システム、情報処理方法、および製造方法 | |
| CN111679636B (zh) | 生产工艺参数处理的***、方法和计算机设备 | |
| US11156988B2 (en) | Drive apparatus and machine learning apparatus | |
| JP2017120649A (ja) | 故障条件を学習する機械学習方法及び機械学習装置、並びに該機械学習装置を備えた故障予知装置及び故障予知システム | |
| US11119456B2 (en) | Production system, information processing method, and production method | |
| CN113543874B (zh) | 学习装置及方法 | |
| CN114550834B (zh) | 一种基于变阶数分数阶导数的高聚物变形的模型构建方法 | |
| KR20220108797A (ko) | 중합체 점도 품질을 제어하기 위한 방법 및 제어 시스템 | |
| CN108959787B (zh) | 考虑实际工况的宏宏双驱动***的热变形预测方法及*** | |
| CN117500845A (zh) | 预测装置、制造装置和预测方法 | |
| CN113424119A (zh) | 作业效率评价方法、作业效率评价装置以及程序 | |
| JP2023013058A (ja) | 機械学習装置、生産計画策定装置、及び、推論装置 | |
| CN117531438A (zh) | 用于提高聚甲醛产品稳定性的控制方法及*** | |
| US20230325562A1 (en) | Machine Learning Method, Non-Transitory Computer Readable Recording Medium, Machine Learning Device, and Molding Machine | |
| JP7243082B2 (ja) | 混練異常度学習装置、混練異常度推定装置、混練異常度学習方法、混練異常度推定方法及びプログラム | |
| Kopal et al. | Intelligent Modelling of the Real Dynamic Viscosity of Rubber Blends Using Parallel Computing | |
| KR101837464B1 (ko) | 폴리프로필렌 중합반응 시 중합체의 시뮬레이션 방법 | |
| WO2022196755A1 (ja) | 強化学習方法、コンピュータプログラム、強化学習装置及び成形機 | |
| CN109491349B (zh) | 应用于连续搅拌反应釜中的批次运行轨迹和空间的调整方法 | |
| Román | Data-Driven Modeling Implementation Within Materials Development and Manufacturing Systems | |
| JP2022081866A (ja) | 機械学習装置、反応槽運転支援装置、及び、推論装置 | |
| Wei et al. | An adaptive soft sensor based on multi-state partial least squares regression | |
| WO2024126785A1 (en) | Hybrid modelling and control of industrial batch distillation processes |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination |