JPH0258092B2 - - Google Patents
Info
- Publication number
- JPH0258092B2 JPH0258092B2 JP60081369A JP8136985A JPH0258092B2 JP H0258092 B2 JPH0258092 B2 JP H0258092B2 JP 60081369 A JP60081369 A JP 60081369A JP 8136985 A JP8136985 A JP 8136985A JP H0258092 B2 JPH0258092 B2 JP H0258092B2
- Authority
- JP
- Japan
- Prior art keywords
- screw
- pressure
- diagnosis system
- automatic diagnosis
- molding machine
- 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.)
- Expired - Lifetime
Links
- 239000000463 material Substances 0.000 claims description 33
- 238000003745 diagnosis Methods 0.000 claims description 18
- 238000010309 melting process Methods 0.000 claims description 18
- 238000005070 sampling Methods 0.000 claims description 16
- 238000010137 moulding (plastic) Methods 0.000 claims description 14
- 239000012768 molten material Substances 0.000 claims description 10
- 239000004033 plastic Substances 0.000 claims description 7
- 239000007787 solid Substances 0.000 claims description 7
- 230000002159 abnormal effect Effects 0.000 claims description 6
- 238000002844 melting Methods 0.000 claims description 6
- 230000008018 melting Effects 0.000 claims description 6
- 230000005856 abnormality Effects 0.000 claims description 5
- 238000001125 extrusion Methods 0.000 claims description 5
- 239000000155 melt Substances 0.000 claims description 4
- 238000002347 injection Methods 0.000 claims description 2
- 239000007924 injection Substances 0.000 claims description 2
- 230000002123 temporal effect Effects 0.000 claims 1
- 238000010586 diagram Methods 0.000 description 5
- 230000015654 memory Effects 0.000 description 4
- 238000001816 cooling Methods 0.000 description 3
- 238000000034 method Methods 0.000 description 3
- 229920000642 polymer Polymers 0.000 description 3
- 238000012545 processing Methods 0.000 description 3
- 238000004458 analytical method Methods 0.000 description 2
- 230000006399 behavior Effects 0.000 description 2
- 238000002156 mixing Methods 0.000 description 2
- 238000012544 monitoring process Methods 0.000 description 2
- 239000002985 plastic film Substances 0.000 description 2
- 230000008569 process Effects 0.000 description 2
- 239000011347 resin Substances 0.000 description 2
- 229920005989 resin Polymers 0.000 description 2
- 238000010521 absorption reaction Methods 0.000 description 1
- 230000004888 barrier function Effects 0.000 description 1
- 230000003542 behavioural effect Effects 0.000 description 1
- 238000000071 blow moulding Methods 0.000 description 1
- 239000003638 chemical reducing agent Substances 0.000 description 1
- 230000000052 comparative effect Effects 0.000 description 1
- 230000006835 compression Effects 0.000 description 1
- 238000007906 compression Methods 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 230000008034 disappearance Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 230000010006 flight Effects 0.000 description 1
- 230000007274 generation of a signal involved in cell-cell signaling Effects 0.000 description 1
- 230000005484 gravity Effects 0.000 description 1
- 235000003642 hunger Nutrition 0.000 description 1
- 238000001746 injection moulding Methods 0.000 description 1
- 238000005259 measurement Methods 0.000 description 1
- 238000000465 moulding Methods 0.000 description 1
- 239000002245 particle Substances 0.000 description 1
- 229920006255 plastic film Polymers 0.000 description 1
- 238000004445 quantitative analysis Methods 0.000 description 1
- 230000009467 reduction Effects 0.000 description 1
- 230000004044 response Effects 0.000 description 1
- 230000006641 stabilisation Effects 0.000 description 1
- 238000011105 stabilization Methods 0.000 description 1
- 230000037351 starvation Effects 0.000 description 1
- 230000007704 transition Effects 0.000 description 1
Classifications
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B29—WORKING OF PLASTICS; WORKING OF SUBSTANCES IN A PLASTIC STATE IN GENERAL
- B29C—SHAPING OR JOINING OF PLASTICS; SHAPING OF MATERIAL IN A PLASTIC STATE, NOT OTHERWISE PROVIDED FOR; AFTER-TREATMENT OF THE SHAPED PRODUCTS, e.g. REPAIRING
- B29C48/00—Extrusion moulding, i.e. expressing the moulding material through a die or nozzle which imparts the desired form; Apparatus therefor
- B29C48/25—Component parts, details or accessories; Auxiliary operations
- B29C48/92—Measuring, controlling or regulating
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B29—WORKING OF PLASTICS; WORKING OF SUBSTANCES IN A PLASTIC STATE IN GENERAL
- B29C—SHAPING OR JOINING OF PLASTICS; SHAPING OF MATERIAL IN A PLASTIC STATE, NOT OTHERWISE PROVIDED FOR; AFTER-TREATMENT OF THE SHAPED PRODUCTS, e.g. REPAIRING
- B29C2948/00—Indexing scheme relating to extrusion moulding
- B29C2948/92—Measuring, controlling or regulating
- B29C2948/92009—Measured parameter
- B29C2948/92019—Pressure
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B29—WORKING OF PLASTICS; WORKING OF SUBSTANCES IN A PLASTIC STATE IN GENERAL
- B29C—SHAPING OR JOINING OF PLASTICS; SHAPING OF MATERIAL IN A PLASTIC STATE, NOT OTHERWISE PROVIDED FOR; AFTER-TREATMENT OF THE SHAPED PRODUCTS, e.g. REPAIRING
- B29C2948/00—Indexing scheme relating to extrusion moulding
- B29C2948/92—Measuring, controlling or regulating
- B29C2948/92323—Location or phase of measurement
- B29C2948/92361—Extrusion unit
- B29C2948/9238—Feeding, melting, plasticising or pumping zones, e.g. the melt itself
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B29—WORKING OF PLASTICS; WORKING OF SUBSTANCES IN A PLASTIC STATE IN GENERAL
- B29C—SHAPING OR JOINING OF PLASTICS; SHAPING OF MATERIAL IN A PLASTIC STATE, NOT OTHERWISE PROVIDED FOR; AFTER-TREATMENT OF THE SHAPED PRODUCTS, e.g. REPAIRING
- B29C2948/00—Indexing scheme relating to extrusion moulding
- B29C2948/92—Measuring, controlling or regulating
- B29C2948/92504—Controlled parameter
- B29C2948/9279—Errors or malfunctioning, e.g. for quality control
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B29—WORKING OF PLASTICS; WORKING OF SUBSTANCES IN A PLASTIC STATE IN GENERAL
- B29C—SHAPING OR JOINING OF PLASTICS; SHAPING OF MATERIAL IN A PLASTIC STATE, NOT OTHERWISE PROVIDED FOR; AFTER-TREATMENT OF THE SHAPED PRODUCTS, e.g. REPAIRING
- B29C48/00—Extrusion moulding, i.e. expressing the moulding material through a die or nozzle which imparts the desired form; Apparatus therefor
- B29C48/03—Extrusion moulding, i.e. expressing the moulding material through a die or nozzle which imparts the desired form; Apparatus therefor characterised by the shape of the extruded material at extrusion
Landscapes
- Engineering & Computer Science (AREA)
- Mechanical Engineering (AREA)
- Processing And Handling Of Plastics And Other Materials For Molding In General (AREA)
- Injection Moulding Of Plastics Or The Like (AREA)
- Extrusion Moulding Of Plastics Or The Like (AREA)
Description
【発明の詳細な説明】
〔発明の属する技術分野〕
この発明は、プラスチツク材料の溶融過程を有
する押出機、射出成形機、吹込成形機等のプラス
チツク成形機において、材料溶融過程の溶融レー
ト、ソリツドベツドの変化、消失、メルトプー
ル、溶融ゾーンにおける輸送と混合等の自動診断
を行うシステムに関する。Detailed Description of the Invention [Technical field to which the invention pertains] The present invention relates to a plastic molding machine such as an extruder, an injection molding machine, a blow molding machine, etc. that has a melting process of plastic material, and a method for controlling the melting rate of the material melting process, the solid bed This invention relates to a system for automatically diagnosing changes, disappearances, transport and mixing in melt pools and melt zones.
一般に、プラスチツク成形機においては、メル
トポリマを均一かつ安定的に次工程へ供給するこ
とが要求され、特に押出機においてはメルトポリ
マの量も充分確保されなければならない。
Generally, in a plastic molding machine, it is required to uniformly and stably supply melt polymer to the next process, and in particular, in an extruder, a sufficient amount of melt polymer must be ensured.
このような要求を満足するには、押出スクリユ
の設計が適切であることが基本となるが、汎用的
な1本のスクリユによつて多様なメルトポリマの
押出しを効率よく行うためには、運転条件の設
定、監視および制御が不可欠である。従来、この
ような押出スクリユ監視および制御は、スクリユ
先端のヘツド部樹脂圧力、温度、スクリユトルク
等を対象として行われている。 In order to satisfy these demands, it is essential that the extrusion screw be appropriately designed, but in order to efficiently extrude a variety of melt polymers using a single general-purpose screw, it is necessary to adjust the operating conditions. configuring, monitoring and controlling are essential. Conventionally, such extrusion screw monitoring and control has been performed with reference to the head resin pressure, temperature, screw torque, etc. at the tip of the screw.
一方、押出機を固体輸送部、溶融部、計量部に
大別した場合、大部分の性能は溶融部の挙動で決
定されるともいえる。しかし、ヘツド部よりかな
り下流域、例えばダイ等では、樹脂圧力や温度等
の情報に遅れ、なまり或いは複合による変形が生
じており、これによつて適正な制御や原因分析を
行うことは困難であつた。また、スクリユ内部圧
力をアナログ記録計で観察する試みもなされてい
るが、定量的な分析を行うまでには至つていな
い。 On the other hand, when an extruder is roughly divided into a solid transport section, a melting section, and a measuring section, it can be said that most of the performance is determined by the behavior of the melting section. However, in areas far downstream from the head, such as dies, there is a delay in information such as resin pressure and temperature, and deformation occurs due to rounding or combinations, making it difficult to perform appropriate control and cause analysis. It was hot. Attempts have also been made to observe the internal pressure of the screw with an analog recorder, but quantitative analysis has not yet been achieved.
しかるに、一般に、押出機の性能を規定する材
料の押出量、安定性および均一性は、溶融過程の
状態によつて決定される。そして、このような押
出機におけるプラスチツク材料の溶融過程におけ
る挙動解析も種々知られているが、プラスチツク
材料は元来本質的に不均質かつ不安定な特性を有
する材料群であるため、外乱的要因によつて変動
する危険に絶えず曝されている。
However, in general, the throughput, stability and uniformity of the material, which define the performance of the extruder, are determined by the conditions of the melting process. Various behavioral analyzes are known during the melting process of plastic materials in such extruders, but since plastic materials are a group of materials that inherently have heterogeneous and unstable characteristics, they are susceptible to disturbance factors. constantly exposed to varying risks.
このような材料の変動する原因としては、(1)材
料自体の特性の変化、(2)運転条件の変動、(3)材料
通路の経時変化等が考えられる。次に、これらの
変動原因の詳細について説明する。 Possible causes of such material fluctuations include (1) changes in the characteristics of the material itself, (2) fluctuations in operating conditions, and (3) changes in material passages over time. Next, details of the causes of these fluctuations will be explained.
(1) 材料特性の変化(平均特性および分布)
見掛比重、熱的性質、表面硬さ、摩擦特性、
圧縮特性、温度、吸湿度、粒子形状、分子量、
結晶化度、配合比等の変化である。(1) Changes in material properties (average properties and distribution) Apparent specific gravity, thermal properties, surface hardness, friction properties,
compression properties, temperature, moisture absorption, particle shape, molecular weight,
These are changes in crystallinity, blending ratio, etc.
(2) 運転条件の変動
バレル温度、スクリユ温度(冷却)、スクリ
ユ回転速度、フイード量、食い込み状態、フイ
ルタ目詰り、同伴空気の逆流等の変化である。(2) Changes in operating conditions Changes in barrel temperature, screw temperature (cooling), screw rotation speed, feed amount, biting condition, filter clogging, backflow of entrained air, etc.
(3) 材料通路の経時変化 表面付着物、摩耗等の変化である。(3) Changes in material passage over time These are changes in surface deposits, wear, etc.
これらの原因によつて溶融過程の材料に変動が
生じ、極端な場合にソリツドベツドのブレークア
ツプ、餽餓現象、未溶融もしくはかじり等が発生
するものと推定される。また、原因は単一でなく
複数のものが重なつて生じる場合が多いものと考
えられる。 It is presumed that these causes cause variations in the material during the melting process, and in extreme cases, break-up of the solid bed, starvation phenomenon, unmelted or galled material, etc. occur. Furthermore, it is thought that the cause is often not a single cause but a combination of multiple causes.
そこで、本発明の目的は、プラスチツク成形機
における材料溶融過程の挙動を圧力センサおよび
位置検出器によつてフライトの位置関係に基づき
スクリユ溝内の圧力特性を計測し、測定波形を
xi、基準波形をyiとしてスクリユ溝内の圧力分布
波形を比較対照させ、両波形のずれ度合rms
(root mean square)および相似性rxy(相関係
数)等の統計量を算出して前記成形機の材料溶融
過程における適正な制御を行うための自動診断シ
ステムを提供するにある。 Therefore, an object of the present invention is to measure the behavior of the material melting process in a plastic molding machine by measuring the pressure characteristics in the screw groove based on the positional relationship of the flights using a pressure sensor and a position detector, and to obtain the measured waveform.
The pressure distribution waveforms in the screw groove are compared and contrasted with x i and the reference waveform as y i , and the degree of deviation between the two waveforms is rms.
An object of the present invention is to provide an automatic diagnosis system for appropriately controlling the material melting process of the molding machine by calculating statistics such as root mean square (root mean square) and similarity r xy (correlation coefficient).
すなわち、前記測定波形としての時系列的なサ
ンプリングデータを、基準波形としての時系列的
な基準データと比較して偏差を求めることによ
り、所要の偏差を生じた場合には、プラスチツク
材料が溶融不足状態ないしは溶融過剰状態である
ことが診断される。従つて、このような場合に
は、スクリユの動作をスローダウンさせて溶融材
料の適正な状態への回復を図るか、あるいはスク
リユバレルの設定温度の調整制御を行うことによ
り、適正溶融状態とするための制御を実現するこ
とができる。 That is, by comparing the time-series sampling data as the measurement waveform with the time-series reference data as the reference waveform to find the deviation, if the required deviation occurs, it is determined that the plastic material is insufficiently melted. The condition or overmelting condition is diagnosed. Therefore, in such a case, it is necessary to slow down the operation of the screw to restore the molten material to its proper state, or to adjust and control the set temperature of the screw barrel to achieve the proper melted state. control can be realized.
本発明に係るプラスチツク成形機における材料
溶融過程の自動診断システムは、プラスチツク材
料をスクリユにより押出して溶融し、この溶融材
料を押出成形、射出成形もしくは吹込成形するよ
う構成したプラスチツク成形機において、前記ス
クリユの材料溶融部における圧力を検出する圧力
センサと、前記スクリユのフライト位置を検出す
る位置センサとを設け、これらの各センサから得
られるサンプリングデータを所定の基準データと
比較および対照させてその相関性の統計量を算出
してその正常または異常の判別を行う演算制御部
を備えることを特徴とする。
The automatic diagnosis system for the material melting process in a plastic molding machine according to the present invention is a plastic molding machine configured to extrude and melt a plastic material through a screw, and to extrude, injection mold, or blow mold the molten material. A pressure sensor that detects the pressure in the material melting part and a position sensor that detects the flight position of the screw are provided, and the sampling data obtained from each of these sensors is compared and contrasted with predetermined reference data to determine the correlation. The present invention is characterized in that it includes an arithmetic control unit that calculates the statistical value of and determines whether it is normal or abnormal.
前記の自動診断システムにおいて、圧力センサ
はスクリユのソリツド溝内における溶融材料の圧
力とメルト溝内における溶融材料の圧力とを主フ
ライトおよび副フライトの位置並びに時間との関
係においてサンプリングするよう構成すれば好適
である。 In the above automatic diagnosis system, the pressure sensor may be configured to sample the pressure of the molten material in the solid groove of the screw and the pressure of the molten material in the melt groove in relation to the positions and times of the main flight and the sub-flight. suitable.
また、圧力センサはスクリユの回転に対し圧力
センサとの位置関係においてスクリユの主フライ
トの位置と副フライトの位置に対応して所定の出
力信号を発生する近接センサで構成することがで
きる。 Further, the pressure sensor can be constituted by a proximity sensor that generates a predetermined output signal corresponding to the position of the main flight and the position of the sub-flight of the screw in a positional relationship with the pressure sensor with respect to the rotation of the screw.
前記の自動診断システムにおいて、圧力センサ
と位置センサによつて得られるサンプリングデー
タをスクリユヘツド部の溶融材料圧力、スクリユ
速度、スクリユバレル温度等の関連データと共に
演算し、記憶し、グラフイツク表示するよう構成
することができる。 In the automatic diagnosis system, the sampling data obtained by the pressure sensor and the position sensor is calculated, stored, and graphically displayed together with related data such as the pressure of the molten material at the screw head, the screw speed, and the screw barrel temperature. Can be done.
さらに、サンプリングデータと基準データとの
相関性は、圧力波形パターンのずれ度合および相
似性と時系列的サンプリングデータに基づく時系
列的安定性とを含み、正常または異常の識別と共
に異常時の時系列的安定性の判別を行うよう構成
することができる。 Furthermore, the correlation between the sampling data and the reference data includes the degree of deviation and similarity of pressure waveform patterns and the time-series stability based on the time-series sampling data. The system can be configured to perform a determination of physical stability.
次に、本発明に係るプラスチツク成形機におけ
る材料溶融過程の自動診断システムの実施例につ
き添付図面を参照しながら以下詳細に説明する。
Next, an embodiment of the automatic diagnosis system for the material melting process in a plastic molding machine according to the present invention will be described in detail with reference to the accompanying drawings.
第1図は、本発明システムの一実施例であるプ
ラスチツク押出機の構造とシステム構成とを示す
説明図である。すなわち、第1図において、参照
符号10はスクリユバレルを示し、このバレル1
0の内部にバリア形スクリユ12が挿通配置され
る。このスクリユ12のヘツド部には押出成形型
としてのTダイ14が設けられる。また、このス
クリユ12の基部は、減速機16を介して駆動モ
ータ18に接続される。一方、前記バレル10の
外周には、ヒータ20が装着され、スクリユ12
の基部側に材料投入用のホツパ22が設けられ
る。なお、前記ヒータ20に対して外部冷却用フ
アン24が適宜設けられる。以上の構成は、押出
機の基本構成である。 FIG. 1 is an explanatory diagram showing the structure and system configuration of a plastic extruder which is an embodiment of the system of the present invention. That is, in FIG. 1, reference numeral 10 indicates a screw barrel, and this barrel 1
A barrier type screw 12 is inserted and arranged inside the 0. A T-die 14 serving as an extrusion mold is provided at the head portion of the screw 12. Further, the base of the screw 12 is connected to a drive motor 18 via a reduction gear 16. On the other hand, a heater 20 is attached to the outer circumference of the barrel 10, and a heater 20 is attached to the outer circumference of the barrel 10.
A hopper 22 for charging material is provided on the base side of the hopper 22 . Note that an external cooling fan 24 is appropriately provided for the heater 20. The above configuration is the basic configuration of the extruder.
しかるに、本発明においては、前記押出機のバ
レル10に対し、その内部における圧力を検出す
るための第1圧力センサ26と、スクリユヘツド
部の圧力を検出するための第2圧力センサ28を
設け、さらにスクリユ端部12aに対しスクリユ
フライトの位置を検出するための位置センサ30
を設ける。第1圧力センサ26および第2圧力セ
ンサ28で検出された信号は、それぞれ信号処理
器32,34を介してマルチプレクサ36により
選択的にA/D変換器38に供給され、CPU4
0に入力する。また、位置センサ30で検出され
た信号も、信号処理器42を介してCPU40に
入力する。このようにして、CPU40に入力さ
れた圧力データおよび位置データは、内部メモリ
44に記憶され、予め記憶保持した基準データと
の比較を行うよう構成する。なお、CPU40に
は、CRTデイスプレイ46やプリンタ48等の
出力機器およびフロツピデイスク50等の外部メ
モリが適宜接続される。また、CPU40に対し
ては、出力インタフエース52を介して異常警報
を行うブザー54が接続される。 However, in the present invention, the barrel 10 of the extruder is provided with a first pressure sensor 26 for detecting the pressure inside the barrel 10 and a second pressure sensor 28 for detecting the pressure in the screw head, and further Position sensor 30 for detecting the position of the screw flight with respect to the screw end 12a
will be established. The signals detected by the first pressure sensor 26 and the second pressure sensor 28 are selectively supplied to the A/D converter 38 by the multiplexer 36 via signal processors 32 and 34, respectively, and the CPU 4
Enter 0. Further, the signal detected by the position sensor 30 is also input to the CPU 40 via the signal processor 42 . In this way, the pressure data and position data input to the CPU 40 are stored in the internal memory 44 and compared with reference data stored and held in advance. Note that output devices such as a CRT display 46 and a printer 48 and external memories such as a floppy disk 50 are connected to the CPU 40 as appropriate. Further, a buzzer 54 that issues an abnormality alarm is connected to the CPU 40 via an output interface 52.
ところで、前記第1圧力センサ26と材料の溶
融押出処理を行うスクリユ12との詳細な構成配
置を示せば、第2図および第3図に示す通りであ
る。なお、第2図および第3図において、参照符
号56はスクリユ12のソリツド溝、58は同じ
くメルト溝、また60はスクリユ12の主フライ
ト、62は同じく副フライトをそれぞれ示す。な
お、第2圧力センサ28も前記と同様にスクリユ
バレル10へ取付ける。一方、位置センサ30
は、第4図に示すように、スクリユ端部12aに
取付けた信号発生用カラー64に対向して設け、
その回転偏位に応じて第5図に示すようなフライ
トの位置信号を発生するよう構成する。従つて、
位置センサ30としては、例えば近接スイツチを
好適に使用することができる。 By the way, the detailed arrangement of the first pressure sensor 26 and the screw 12 that performs the melt extrusion process of the material is shown in FIGS. 2 and 3. In FIGS. 2 and 3, reference numeral 56 indicates a solid groove of the screw 12, 58 a melt groove, 60 a main flight of the screw 12, and 62 a sub-flight. Note that the second pressure sensor 28 is also attached to the screw barrel 10 in the same manner as described above. On the other hand, the position sensor 30
is provided opposite to the signal generating collar 64 attached to the screw end 12a, as shown in FIG.
It is configured to generate a flight position signal as shown in FIG. 5 in response to the rotational deviation. Therefore,
As the position sensor 30, for example, a proximity switch can be suitably used.
次に、前記構成からなる本発明自動診断システ
ムの作用につき説明する。 Next, the operation of the automatic diagnosis system of the present invention having the above configuration will be explained.
材料の溶融過程すなわち押出機の材料溶融部に
おける変化や異常は、バレル内の内圧波形として
現われることから、CPU40によつて次のよう
な演算処理を行う。 Since changes and abnormalities in the material melting process, that is, in the material melting section of the extruder, appear as internal pressure waveforms in the barrel, the CPU 40 performs the following calculation processing.
1 内圧波形のサンプリング
圧力センサと位置センサによつて内圧波形の
サンプリングを行う。この場合、参照波形とし
て、スクリユヘツド部の圧力、スクリユ速度、
バレル温度等もサンプリングすれば好適であ
る。1 Sampling of internal pressure waveform The internal pressure waveform is sampled using a pressure sensor and a position sensor. In this case, the reference waveforms are the pressure at the screw head, the screw speed,
It is preferable to also sample the barrel temperature.
(1) サンプリング位置は、溶融部に限定し1個
所もしくは複数個所とする。 (1) Sampling locations shall be limited to one or multiple locations within the molten area.
(2) フライトの位置データも同時入力し、スク
リユ溝内における位置関係を明確にする。 (2) Input flight position data at the same time to clarify positional relationships within the Skrill Groove.
(3) 必要に応じ、時系列的なサンプリングを行
う。 (3) Perform time-series sampling as necessary.
2 内圧波形の記憶
前記サンプリングによつて得られる内圧波形
のデータをCPU40を介して内部メモリ44
に記憶する。この場合、関連データも併せて記
憶する。なお、記憶操作は、CPU40に対し
適宜入力インタフエースを介してキーボード操
作により任意の時点で実行できるよう構成す
る。2 Storage of internal pressure waveform The data of the internal pressure waveform obtained by the sampling is stored in the internal memory 44 via the CPU 40.
to be memorized. In this case, related data is also stored. Note that the storage operation is configured so that it can be executed at any time by keyboard operation via an input interface to the CPU 40 as appropriate.
3 許容限界の設定
(1) rms(測定波形xiと基準波形yiのずれ度合)
但し、スクリユ溝を円周方向に展開し、基
準位置からの距離をiで表わす(i=1…
n)。3 Setting tolerance limits (1) rms (degree of deviation between measured waveform x i and reference waveform y i ) However, the screw groove is expanded in the circumferential direction, and the distance from the reference position is expressed as i (i = 1...
n).
(2) rxy(測定波形xiと基準波形yiの相似性:相
関係数)
rxy=σxy/σxσy ……(2)
但し、
σxy=1/no
〓i=1
(xi−)(yi−) ……(4)
なお、両波形が完全一致する必要十分条件
は、rms=0である。この場合、必然的にrxy
=1.0となる。しかし、rxy=1.0は両波形が完
全に一致するための必要条件に過ぎない。 (2) r xy (Similarity between measured waveform x i and reference waveform y i : correlation coefficient) r xy = σ xy /σ x σ y ...(2) However, σ xy =1/n o 〓 i=1 (x i −) (y i −) (4) Note that the necessary and sufficient condition for both waveforms to completely match is rms=0. In this case, necessarily r xy
= 1.0. However, r xy = 1.0 is only a necessary condition for both waveforms to perfectly match.
4 内圧波形のグラフイツク表示
前記サンプリングデータに基づいて、内圧波
形を例えばCRTデイスプレイ等によりグラフ
イツク表示する(第6図参照)。4. Graphical display of internal pressure waveform Based on the sampling data, the internal pressure waveform is graphically displayed on, for example, a CRT display (see FIG. 6).
5 内圧波形の比較、分析による診断
(1) 測定波形を正常波形と比較し、正常または
異常を識別する(第7図参照)。5 Diagnosis by comparison and analysis of internal pressure waveforms (1) Compare the measured waveform with the normal waveform and identify normal or abnormal (see Figure 7).
(2) 異常の場合、まず時系列的に安定している
かどうかを判別する。 (2) In the case of an abnormality, first determine whether it is stable over time.
(3) 次いで、順次各種異常波形と比較し、最も
類似性の高い波形を選択する。 (3) Next, sequentially compare various abnormal waveforms and select the waveform with the highest similarity.
(4) 類似性の高いパターンがなければ、そのま
ま記録する。 (4) If there are no highly similar patterns, record them as is.
6 診断処理 (1) アラーム メツセージ出力(表示、記録)、ブザー等。6 Diagnostic processing (1) Alarm Message output (display, record), buzzer, etc.
(2) 制御
スローダウン等の応急処置、その他安定化
制御(例えば、スクリユバレルの設定温度の
制御)。 (2) Control Emergency measures such as slowing down, and other stabilization controls (for example, controlling the set temperature of the screw barrel).
以上の演算処理を行うためのプログラムをフロ
ーチヤートで示せば第8図に示す通りである。 A flowchart of a program for performing the above arithmetic processing is shown in FIG.
前述した実施例から明らかなように、本発明に
よれば、溶融過程を含むスクリユを有するプラス
チツク成形機において、溶融材料の内部圧力をス
クリユのフライト位置と関係的に検出するよう構
成し、この結果得られるサンプリングデータに基
づく内圧波形を予め記憶保持した基準波形と比較
し、そのずれ度合rmsや相似性rxy等の統計量を算
出し、これによつて正常または異常の診断を自動
的に行つて、警報の発生や適正な制御への切換え
を容易かつ確実に達成することができる。
As is clear from the embodiments described above, according to the present invention, in a plastic molding machine having a screw including a melting process, the internal pressure of the molten material is detected in relation to the flight position of the screw, and as a result, The internal pressure waveform based on the obtained sampling data is compared with a reference waveform stored in advance, and statistics such as the degree of deviation rms and similarity r xy are calculated, and based on this, a diagnosis of normality or abnormality is automatically performed. Therefore, generation of an alarm and switching to appropriate control can be easily and reliably achieved.
従つて、本発明によれば、材料溶融過程におけ
る異常現象の診断および予知が可能となり、これ
に基づいて警報を発生したり適正な制御への移行
を確実に行い、例えば押出機によつて成形される
プラスチツクフイルムやシート等の生産性および
安定性の向上と共に高精度化を実現できる。 Therefore, according to the present invention, abnormal phenomena in the material melting process can be diagnosed and predicted, and based on this, an alarm can be issued and a transition to appropriate control can be reliably performed. It is possible to improve the productivity and stability of plastic films and sheets, etc., as well as to achieve higher precision.
以上、本発明の好適な実施例について説明した
が、本発明の精神を逸脱しない範囲内において
種々の設計変更をなし得ることは勿論である。 Although the preferred embodiments of the present invention have been described above, it goes without saying that various design changes can be made without departing from the spirit of the present invention.
第1図は本発明に係るプラスチツク成形機にお
ける材料溶融過程の自動診断システムの一実施例
として押出機の要部とシステムの構成を示す説明
図、第2図は第1図に示す圧力センサの取付状態
を示す要部拡大横断面図、第3図は第2図に示す
圧力センサの取付状態を示す要部拡大縦断面図、
第4図は第1図に示す位置センサの取付状態を示
す要部拡大側面図、第5図は第2図に示す圧力セ
ンサの出力特性線図、第6図は本発明システムに
よりサンプリングされた内圧波形の表示例を示す
特性曲線図、第7図は内圧波形の基準データと測
定データの比較表示例を示す説明図、第8図は本
発明システムのプログラム例を示すフローチヤー
ト図である。
10……スクリユバレル、12……スクリユ、
14……Tダイ、16……減速機、18……駆動
モータ、20……ヒータ、22……ホツパ、24
……冷却用フアン、26……第1圧力センサ、2
8……第2圧力センサ、30……位置センサ、3
2,34……信号処理器、36……マルチプレク
サ、38……A/D変換器、40……CPU、4
2……信号処理器、44……内部メモリ、46…
…CRTデイスプレイ、48……プリンタ、50
……フロツピデイスク、52……出力インタフエ
ース、54……ブザー、56……ソリツド溝、5
8……メルト溝、60……主フライト、62……
副フライト、64……信号発生用カラー。
FIG. 1 is an explanatory diagram showing the main parts of an extruder and the system configuration as an embodiment of the automatic diagnosis system for the material melting process in a plastic molding machine according to the present invention, and FIG. 2 shows the pressure sensor shown in FIG. 1. FIG. 3 is an enlarged longitudinal sectional view of the main part showing the mounting state of the pressure sensor shown in FIG. 2;
Fig. 4 is an enlarged side view of the main parts showing the mounting state of the position sensor shown in Fig. 1, Fig. 5 is an output characteristic diagram of the pressure sensor shown in Fig. 2, and Fig. 6 is a diagram showing the position sensor sampled by the system of the present invention. FIG. 7 is an explanatory diagram showing a comparative display example of internal pressure waveform reference data and measured data; FIG. 8 is a flowchart showing an example of a program of the system of the present invention. 10...Skuriyu Barrel, 12...Skuriyu,
14...T-die, 16...Reducer, 18...Drive motor, 20...Heater, 22...Hopper, 24
... Cooling fan, 26 ... First pressure sensor, 2
8...Second pressure sensor, 30...Position sensor, 3
2, 34... Signal processor, 36... Multiplexer, 38... A/D converter, 40... CPU, 4
2...Signal processor, 44...Internal memory, 46...
...CRT display, 48...Printer, 50
...Floppy disk, 52...Output interface, 54...Buzzer, 56...Solid groove, 5
8... Melt groove, 60... Main flight, 62...
Sub-flight, 64... Collar for signal generation.
Claims (1)
溶融し、この溶融材料を押出成形、射出成形もし
くは吹込成形するよう構成したプラスチツク成形
機において、前記スクリユの材料溶融部における
圧力を検出する圧力センサと、前記スクリユのフ
ライト位置を検出する位置センサとを設け、これ
らの各センサから得られるサンプリングデータを
所定の基準データと比較および対照させてその相
関性の統計量を算出してその正常または異常の判
別を行う演算制御部を設けることを特徴とするプ
ラスチツク成形機における材料溶融過程の自動診
断システム。 2 特許請求の範囲第1項記載の自動診断システ
ムにおいて、圧力センサはスクリユのソリツド溝
内における溶融材料の圧力とメルト溝内における
溶融材料の圧力とを主フライトおよび副フライト
の位置並びに時間との関係においてサンプリング
するよう構成してなるプラスチツク成形機におけ
る材料溶融過程の自動診断システム。 3 特許請求の範囲第1項記載の自動診断システ
ムにおいて、圧力センサはスクリユの回転に対し
圧力センサとの位置関係においてスクリユの主フ
ライトの位置と副フライトの位置に対応して所定
の出力信号を発生する近接センサで構成してなる
プラスチツク成形機における材料溶融過程の自動
診断システム。 4 特許請求の範囲第1項乃至第3項のいずれか
に記載の自動診断システムにおいて、圧力センサ
と位置センサによつて得られるサンプリングデー
タをスクリユヘツド部の溶融材料圧力、スクリユ
速度、スクリユバレル温度等の関連データと共に
演算し、記憶し、グラフイツク表示するよう構成
してなるプラスチツク成形機における材料溶融過
程の自動診断システム。 5 特許請求の範囲第1項乃至第4項のいずれか
に記載の自動診断システムにおいて、サンプリン
グデータと基準データとの相関性は、圧力波形パ
ターンのずれ度合および相似性と時系列的サンプ
リングデータに基づく時系列的安定性とを含み、
正常または異常の識別と共に異常時の時系列的安
定性の判別を行うよう構成してなるプラスチツク
成形機における材料溶融過程の自動診断システ
ム。[Scope of Claims] 1. In a plastic molding machine configured to extrude and melt a plastic material through a screw and extrusion mold, injection mold or blow mold the molten material, a pressure for detecting the pressure at the material melting part of the screw. A sensor and a position sensor for detecting the flight position of the screw are provided, and the sampling data obtained from each of these sensors is compared and contrasted with predetermined reference data to calculate the correlation statistics and determine whether it is normal or not. An automatic diagnosis system for the material melting process in a plastic molding machine, characterized by being provided with a calculation control section for determining abnormalities. 2. In the automatic diagnosis system according to claim 1, the pressure sensor compares the pressure of the molten material in the solid groove of the screw and the pressure of the molten material in the melt groove with the positions and times of the main flight and the sub-flight. An automatic diagnosis system for material melting process in a plastic molding machine configured to perform sampling in relation to each other. 3. In the automatic diagnosis system according to claim 1, the pressure sensor outputs a predetermined output signal corresponding to the position of the main flight and the position of the sub-flight of the screw in relation to the rotation of the screw with respect to the pressure sensor. This is an automatic diagnosis system for the material melting process in a plastic molding machine, which consists of a proximity sensor. 4. In the automatic diagnosis system according to any one of claims 1 to 3, the sampling data obtained by the pressure sensor and the position sensor is used to calculate the pressure of the molten material at the screw head, the screw speed, the screw barrel temperature, etc. An automatic diagnosis system for material melting process in a plastic molding machine configured to calculate, store and graphically display related data. 5. In the automatic diagnosis system according to any one of claims 1 to 4, the correlation between the sampling data and the reference data is based on the degree of deviation and similarity of the pressure waveform pattern and the time-series sampling data. and temporal stability based on
An automatic diagnosis system for the material melting process in a plastic molding machine, which is configured to identify whether it is normal or abnormal and to determine chronological stability during abnormal times.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP60081369A JPS61241124A (en) | 1985-04-18 | 1985-04-18 | Automatic diagnostically controlling system for melting process of material in plastic molding machine |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP60081369A JPS61241124A (en) | 1985-04-18 | 1985-04-18 | Automatic diagnostically controlling system for melting process of material in plastic molding machine |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| JPS61241124A JPS61241124A (en) | 1986-10-27 |
| JPH0258092B2 true JPH0258092B2 (en) | 1990-12-06 |
Family
ID=13744398
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP60081369A Granted JPS61241124A (en) | 1985-04-18 | 1985-04-18 | Automatic diagnostically controlling system for melting process of material in plastic molding machine |
Country Status (1)
| Country | Link |
|---|---|
| JP (1) | JPS61241124A (en) |
Families Citing this family (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JPS6420120A (en) * | 1987-07-15 | 1989-01-24 | Sekisui Chemical Co Ltd | Measured data display device in plastic extrusion molding line |
| DE3744193C1 (en) * | 1987-12-24 | 1989-01-26 | Berstorff Gmbh Masch Hermann | Process and extruder for degassing thermoplastic plastic melts over a wide range of viscosities |
| JP2009169645A (en) * | 2008-01-16 | 2009-07-30 | Toshiba Corp | Supervisory control device |
| JP6625348B2 (en) * | 2015-06-01 | 2019-12-25 | 住友重機械工業株式会社 | Injection molding machine |
| US11478972B2 (en) | 2018-09-13 | 2022-10-25 | Davis-Standard, Llc | Diagnostic troubleshooting system for an extrusion system |
| JP7629881B2 (en) * | 2022-02-02 | 2025-02-14 | 株式会社日立製作所 | Tact division data collection system and anomaly detection system |
-
1985
- 1985-04-18 JP JP60081369A patent/JPS61241124A/en active Granted
Also Published As
| Publication number | Publication date |
|---|---|
| JPS61241124A (en) | 1986-10-27 |
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