JPH05346281A - Refrigerator - Google Patents
RefrigeratorInfo
- Publication number
- JPH05346281A JPH05346281A JP4155045A JP15504592A JPH05346281A JP H05346281 A JPH05346281 A JP H05346281A JP 4155045 A JP4155045 A JP 4155045A JP 15504592 A JP15504592 A JP 15504592A JP H05346281 A JPH05346281 A JP H05346281A
- Authority
- JP
- Japan
- Prior art keywords
- temperature
- refrigerator
- timer
- temperature sensor
- target
- 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
Landscapes
- Devices That Are Associated With Refrigeration Equipment (AREA)
- Feedback Control In General (AREA)
Abstract
Description
【0001】[0001]
【産業上の利用分野】本発明は、家庭用冷蔵庫の庫内温
度の最適制御装置に関する。BACKGROUND OF THE INVENTION 1. Field of the Invention The present invention relates to an optimum controller for controlling the temperature inside a refrigerator of a home.
【0002】[0002]
【従来の技術】従来の冷蔵庫は、冷蔵庫の庫内温度が設
定温度と差を生じた後に、制御装置は等冷凍サイクルを
制御(例えばコンプレッサーの電源をON−OFFす
る)したり、冷気の吹き出し口のダンパーを開閉したり
する事により、冷蔵庫の庫内温度を設定温度に近づけよ
うとしていた。2. Description of the Related Art In a conventional refrigerator, a control device controls an equal refrigeration cycle (for example, turns on and off a power source of a compressor) or blows cold air after a temperature inside the refrigerator has a difference from a set temperature. I was trying to bring the temperature inside the refrigerator close to the set temperature by opening and closing the damper on the mouth.
【0003】[0003]
【発明が解決しようとする課題】しかし、冷蔵庫の冷凍
系および庫内部の構成材料、被冷却物などの熱慣性や熱
容量は無視できないものであり、また扉の開閉や外部気
温の影響も一定ではなく、このため冷蔵庫内の温度は、
図3−曲線bに示す様に変動して、設定温度との間に大
きな差が生じ、一定の温度に保つ事が困難であった。However, the thermal inertia and heat capacity of the refrigerating system of the refrigerator and the internal components of the refrigerator, the objects to be cooled, etc. cannot be ignored, and the effects of opening and closing the door and the outside temperature are not constant. No, for this reason the temperature in the refrigerator is
It fluctuates as shown by the curve b in FIG. 3-, and a large difference occurs between the temperature and the set temperature, making it difficult to maintain a constant temperature.
【0004】[0004]
【課題を解決するための手段】本発明は、このような課
題を解決するためになされたもので、冷蔵庫の庫内温度
を測定する一つ以上の温度センサーと、冷蔵庫内の目標
温度を設定する目標温度設定装置と、時間を測定するタ
イマーと、前記温度センサーにより得られた過去の冷蔵
庫内の温度及びその変化を記憶する記憶装置と、学習機
能を有し未来の冷蔵庫内の状態を予想するニューラルネ
ットワークと、冷蔵庫の冷凍サイクルなどの制御を行う
制御装置を備えたものである。SUMMARY OF THE INVENTION The present invention has been made to solve the above problems, and sets one or more temperature sensors for measuring the temperature in the refrigerator and a target temperature in the refrigerator. Target temperature setting device, a timer for measuring time, a storage device for storing the temperature in the refrigerator in the past obtained by the temperature sensor and its change, and a learning function to predict the state of the refrigerator in the future And a control device for controlling the refrigeration cycle of the refrigerator.
【0005】[0005]
【実施例】本発明を適用した冷蔵庫の制御部の一具体例
を図1に、その制御フローを図2に、その結果得られる
庫内温度変化の例を図3−曲線aに示す。DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS FIG. 1 shows a specific example of the control unit of a refrigerator to which the present invention is applied, FIG. 2 shows the control flow thereof, and FIG.
【0006】図1に於いて、制御部は、庫内温度センサ
ー1、外気温度センサー2、タイマー3、記憶装置4、
ニューラルネットワーク5、目標温度設定装置6および
制御装置7で構成されている。Referring to FIG. 1, the control unit includes an internal temperature sensor 1, an outside air temperature sensor 2, a timer 3, a storage device 4,
It is composed of a neural network 5, a target temperature setting device 6 and a control device 7.
【0007】庫内温度センサー1、外気温度センサー2
は例えばサーミスターなどにより構成され、庫内温度セ
ンサー1は冷蔵庫の庫内温度TRを測定し、外気温度セ
ンサー2は冷蔵庫外部周辺の外気温度TOを測定する。Inside temperature sensor 1, outside air temperature sensor 2
Is composed of, for example, a thermistor, and the inside temperature sensor 1 measures the inside temperature TR of the refrigerator, and the outside air temperature sensor 2 measures the outside air temperature TO around the outside of the refrigerator.
【0008】タイマー3は例えば発信機とカウンターな
どにより構成され、温度測定間隔時間を計時する。The timer 3 is composed of, for example, a transmitter and a counter, and measures the temperature measurement interval time.
【0009】記憶装置4は、例えば半導体メモリーなど
により構成され、タイマー3からの信号により所定の時
間間隔(ここでは5分間隔とする)で、庫内温度センサ
ー1及び外気温度センサー2により測定した過去数回分
(例えばここでは100回分とする)のデータを記憶す
る。The storage device 4 is composed of, for example, a semiconductor memory, and is measured by the internal temperature sensor 1 and the outside air temperature sensor 2 at a predetermined time interval (here, 5 minutes) by a signal from the timer 3. Data for the past several times (for example, 100 times here) is stored.
【0010】ニューラルネットワーク5は、例えば専用
の半導体ハードウエアなどにより構成される3層構造の
フィードフォワード結合型ニューラルネットワークで、
学習のアルゴリズムはバックプロパゲーションを用い、
記憶装置4から冷蔵庫の庫内温度TR (n)とその変化
△TR (n)及び冷蔵庫外の外気温TO (n)とその変
化△TO(n)を、それぞれ過去数回分(例えばここで
は100回分)入力として取り入れ、5分後の冷蔵庫の
庫内温度を予想し、予想の5分後に、予想温度と実際の
温度をもとに後述の工程によって学習を行う。The neural network 5 is, for example, a three-layered feedforward connection type neural network composed of dedicated semiconductor hardware,
The learning algorithm uses backpropagation,
From the storage device 4, the refrigerator internal temperature TR (n) and its change ΔTR (n), and the outside air temperature TO (n) outside the refrigerator and its change ΔTO (n) are respectively past several times (for example, 100 here). (Batch) Input as input, predict the refrigerator internal temperature after 5 minutes, and 5 minutes after the prediction, learn by the process described below based on the predicted temperature and the actual temperature.
【0011】目標温度設定装置6は、スライドスイッチ
などにより構成され、使用者などが目標温度を設定する
のに用いる。The target temperature setting device 6 is composed of a slide switch or the like and is used by a user or the like to set the target temperature.
【0012】制御装置7は、半導体メモリーやコンプレ
ッサー制御回路などにより構成され、ニューラルネット
ワーク5が予想した5分後の温度から、庫内温度が目標
温度設定装置6から得られる設定温度から外れないよう
冷蔵庫を制御する。The control device 7 is composed of a semiconductor memory, a compressor control circuit, and the like, and the temperature in the refrigerator after 5 minutes predicted by the neural network 5 does not deviate from the set temperature obtained from the target temperature setting device 6. Control the refrigerator.
【0013】上述のように構成された制御装置の動作に
ついて、図2を参照して説明する。The operation of the control device configured as described above will be described with reference to FIG.
【0014】まず、測定回数0からスタートする(ステ
ップ201)し、庫内温度TR(0)と外気温TO
(0)を測定(ステップ202)、n=1とする(ステ
ップ203)。First, the number of measurements is started from 0 (step 201), and the internal temperature TR (0) and the outside temperature TO are measured.
(0) is measured (step 202) and n = 1 is set (step 203).
【0015】次に、庫内温度TR(n)と外気温TO
(n)を測定し(ステップ204)、前回測定値との差
△TR(n)△TO(n)を計算する(ステップ20
5)。Next, the inside temperature TR (n) and the outside temperature TO
(N) is measured (step 204) and the difference ΔTR (n) ΔTO (n) from the previous measured value is calculated (step 20).
5).
【0016】nに1加え、nが100回未満なら、5分
待って(ステップ204)へ戻る。以上の工程で、10
0回分の測定値が記憶装置4に記憶される。If 1 is added to n and n is less than 100 times, the process returns to step 204 after waiting for 5 minutes. 10 in the above process
The measured value for 0 times is stored in the storage device 4.
【0017】記憶装置4に100回分の測定値が記憶さ
れると、ニューラルネットワーク5に庫内温度TR
(n)と庫内温度の変化△TR(n)と外気温To
(n)と外気温の変化△To(n)を過去100回分入
力し、5分後の庫内温度TFを予想し(ステップ21
0)、予想温度TFを制御装置7に送り(ステップ21
1)、これをもとに冷却装置を制御する。When 100 measured values are stored in the storage device 4, the internal temperature TR of the refrigerator is stored in the neural network 5.
(N) and change in temperature inside the chamber ΔTR (n) and outside temperature To
(N) and the change in outside temperature ΔTo (n) are input 100 times in the past and the temperature TF in the refrigerator after 5 minutes is predicted (step 21).
0), the expected temperature TF is sent to the controller 7 (step 21
1) Based on this, the cooling device is controlled.
【0018】所定の間隔である5分間待って(ステップ
212)、庫内温度TR(n)と外気温TO (n)を測
定し(ステップ213)、前回測定値との差△TR
(n)△TO(n)を計算する(ステップ214)、ニ
ューラルネットワーク5に庫内温度TR(n)と庫内温
度の変化△TR(n)と外気温To(n)と外気温の変
化△To(n)を入力し、バックプロパゲーション法を
用いて、予想温度TFに対する実際の庫内温度を学習さ
せる(ステップ215)。After waiting for a predetermined interval of 5 minutes (step 212), the internal temperature TR (n) and the outside air temperature TO (n) are measured (step 213), and the difference ΔTR from the previous measured value is measured.
(N) ΔTO (n) is calculated (step 214), and the internal temperature TR (n) and the internal temperature change ΔTR (n) and the outside temperature To (n) and the outside temperature change in the neural network 5 are calculated. ΔTo (n) is input and the actual internal temperature with respect to the predicted temperature TF is learned using the back propagation method (step 215).
【0019】nに1を加え、以降、(ステップ210)
から(ステップ216)までを繰り返す。1 is added to n, and thereafter (step 210)
To (step 216) are repeated.
【0020】ここでは、未来の冷蔵庫の庫内温度をニュ
ーラルネットワークを用いて予想しているが、庫内温度
のみに限定するものではなく、コンプレッサの運転状態
や、ファンの回転などの予想を行うことも出来る。Here, the temperature inside the refrigerator of the future refrigerator is predicted by using the neural network, but the temperature inside the refrigerator is not limited to the temperature inside the refrigerator, and the operating state of the compressor and the rotation of the fan are predicted. You can also do it.
【0021】[0021]
【発明の効果】以上のように、ニューラルネットワーク
6は、過去の温度やその変化を学習し続けるので、時間
の経過とともに未来の温度を精度よく予想できるように
なる。そのため、図3−曲線aに示したように、未来の
冷蔵庫の庫内温度が目標から大きくはずれないように制
御することが可能となる。As described above, since the neural network 6 continues to learn the past temperature and its change, it becomes possible to accurately predict the future temperature over time. Therefore, as shown by the curve a in FIG. 3, it is possible to control the temperature inside the refrigerator of the future refrigerator so as not to deviate largely from the target.
【図1】本発明を適用した冷蔵庫の一実施例の制御部ブ
ロック図FIG. 1 is a block diagram of a control unit of an embodiment of a refrigerator to which the present invention is applied.
【図2】冷蔵庫の一実施例の制御フローFIG. 2 is a control flow of an embodiment of a refrigerator.
【図3】曲線a−実施例の庫内温度変化 曲線b−従来例の庫内温度変化FIG. 3 is a curve a-internal temperature change of the embodiment curve b-internal temperature change of the conventional example.
1 庫内温度センサー 2 外気温度センサー 3 タイマー 4 記憶装置 5 ニューラルネットワーク 6 目標温度設定装置 7 制御装置 1 Internal temperature sensor 2 Outdoor temperature sensor 3 Timer 4 Storage device 5 Neural network 6 Target temperature setting device 7 Control device
Claims (2)
温度センサーと、冷蔵庫内の目標温度を設定する目標温
度設定装置と、時間を測定するタイマーと、前記温度セ
ンサーにより得られた過去の冷蔵庫内の温度及びその変
化を記憶する記憶装置と、学習機能を有し未来の冷蔵庫
内の状態を予想するニューラルネットワークと、冷蔵庫
の冷凍サイクルなどの制御を行う制御装置とを有する事
を特徴とする冷蔵庫。1. A one or more temperature sensor for measuring a temperature inside a refrigerator, a target temperature setting device for setting a target temperature in the refrigerator, a timer for measuring time, and a past obtained by the temperature sensor. Is characterized by having a storage device for storing the temperature in the refrigerator and its change, a neural network having a learning function for predicting the future state of the refrigerator, and a control device for controlling the refrigeration cycle of the refrigerator. And a refrigerator.
温度センサーと、冷蔵庫の外部温度を測定する一つ以上
の温度センサーと、冷蔵庫内の目標温度を設定する目標
温度設定装置と、時間を測定するタイマーと、前記庫内
温度センサーと前記外部温度センサーにより得られた過
去の冷蔵庫内の温度及びその変化を記憶する記憶装置
と、学習機能を有し未来の冷蔵庫内の状態を予想するニ
ューラルネットワークと、冷蔵庫の冷凍サイクルなどの
制御を行う制御装置とを有する事を特徴とする冷蔵庫。2. One or more temperature sensors for measuring the temperature inside the refrigerator, one or more temperature sensors for measuring the outside temperature of the refrigerator, and a target temperature setting device for setting a target temperature inside the refrigerator. A timer that measures time, a storage device that stores the temperature in the refrigerator and past changes obtained by the internal temperature sensor and the external temperature sensor, and a learning function that predicts the future state of the refrigerator. A refrigerator having a neural network for controlling a refrigerator and a control device for controlling a refrigeration cycle of the refrigerator.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP4155045A JPH05346281A (en) | 1992-06-15 | 1992-06-15 | Refrigerator |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP4155045A JPH05346281A (en) | 1992-06-15 | 1992-06-15 | Refrigerator |
Publications (1)
Publication Number | Publication Date |
---|---|
JPH05346281A true JPH05346281A (en) | 1993-12-27 |
Family
ID=15597471
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP4155045A Pending JPH05346281A (en) | 1992-06-15 | 1992-06-15 | Refrigerator |
Country Status (1)
Country | Link |
---|---|
JP (1) | JPH05346281A (en) |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5726880A (en) * | 1995-05-05 | 1998-03-10 | Ranco Incorporated Of Delaware | Method of and apparatus for controlling a process |
CN104685438A (en) * | 2012-11-28 | 2015-06-03 | Nec飞鼎克株式会社 | Information-processing device and temperature control method |
-
1992
- 1992-06-15 JP JP4155045A patent/JPH05346281A/en active Pending
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5726880A (en) * | 1995-05-05 | 1998-03-10 | Ranco Incorporated Of Delaware | Method of and apparatus for controlling a process |
CN104685438A (en) * | 2012-11-28 | 2015-06-03 | Nec飞鼎克株式会社 | Information-processing device and temperature control method |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US5251454A (en) | Defrost control apparatus and method for a refrigerating system | |
WO2020045958A1 (en) | Refrigerator and control method thereof | |
JPH06213548A (en) | Refrigerator | |
JPH08314545A (en) | Temperature control method in chamber of food storehouse | |
EP3818316A1 (en) | Refrigerator and control method thereof | |
JPH05346281A (en) | Refrigerator | |
US5211713A (en) | Temperature control method with simultaneous heating and cooling near the set-point | |
JPH04302976A (en) | Control method of electric refrigerator | |
JPH08200843A (en) | Superheat controlling apparatus for refrigeration cycle | |
JP2661384B2 (en) | Defrost controller for thermal shock test equipment | |
JP2645982B2 (en) | Freezing control device | |
JPH06281266A (en) | Air conditioner | |
JPH10227555A (en) | Controlling for refrigerator | |
KR0156682B1 (en) | Defrosting control method of a refrigerator | |
JP3118386B2 (en) | Vending machine cooling system | |
JP2815455B2 (en) | refrigerator | |
JP2869223B2 (en) | Refrigerator defrost control device | |
JP4100640B2 (en) | Electronic expansion valve controller for refrigerator for cold shock equipment | |
JP2967633B2 (en) | Vending machine control device | |
JPH04316945A (en) | Control device for air conditioner | |
JPH04297771A (en) | Refrigerating device | |
JPH06300423A (en) | Defrosting control device for refrigerator | |
JPH05223436A (en) | Controller for refrigerator | |
JP2002333218A (en) | Method for controlling air conditioner | |
JP2000251138A (en) | Cooling device of automatic vending machine |