JP2929327B2 - rice cooker - Google Patents
rice cookerInfo
- Publication number
- JP2929327B2 JP2929327B2 JP13933891A JP13933891A JP2929327B2 JP 2929327 B2 JP2929327 B2 JP 2929327B2 JP 13933891 A JP13933891 A JP 13933891A JP 13933891 A JP13933891 A JP 13933891A JP 2929327 B2 JP2929327 B2 JP 2929327B2
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- JP
- Japan
- Prior art keywords
- temperature
- rice cooker
- rice
- sensor
- energization
- 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.)
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- Control Of Temperature (AREA)
Description
【0001】[0001]
【産業上の利用分野】本発明は、炊飯中の加熱量制御に
ニューロ制御を利用し、如何なる状況でも安定しておい
しい御飯を提供しようとする目的で使用される炊飯器に
関するものである。BACKGROUND OF THE INVENTION 1. Field of the Invention The present invention relates to a rice cooker used for the purpose of stably providing delicious rice in any situation by utilizing neuro control for controlling the amount of heating during cooking.
【0002】[0002]
【従来の技術】従来より炊飯器の加熱量制御は炊飯ヒー
ターで加熱中の炊飯センサー出力をとらえ、マイクロコ
ンピューターを利用して判断させ、加熱量を決定させる
のが一般的であった。この方法として特公昭59−53
048号公報、特開昭59−57616号公報、特開昭
59−155222号公報等の如く一定電力で加熱した
場合に、炊飯量が少ないほど炊飯センサーの温度上昇が
急激に上昇する原理を利用した第一の技術と、これらの
問題を改善するために発明された特開昭59−1923
17号公報の如く、炊飯センサーは内釜底部の温度を検
出しているため、炊飯ヒーターで加熱中は実際の御飯の
温度よりかなり高い温度を出力しているので、通電を停
止すると御飯の温度迄炊飯センサーの温度が下降する
が、御飯の量が多いほど前記加熱中の炊飯センサーの温
度と実際の御飯の温度との差が大きくなることを利用し
た第二の技術思想に大別できる。本発明は第二の技術を
さらに発展させたものである。2. Description of the Related Art Conventionally, the heating amount of a rice cooker has generally been determined by taking the output of a rice cooker sensor during heating by a rice cooker, making a determination using a microcomputer, and determining the heating amount. As this method, Japanese Patent Publication No. 59-53
No. 048, JP-A-59-57616, JP-A-59-155222, etc., use the principle that when the amount of cooked rice is small, the temperature rise of the rice cook sensor rises sharply as the amount of cooked rice is reduced. The first technique described above and Japanese Patent Application Laid-Open No. 59-1923 were invented in order to solve these problems.
As described in Japanese Patent Publication No. 17, the rice cooker sensor detects the temperature at the bottom of the inner pot, so that the rice cooker outputs a considerably higher temperature than the actual rice temperature during heating by the rice cooker. Although the temperature of the rice cooker drops until the temperature of the rice cooker falls, the second technical concept is based on the fact that the greater the amount of rice, the greater the difference between the temperature of the rice cooker being heated and the actual temperature of the rice. The present invention is a further development of the second technique.
【0003】[0003]
【発明が解決しようとする課題】一般に内釜と炊飯ヒー
ターの当接具合が悪いと、炊飯ヒーターから内釜へ熱が
伝わりにくくなり、その分炊飯ヒーターの温度が上昇す
る。炊飯センサーは炊飯ヒーターの近傍にあるため、放
射熱としてその影響を受ける。通電中の上昇度合のみで
御飯の量を判定させる前記第一の技術ではこの影響が大
きく、御飯の量が多いのに少量と判定してしまうなどの
問題があった。反面、電圧が低くても炊飯ヒーターの発
熱量が一定になり、いつも美味い御飯が提供できる利点
がある。即ち電圧が低くなると炊飯ヒーターの発熱量が
低下し、御飯の量がすくなくても温度上昇度合がゆっく
りになるため御飯の量が多いと判断され、以降の通電比
率が増加しても炊飯ヒーターの発熱量は電圧が適正で少
量判定(通電比率が少ない)の時と同じとなる。Generally, when the contact between the rice cooker and the rice cooker is poor, heat is not easily transmitted from the rice cooker to the rice cooker, and the temperature of the rice cooker rises accordingly. Since the rice cooking sensor is near the rice cooking heater, it is affected by radiant heat. In the first technique for determining the amount of rice only by the degree of rise during energization, this effect is large, and there is a problem that the amount of rice is determined to be small even though the amount is large. On the other hand, even if the voltage is low, the calorific value of the rice cooker is constant, and there is an advantage that delicious rice can always be provided. That is, when the voltage decreases, the calorific value of the rice cooker decreases, and even if the amount of rice is not small, the temperature rise degree is slow, so it is determined that the amount of rice is large, and even if the energization ratio thereafter increases, the cooker heater The amount of heat generation is the same as when the voltage is appropriate and the small amount is determined (the energization ratio is small).
【0004】一方、通電停止中の下降度合で御飯の量を
判断する第二の技術では、通電停止中に判断するため当
接具合の影響を受けずらい利点がある。反面、電圧が低
下しても下降度合が変化しないため通電比率が変化せ
ず、電圧が低下した分炊飯ヒーターの発熱量が低下し美
味く炊けない問題が合った。On the other hand, the second technique of judging the amount of cooked rice based on the degree of descent during the stop of energization has the advantage that the determination is made during the stop of energization, so that the influence of the abutment condition is small. On the other hand, even if the voltage decreases, the degree of decrease does not change, so that the energization ratio does not change, and the amount of heat generated by the rice cooker decreases due to the decrease in voltage.
【0005】前記第一の技術と第二の技術を組合せ両者
の利点を得ることが考えられるが、上昇度合で判定し幾
つかに分けたグループごとに下降時の判定の基準を定め
る必要があり、その組合せは膨大なものとなる。また、
定まる以降の通電比率が状況に応じて滑らかに変化する
ようにするためには、グループ分けした結果ごとに通電
比率を定めておく方法では困難である。[0005] It is conceivable to combine the first technique and the second technique to obtain the advantages of both techniques. However, it is necessary to determine the degree of ascent and determine the criteria for the judgment of descent for each of the divided groups. , The combinations are enormous. Also,
In order to smoothly change the energization ratio after it is determined according to the situation, it is difficult to determine the energization ratio for each grouping result.
【0006】[0006]
【課題を解決するための手段】本発明は上記課題を解決
するためになされたものであり、制御部に上昇度合計測
部、下降度合計測部及びニューラルネットワークを設
け、制御部は炊飯センサーの温度上昇度合と、炊飯セン
サーの温度下降度合をニューラルネットワークに入力
し、通電制御手段での炊飯ヒーターへの通電比率を求め
るものとした。SUMMARY OF THE INVENTION The present invention has been made to solve the above-mentioned problems, and comprises a control section provided with a rising degree measuring section, a descending degree measuring section, and a neural network, and the control section controls the temperature of the rice cooking sensor. The degree of rise and the degree of decrease in temperature of the rice cooker were input to the neural network, and the energization ratio to the rice cooker heater by the energization control means was determined.
【0007】また、制御部は炊飯開始時、通電制御手段
で炊飯ヒーターに通電開始し、炊飯センサーの検出温度
があらかじめ定めた一定温度T1になると上昇度合計測
部を起動し温度T1より高い温度T2に上がる迄の時間
を測定し炊飯センサーの温度上昇度合とし、温度T2に
なると温度T1に下がる迄通電制御手段で炊飯ヒーター
の通電を停止すると同時に下降度合計測部を起動し温度
T2より低い温度T1に下がる迄の時間を測定し炊飯セ
ンサーの温度下降度合とし、温度T1以降の通電制御手
段での炊飯ヒーターへの通電比率を求めるものとしても
良い。Further, at the start of rice cooking, the control section starts energizing the rice cooker by the power supply control means. When the detected temperature of the rice cooker reaches a predetermined constant temperature T1, the control section starts the rise degree measuring section and sets the temperature T2 higher than the temperature T1. Is measured until the temperature rises to the temperature of the rice cooker sensor. When the temperature reaches the temperature T2, the power supply control means stops the energization of the rice cooker until the temperature falls to the temperature T1. At the same time, the lowering degree measuring unit is activated to start the temperature T1 lower than the temperature T2. It is also possible to measure the time until the temperature falls to the temperature decrease degree of the rice cooker sensor and obtain the energization ratio to the rice cooker heater by the energization control means after the temperature T1.
【0008】また、制御部は炊飯開始時、通電制御手段
で炊飯ヒーターに通電開始し、炊飯センサーの検出温度
があらかじめ定めた一定温度T1になると上昇度合計測
部を起動し温度T1より高い温度T2に上がる迄の時間
を測定し炊飯センサーの温度上昇度合とし、温度T2に
なると通電制御手段で炊飯ヒーターの通電を停止し炊飯
センサーの検出温度があらかじめ定めた一定温度T3に
なると下降度合計測部を起動し温度T3より低い温度T
4に下がる迄の時間を測定し炊飯センサーの温度下降度
合とし、温度T4以降の通電制御手段での炊飯ヒーター
への通電比率を求めるものとしても良い。At the start of rice cooking, the control section starts energization of the rice cooker by the power supply control means. When the temperature detected by the rice cooker reaches a predetermined constant temperature T1, the control section activates the rise degree measuring section to increase the temperature T2 higher than the temperature T1. The time until the temperature rises is measured and the temperature rise degree of the rice cook sensor is measured. When the temperature reaches T2, the power supply control means stops the power supply to the rice cooker and when the detected temperature of the rice cooker sensor reaches a predetermined constant temperature T3, the falling degree measuring unit is activated. Start-up temperature T lower than temperature T3
The time until the temperature falls to 4 may be measured and used as the degree of temperature decrease of the rice cooker sensor, and the energization ratio to the rice cooker heater in the energization control means after the temperature T4 may be obtained.
【0009】さらに、制御部は炊飯開始時、通電制御手
段で炊飯ヒーターに通電開始し、炊飯センサーの検出温
度があらかじめ定めた一定温度T1になると上昇度合計
測部を起動し一定時間t1の間に上昇した温度T2と温
度T1との差を炊飯センサーの温度上昇度合とし、一定
時間t1後に通電制御手段で炊飯ヒーターの通電を停止
すると同時に下降度合計測部を起動し一定時間t2の間
に下降した温度T3と温度T2との差を炊飯センサーの
温度下降度合とし、温度T3以降の通電制御手段での炊
飯ヒーターへの通電比率を求めるものとしても良い。Further, at the start of rice cooking, the control section starts energizing the rice cooking heater by the power supply control means, and when the temperature detected by the rice cooking sensor reaches a predetermined constant temperature T1, activates the rise degree measuring section and during a predetermined time t1. The difference between the raised temperature T2 and the temperature T1 is defined as the temperature rise degree of the rice cooker sensor. After a certain time t1, the power supply control means stops the energization of the rice cooker heater, and at the same time, starts the descent degree measurement unit and falls during the certain time t2. The difference between the temperature T3 and the temperature T2 may be used as the temperature decrease degree of the rice cooking sensor, and the energization ratio to the rice cooking heater by the energization control unit after the temperature T3 may be obtained.
【0010】さらにまた、制御部は炊飯開始時、通電制
御手段で炊飯ヒーターに通電開始し、炊飯センサーの検
出温度があらかじめ定めた一定温度T1になると上昇度
合計測部を起動し一定時間t1の間に上昇した温度T2
と温度T1との差を炊飯センサーの温度上昇度合とし、
温度T3になると通電制御手段で炊飯ヒーターの通電を
停止すると同時に下降度合計測部を起動し一定時間t2
の間に下降した温度T4と温度T3との差を炊飯センサ
ーの温度下降度合とし、温度T4以降の通電制御手段で
の炊飯ヒーターへの通電比率を求めるものとしても良
い。Further, at the start of rice cooking, the control section starts energizing the rice cooker by the power supply control means. When the temperature detected by the rice cooker reaches a predetermined constant temperature T1, the control section activates the rise degree measuring section and for a predetermined time t1. Temperature T2
The difference between the temperature and the temperature T1 is defined as the temperature rise of the rice cooker sensor,
When the temperature reaches T3, the energization control means stops energization of the rice cooker and at the same time activates the descent degree measuring section to activate the rice cooker for a fixed time t2.
The difference between the temperature T4 and the temperature T3 that has fallen during the period may be taken as the temperature decrease degree of the rice cooker sensor, and the energization ratio to the rice cooker by the energization control means after the temperature T4 may be obtained.
【0011】[0011]
【作用】前記本発明の構成によれば、炊飯センサーの温
度上昇度合と炊飯センサーの温度下降度合を御飯の量・
電圧さらに水温・室温・水加減の多少等の様々な状況ごと
に測定しておき、その状況で最適な通電比率をニューラ
ルネットワークに学習させておけば、炊飯開始時通電制
御手段で炊飯ヒーターに通電開始し、炊飯センサーの検
出温度があらかじめ定めた一定温度になると上昇度合計
測部を起動し温度上昇度合いを出力し、通電制御手段で
炊飯ヒーターの通電を停止し炊飯センサーの検出温度が
あらかじめ定めた一定温度になると下降度合計測部を起
動し炊飯センサーの温度下降度合を出力し、ニューラル
ネットワークに入力し、学習していない入力パターンに
おいても、ニューラルネットワークは最適の通電比率で
温度T1以降の通電制御手段での炊飯ヒーターへの通電
制御を行なう作用をする。According to the configuration of the present invention, the degree of temperature rise of the rice cooker sensor and the degree of temperature decrease of the rice cooker sensor are determined by the amount of rice
Measure the voltage, water temperature, room temperature, water level, etc. in various situations, and let the neural network learn the optimal energization ratio in that situation. When the detection temperature of the rice cooker reaches a predetermined constant temperature, the rise degree measuring unit is started to output the temperature rise degree, and the energization control means stops the energization of the rice cooker, and the detection temperature of the rice cooker sensor is predetermined. When the temperature reaches a certain level, it activates the degree-of-fall measurement unit, outputs the degree of temperature decrease of the rice cooker sensor, inputs it to the neural network, and controls the energization control after the temperature T1 at the optimal energization ratio even if the input pattern is not learned. It operates to control the energization of the rice cooker by means.
【0012】[0012]
【実施例】以下本発明の一実施例を図面を用いて詳細に
説明する。図1は本発明の一実施例による炊飯器の断面
図、図2は同炊飯器の加熱制御システムの構成図、図3
は同炊飯器による加熱制御の経時的変化の一例を示す図
で、(a)は炊飯量の多い場合、(b)は少ない場合で
ある。図4はニューラルネットワークの一例を示す図、
図5はニューラルネットワークを構成するニューロン素
子を示す図、図6は第2の実施例による炊飯器の加熱制
御の経時的変化を示す図、図7は第3の実施例による同
図、図8は第4の実施例による同図である。DESCRIPTION OF THE PREFERRED EMBODIMENTS One embodiment of the present invention will be described below in detail with reference to the drawings. 1 is a sectional view of a rice cooker according to an embodiment of the present invention, FIG. 2 is a configuration diagram of a heating control system of the rice cooker, and FIG.
7A and 7B are diagrams showing an example of a temporal change in heating control by the rice cooker, wherein FIG. 7A shows a case where the amount of cooked rice is large, and FIG. FIG. 4 is a diagram showing an example of a neural network.
FIG. 5 is a diagram showing neuron elements constituting a neural network, FIG. 6 is a diagram showing a change over time in heating control of a rice cooker according to a second embodiment, FIG. 7 is a diagram showing the same according to a third embodiment, FIG. Is the same figure according to the fourth embodiment.
【0013】図1において、本体1内側の底部には炊飯
ヒーター2が取り付けられ、本体1には着脱自在に内釜
3が挿入され、内釜3は炊飯ヒーター2の上に乗って位
置が定まる。本体1に取り付けられた炊飯センサー4は
内釜3に当接しスプリング5の力によって密着する。本
体1内部には制御部6と通電制御手段7が設けられてお
り、制御部6に炊飯センサー4と通電制御手段7が接続
されており、通電制御手段7に炊飯ヒーター2が接続さ
れている。In FIG. 1, a rice cooker 2 is attached to the bottom inside the main body 1, and an inner pot 3 is detachably inserted into the main body 1, and the inner pot 3 rides on the rice cooker 2 to determine its position. . The rice cooking sensor 4 attached to the main body 1 comes into contact with the inner pot 3 and comes into close contact with the force of the spring 5. Inside the main body 1, a control unit 6 and a power supply control means 7 are provided, and the rice cooker 4 and the power supply control means 7 are connected to the control unit 6, and the rice cooker 2 is connected to the power supply control means 7. .
【0014】制御部6には図2に示す通り、上昇度合計
測部8、下降度合計測部9、ニューラルネットワーク1
0が設けられている。As shown in FIG. 2, the control unit 6 includes an ascending degree measuring unit 8, a descending degree measuring unit 9, and a neural network 1.
0 is provided.
【0015】その動作を手順に沿って説明する前に、ニ
ューロ制御について少し説明する。ニューロ制御は図4
に示すような構造を持つニューラルネットワーク10の
入力層(左側)から数値を入力することによって、ネッ
トワーク間に数値が伝わり、出力層(右側)になにがし
かの結果が出力されるものである。ネットワークは複数
のニューロン素子とこれらを結ぶ信号線からなり、ニュ
ーロン素子一つは図5に示す構成となっている。Before describing the operation along the procedure, the neuro control will be described a little. Fig. 4 Neuro control
By inputting a numerical value from the input layer (left side) of the neural network 10 having the structure shown in FIG. 1, the numerical value is transmitted between the networks, and a result is output to the output layer (right side). The network is composed of a plurality of neuron elements and signal lines connecting these, and one neuron element has a configuration shown in FIG.
【0016】図5においてニューロン素子の働きを説明
する。ニューロン素子には複数の入力端子と一つの出力
端子があり出力端子に接続される信号線は上層の各ニュ
ーロン素子の出力端子と接続されている。各信号線には
各々伝達係数(重み付け:W)がある。これは信号が増
幅・減衰して伝わり、信号IがW倍になって伝わること
を意味する。こうして各入力端子に伝わった値の合計
に、しきい値Ws を加えてシグモイド関数で処理した値
がニューロン素子の出力となる。The operation of the neuron element will be described with reference to FIG. The neuron element has a plurality of input terminals and one output terminal, and the signal line connected to the output terminal is connected to the output terminal of each neuron element in the upper layer. Each signal line has a transfer coefficient (weight: W). This means that the signal is amplified and attenuated and transmitted, and the signal I is transmitted W times. The value obtained by adding the threshold value Ws to the sum of the values transmitted to the respective input terminals and processing with the sigmoid function is the output of the neuron element.
【0017】以上の処理を演算式で表すと、When the above processing is represented by an arithmetic expression,
【0018】[0018]
【数1】 (Equation 1)
【0019】今、入力I1 〜In の値を任意に定める。
式から重み付け:Wと、しきい値:Ws を変えると出力
Zも変わることが分かる。入力に対して本来あるべきZ
の値になるようにWとWs を操作するプロセスが学習で
ある。実際は図4の如くネットワークにし、ネットワー
ク全体の信号線の重み付け及び各ニューロンのしきい値
を変化させることにより、様々な入力パターン(I1 〜
In の相関)に対して常にそのときの正解を出力するよ
うに学習させる。よって学習させる入力パターンが多
く、正解出力との関係が非線形で法則性がないほどネッ
トワークを構成するニューロン素子数が多く必要であ
る。一度WとWs が定まれば、学習させなかった入力パ
ターンでも式から解が求まる。又、以上のようにニュー
ラルネットワークはWとWs の値の操作によって学習結
果を表現している。WとWs の値の一つ一つには意味が
無いので以下、ニューラルネットワークをブラックボッ
クスとして扱う。Now, the values of the inputs I1 to In are arbitrarily determined.
It can be seen from the equation that when the weighting: W and the threshold value: Ws are changed, the output Z also changes. Z that should be for input
Is the process of operating W and Ws so that In practice, a network as shown in FIG. 4 is used, and various input patterns (I1 to I1) are set by changing the weight of signal lines of the entire network and the threshold value of each neuron.
(Correlation of In)) so as to always output the correct answer at that time. Therefore, the number of input patterns to be learned is large, and the number of neuron elements constituting the network is required to be large as the relationship with the correct output is non-linear and there is no rule. Once W and Ws are determined, a solution can be obtained from the equation even for an input pattern that has not been learned. As described above, the neural network expresses the learning result by manipulating the values of W and Ws. Since each of the values of W and Ws has no meaning, the neural network is hereinafter treated as a black box.
【0020】一般に言われるニューロコンピューターは
学習によりWとWs の値を操作する機能を有するもので
あるが、本発明の如く炊飯器の制御に用いるコンピュー
ターでは学習した結果のニューラルネットワークを搭載
する。WとWs の値は不変であるため「使い込む程賢く
なる」とはいかないが、十分学習した結果のネットワー
クであればニューロ制御の効果を生かした制御が可能で
ある。A generally-known neurocomputer has a function of operating the values of W and Ws by learning, but a computer used for controlling a rice cooker as in the present invention is equipped with a neural network of a learning result. Since the values of W and Ws are invariable, it cannot be said that "the smarter the more they are used," however, if the network is a sufficiently learned result, it is possible to perform control utilizing the effect of neuro control.
【0021】以下、動作に沿って説明する。使用者が内
釜3に米と水を入れ本体1に挿入し炊飯スイッチ(図示
せず)を操作すると炊飯が始まる。炊飯開始時にはまず
制御部6からの信号により通電制御手段7が動作し、炊
飯ヒーター2に通電される。制御部6は炊飯センサー4
の出力温度を監視し、あらかじめ定めた一定温度T1
(本例では85℃)になると上昇度合計測部8を起動す
る。上昇度合計測部8は温度T1から温度T2(本例で
は95℃)迄上昇に要する時間を測定することにより上
昇度合を測定する。The operation will be described below. When the user puts rice and water into the inner pot 3 and inserts it into the main body 1 and operates a rice cooker switch (not shown), rice cooker starts. At the start of rice cooking, first, the power supply control means 7 operates according to a signal from the control unit 6, and power is supplied to the rice cooking heater 2. The control unit 6 is a rice cooking sensor 4
The output temperature is monitored and a predetermined constant temperature T1 is determined.
When the temperature reaches (85 ° C. in this example), the rise degree measuring unit 8 is started. The rise degree measuring unit 8 measures the rise degree by measuring the time required for the rise from the temperature T1 to the temperature T2 (95 ° C. in this example).
【0022】つづいて温度T1迄下降すると、上昇度合
計測部8で計時した上昇時間と、下降度合計測部9で計
時した下降時間とを、あらかじめ様々な状況で学習させ
ておいたニューラルネットワーク10に入力し、以降の
通電比率を出力させる。例えば、出力された通電比率が
40であったなら、60秒間中の40秒間、通電制御手
段7で炊飯ヒーター2に通電し、残りの20秒間通電を
停止する動作を以降炊飯が終了する迄繰り返すように制
御部6で通電制御手段7を制御する。Subsequently, when the temperature drops to the temperature T1, the rise time measured by the rise degree measuring section 8 and the fall time measured by the fall degree measuring section 9 are transmitted to the neural network 10 previously learned in various situations. Input and output the energization ratio thereafter. For example, if the output energization ratio is 40, the operation of energizing the rice cooker 2 by the energization control means 7 for 40 seconds out of 60 seconds, and stopping the energization for the remaining 20 seconds is repeated until the rice cooking is completed thereafter. The control unit 6 controls the power supply control means 7 as described above.
【0023】以上の方法によれば、60秒中の通電比率
は1秒単位でも0.5秒単位でも変化させることがで
き、先に述べたニューロ制御の特徴から、学習させたパ
ターン以外でも補完して滑らかに通電比率が変化する。According to the above method, the energization ratio during 60 seconds can be changed in units of 1 second or in units of 0.5 second. Then, the energization ratio changes smoothly.
【0024】温度T2迄の炊飯センサー4の温度上昇度
合と温度T1迄の炊飯センサー4の温度下降度合を御飯
の量・電圧さらに水温・室温・水加減の多少等の様々な状
況ごとに測定しておき、その状況で最適な通電比率をニ
ューラルネットワーク10に学習させておけば、炊飯開始
時通電制御手段7で炊飯ヒーター2に通電開始し、炊飯
センサー4の検出温度があらかじめ定めた一定温度T1
になると上昇度合計測部8を起動し、温度T1より高い
温度T2に上がる迄の時間を測定し、温度T2になると
温度T1に下がる迄通電制御手段7で炊飯ヒーター2の
通電を停止すると同時に、下降度合計測部9を起動し、
温度T2より低い温度T1に下がる迄の時間を測定し、
温度T2迄の炊飯センサー4の温度上昇度合と温度T1
迄の炊飯センサー4の温度下降度合をニューラルネット
ワーク10に入力し、学習していない入力パターンにおい
ても、ニューラルネットワーク10は最適の通電比率で温
度T1以降の通電制御手段7での炊飯ヒーター2への通
電制御を行なうことができる。The degree of temperature rise of the rice cooker sensor 4 up to the temperature T2 and the degree of temperature fall of the rice cooker sensor 4 up to the temperature T1 are measured for various situations such as the quantity and voltage of rice and the water temperature, room temperature, and the degree of water addition. If the neural network 10 is made to learn the optimal energizing ratio in that situation, the energizing control means 7 at the start of rice cooking starts energizing the rice cooker 2, and the temperature detected by the rice cooker sensor 4 becomes a predetermined temperature T1.
When the temperature rises, the rise degree measuring unit 8 is started, the time until the temperature rises to the temperature T2 higher than the temperature T1 is measured, and when the temperature reaches the temperature T2, the power supply control means 7 stops the power supply to the rice cooker 2 until the temperature falls to the temperature T1. Activate the descent degree measuring unit 9 and
Measure the time until the temperature drops to the temperature T1 lower than the temperature T2,
Temperature rise degree and temperature T1 of rice sensor 4 up to temperature T2
The degree of temperature decrease of the rice cooking sensor 4 up to this point is input to the neural network 10, and even in an input pattern that has not been learned, the neural network 10 supplies the rice heating heater 2 with the optimal energizing ratio to the energizing control means 7 after the temperature T1. The energization control can be performed.
【0025】なお、本一実施例では上昇度合計測部8の
測定判定基準温度T1,T2及び、下降度合計測部9の
測定判定基準温度T2,T1を同じとしたが、請求項3
に示した如くそれぞれ別個に設定しても良い。(図6)
また、本一実施例では上昇度合計測部8も下降度合計測
部9も定められた温度区間の通過時間を測定して度合を
判定したが、請求項4及び請求項5に示した如くある温
度から一定時間内の温度の変化度合によって測定するも
のでも良い。例えば上昇度合計測部8は温度T1から1
分後の炊飯センサー4出力を調べて、T1との差を上昇
度合とし、下降度合計測部9は温度T2(図7)又は温
度T3(図8)から2分後の炊飯センサー4出力を調べ
て、T2又はT3との差を下降度合とし、この度合に応
じて最適な通電比率をニューラルネットワーク10に学習
させておけば本一実施例と同じ効果が得られる。In this embodiment, the reference temperatures T1 and T2 for the measurement of the rising degree measuring section 8 and the reference temperatures T2 and T1 for the measurement of the descending degree measuring section 9 are the same.
May be set separately as shown in FIG. (FIG. 6)
Further, in this embodiment, both the rise degree measuring unit 8 and the descending degree measuring unit 9 measure the passing time of the determined temperature section to determine the degree, but the temperature is determined as described in claim 4 and claim 5. Alternatively, the temperature may be measured based on the degree of change in temperature within a certain period of time. For example, the rise degree measuring unit 8 calculates the temperature from T1 to 1
The output from the rice cooker sensor 4 after one minute is examined, and the difference from T1 is taken as the degree of rise, and the descending degree measuring unit 9 examines the output from the rice cooker sensor 4 two minutes after the temperature T2 (FIG. 7) or the temperature T3 (FIG. 8). If the difference from T2 or T3 is defined as the degree of decrease, and the neural network 10 learns the optimum energization ratio according to this degree, the same effect as in the present embodiment can be obtained.
【0026】[0026]
【発明の効果】本発明は、炊飯センサーの温度上昇度合
と、炊飯センサーの温度下降度合をニューラルネットワ
ークに入力し、通電制御手段での炊飯ヒーターへの通電
比率を求めるものとしたから、炊飯センサーの温度上昇
度合と、炊飯センサーの温度下降度合を様々な状況ごと
に測定しておき、その状況で最適な通電比率をニューラ
ルネットワークに学習させておけば、学習していない入
力パターンにおいても、学習させたパターンに沿って適
当に補完した最適と思われる通電比率を出力するので、
変化境界付近でも御飯の炊き上がり状態が急に変わるこ
とを防止出来、さらに上昇度合ごとに下降度合の判定基
準を定める方法に比べ、プログラム容量も少なく出来、
使い勝手の良い安価な炊飯器が提供出来るものである。According to the present invention, the degree of temperature rise of the rice cooker sensor and the degree of temperature decrease of the rice cooker sensor are input to the neural network, and the energization control means determines the energization ratio to the rice cooker. By measuring the degree of temperature rise and the degree of temperature decrease of the rice cooker in various situations, and learning the optimal energization ratio in that situation using the neural network, learning is possible even for input patterns that have not been learned. Outputs the optimal energization ratio that is complemented appropriately according to the pattern that was made,
It is possible to prevent a sudden change in the cooked state of rice even near the boundary of change, and it is also possible to reduce the program capacity compared to the method of determining the criteria for determining the degree of descent for each degree of rise,
An easy-to-use and inexpensive rice cooker can be provided.
【図1】本発明の一実施例を示す炊飯器の断面図。FIG. 1 is a sectional view of a rice cooker showing one embodiment of the present invention.
【図2】同炊飯器の加熱制御システムの構成図。FIG. 2 is a configuration diagram of a heating control system of the rice cooker.
【図3】同炊飯器の加熱制御の経時的変化を示す図。
(a)炊飯量の多い場合。(b)炊飯量の少ない場合。FIG. 3 is a diagram showing changes over time in heating control of the rice cooker.
(A) When the amount of cooked rice is large. (B) When the amount of cooked rice is small.
【図4】ニューラルネットワークの一例を示す図。FIG. 4 is a diagram showing an example of a neural network.
【図5】ニューラルネットワークを構成するニューロン
素子を示す図。FIG. 5 is a diagram showing neuron elements constituting a neural network.
【図6】同第2の実施例による炊飯器の加熱制御の経時
的変化を示す図。FIG. 6 is a diagram showing a change over time in heating control of the rice cooker according to the second embodiment.
【図7】同第3の実施例による炊飯器の加熱制御の経時
的変化を示す図。FIG. 7 is a diagram showing a change over time in heating control of the rice cooker according to the third embodiment.
【図8】同第4の実施例による炊飯器の加熱制御の経時
的変化を示す図。FIG. 8 is a diagram showing a change over time in heating control of the rice cooker according to the fourth embodiment.
2 炊飯ヒーター 4 炊飯センサー 6 制御部 7 通電制御手段 8 上昇度合計測部 9 下降度合計測部 10 ニューラルネットワーク 2 Rice cooker 4 Rice cooker sensor 6 Control unit 7 Electricity control means 8 Ascent degree measuring unit 9 Ascent degree measuring unit 10 Neural network
Claims (5)
に設けられ内釜と密着して内釜の温度を検出する炊飯セ
ンサーと、本体に設けられ内釜を加熱する炊飯ヒーター
と、この炊飯ヒーターへの通電を制御する通電制御手段
と、炊飯センサーからの温度情報を得て通電制御手段を
制御する制御部を有する炊飯器において、制御部(6)に
上昇度合計測部(8)、下降度合計測部(9)及びニューラ
ルネットワーク(10)を設け、前記制御部(6)は炊飯セン
サー(4)の検知した温度上昇度合と、同じく炊飯センサ
ー(4)の検知した温度下降度合をニューラルネットワー
ク(10)に入力し、通電制御手段(7)での炊飯ヒーター
(2)への通電比率を求めるものとしたことを特徴とする
炊飯器。1. A main body, an inner pot stored in the main body, a rice cooker sensor provided in the main body and in close contact with the inner pot to detect a temperature of the inner pot, and a rice cooker provided in the main body and heating the inner pot. In a rice cooker having an energization control unit for controlling energization of the rice cooker and a control unit for controlling the energization control unit by obtaining temperature information from the rice cooker sensor, the control unit (6) includes a rise degree measurement unit (8). ), A falling degree measuring unit (9) and a neural network (10) are provided, and the control unit (6) controls the temperature rising degree detected by the rice cooking sensor (4) and the temperature falling degree similarly detected by the rice cooking sensor (4). Is input to the neural network (10) and the rice cooker is controlled by the power supply control means (7).
(2) A rice cooker characterized by determining an energization ratio to the rice cooker.
(7)で炊飯ヒーター(2)に通電開始し、炊飯センサー
(4)の検出温度があらかじめ定めた一定温度T1になる
と上昇度合計測部(8)を起動し温度T1より高い温度T
2に上がる迄の時間を測定し炊飯センサー(4)の温度上
昇度合とし、温度T2になると温度T1に下がる迄通電
制御手段(7)で炊飯ヒーター(2)の通電を停止すると同
時に下降度合計測部(9)を起動し温度T2より低い温度
T1に下がる迄の時間を測定し炊飯センサー(4)の温度
下降度合とし、温度T1以降の通電制御手段(7)での炊
飯ヒーター(2)への通電比率を求めるものとした請求項
1記載の炊飯器。2. The control unit (6) is an energization control unit when rice cooking is started.
(7) The rice cooker (2) is energized and the rice cooker sensor
When the detected temperature of (4) reaches a predetermined constant temperature T1, the rise degree measuring unit (8) is started and the temperature T higher than the temperature T1 is started.
The time until the temperature rises to 2 is measured and the degree of temperature rise of the rice cooker sensor (4) is measured. When the temperature reaches T2, the power supply control means (7) stops energizing the rice cooker (2) until the temperature falls to the temperature T1, and simultaneously measures the degree of decrease. Activate the section (9) and measure the time until the temperature falls to the temperature T1 lower than the temperature T2, and determine the degree of temperature decrease of the rice cooker sensor (4), and to the rice cooker (2) in the power supply control means (7) after the temperature T1 2. The rice cooker according to claim 1, wherein the energization ratio is determined.
(7)で炊飯ヒーター(2)に通電開始し、炊飯センサー
(4)の検出温度があらかじめ定めた一定温度T1になる
と上昇度合計測部(8)を起動し温度T1より高い温度T
2に上がる迄の時間を測定し炊飯センサー(4)の温度上
昇度合とし、温度T2になると通電制御手段(7)で炊飯
ヒーター(2)の通電を停止し炊飯センサー(4)の検出温
度があらかじめ定めた一定温度T3になると下降度合計
測部(9)を起動し温度T3より低い温度T4に下がる迄
の時間を測定し炊飯センサー(4)の温度下降度合とし、
温度T4以降の通電制御手段(7)での炊飯ヒーター(2)
への通電比率を求めるものとした請求項1記載の炊飯
器。3. The control section (6) is a power supply control means when rice cooking is started.
(7) The rice cooker (2) is energized and the rice cooker sensor
When the detected temperature of (4) reaches a predetermined constant temperature T1, the rise degree measuring unit (8) is started and the temperature T higher than the temperature T1 is started.
The time until the temperature rises to 2 is measured and the temperature rise of the rice cooker sensor (4) is measured. When the temperature reaches T2, the power supply control means (7) stops the power supply to the rice cooker (2) and the detected temperature of the rice cooker sensor (4) becomes lower. When the temperature reaches a predetermined constant temperature T3, the temperature measuring unit (9) is activated, and the time until the temperature falls to a temperature T4 lower than the temperature T3 is measured to determine the temperature decreasing degree of the rice cooking sensor (4),
Rice cooker (2) in energization control means (7) after temperature T4
2. The rice cooker according to claim 1, wherein a power supply ratio to the rice cooker is determined.
(7)で炊飯ヒーター(2)に通電開始し、炊飯センサー
(4)の検出温度があらかじめ定めた一定温度T1になる
と上昇度合計測部(8)を起動し一定時間t1の間に上昇
した温度T2と温度T1との差を炊飯センサー(4)の温
度上昇度合とし、一定時間t1後に通電制御手段(7)で
炊飯ヒーター(2)の通電を停止すると同時に下降度合計
測部(9)を起動しあらかじめ定めた一定時間t2の間に
下降した温度T3と温度T2との差を炊飯センサー(4)
の温度下降度合とし、温度T3以降の通電制御手段(7)
での炊飯ヒーター(2)への通電比率を求めるものとした
請求項1記載の炊飯器。4. The control unit (6) is an energization control unit when rice cooking is started.
(7) The rice cooker (2) is energized and the rice cooker sensor
When the detected temperature of (4) reaches a predetermined constant temperature T1, the rise degree measuring unit (8) is started, and the difference between the temperature T2 and the temperature T1 that have risen during the fixed time t1 is raised by the temperature of the rice cooker sensor (4). After a certain period of time t1, the energization control means (7) stops energizing the rice cooker (2), and at the same time, activates the descent degree measuring unit (9) to lower the temperature T3 and the temperature during the predetermined period of time t2. Rice sensor (4)
And the power supply control means (7) after the temperature T3.
2. The rice cooker according to claim 1, wherein an energization ratio to the rice cooker (2) is determined in the step (c).
(7)で炊飯ヒーター(2)に通電開始し、炊飯センサー
(4)の検出温度があらかじめ定めた一定温度T1になる
と上昇度合計測部(8)を起動し一定時間t1の間に上昇
した温度T2と温度T1との差を炊飯センサー(4)の温
度上昇度合とし、温度T3になると通電制御手段(7)で
炊飯ヒーター(2)の通電を停止すると同時に下降度合計
測部(9)を起動しあらかじめ定めた一定時間t2の間に
下降した温度T4と温度T3との差を炊飯センサー(4)
の温度下降度合とし、温度T4以降の通電制御手段(7)
での炊飯ヒーター(2)への通電比率を求めるものとした
請求項1記載の炊飯器。5. A controller (6) for controlling energization at the start of rice cooking.
(7) The rice cooker (2) is energized and the rice cooker sensor
When the detected temperature of (4) reaches a predetermined constant temperature T1, the rise degree measuring unit (8) is started, and the difference between the temperature T2 and the temperature T1 that have risen during the fixed time t1 is raised by the temperature of the rice cooker sensor (4). When the temperature reaches T3, the energization control means (7) stops energization of the rice cooker (2), and simultaneously activates the descent degree measuring unit (9) to lower the temperature T4 and the temperature during the predetermined time t2. Rice sensor (4)
And the power supply control means (7) after the temperature T4.
2. The rice cooker according to claim 1, wherein an energization ratio to the rice cooker (2) is determined in the step (c).
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP13933891A JP2929327B2 (en) | 1991-06-12 | 1991-06-12 | rice cooker |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP13933891A JP2929327B2 (en) | 1991-06-12 | 1991-06-12 | rice cooker |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| JPH04364815A JPH04364815A (en) | 1992-12-17 |
| JP2929327B2 true JP2929327B2 (en) | 1999-08-03 |
Family
ID=15243003
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP13933891A Expired - Lifetime JP2929327B2 (en) | 1991-06-12 | 1991-06-12 | rice cooker |
Country Status (1)
| Country | Link |
|---|---|
| JP (1) | JP2929327B2 (en) |
Families Citing this family (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN113384159A (en) * | 2021-06-18 | 2021-09-14 | 华帝股份有限公司 | Control method of cooking equipment |
-
1991
- 1991-06-12 JP JP13933891A patent/JP2929327B2/en not_active Expired - Lifetime
Also Published As
| Publication number | Publication date |
|---|---|
| JPH04364815A (en) | 1992-12-17 |
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