TWI768171B - Air Conditioning System - Google Patents

Air Conditioning System Download PDF

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TWI768171B
TWI768171B TW108100056A TW108100056A TWI768171B TW I768171 B TWI768171 B TW I768171B TW 108100056 A TW108100056 A TW 108100056A TW 108100056 A TW108100056 A TW 108100056A TW I768171 B TWI768171 B TW I768171B
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concentration
air
worker
cooling
conditioning system
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TW201937117A (en
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金森庸浩
廣田正宣
渡邊悠二
川添大輔
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日商松下知識產權經營股份有限公司
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    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/62Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2120/00Control inputs relating to users or occupants
    • F24F2120/10Occupancy
    • F24F2120/14Activity of occupants

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  • Physics & Mathematics (AREA)
  • Fuzzy Systems (AREA)
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  • Combustion & Propulsion (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Air Conditioning Control Device (AREA)
  • Central Air Conditioning (AREA)
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Abstract

本發明之空調系統具有:空調機,執行空調運轉;生物體資訊取得部,取得作業人員的生物體資訊;專注度推測部,根據以前述生物體資訊取得部所取得之生物體資訊,推測前述作業人員對作業的專注度;及運轉條件算出部,算出前述空調機之空調運轉的運轉條件。前述運轉條件算出部在前述專注度推測部推測出專注度之降低時,會算出冷暖感降低運轉條件,來作為前述運轉條件,前述冷暖感降低運轉條件是使前述空調機執行讓前述作業人員之冷暖感降低的冷暖感降低運轉的條件。The air-conditioning system of the present invention includes: an air conditioner that performs air-conditioning operation; a biological information acquisition unit that acquires biological information of an operator; The degree of concentration of the worker on the work; and the operation condition calculation unit, which calculates the operation condition of the air-conditioning operation of the air conditioner. The operating condition calculating unit calculates a cooling-warming feeling-reducing operating condition as the operating condition when the concentration-degree estimating unit estimates a decrease in the concentration. The condition of the cooling-warming-feeling-reduced operation.

Description

空調系統Air Conditioning System

發明領域 本發明是有關於一種空調系統。Field of Invention The present invention relates to an air conditioning system.

發明背景 以往,是根據使用者現在的生物體資訊,來進行調節該使用者所存在之空間內的環境一事。例如日本專利特許第6133200號中,揭示了一種根據使用者之覺醒狀態來控制對該使用者的送風之風量的環境控制系統。Background of the Invention In the past, the environment in the space where the user exists was adjusted based on the user's current biological information. For example, Japanese Patent Laid-Open No. 6133200 discloses an environmental control system that controls the air volume of the blowing air to the user according to the user's arousal state.

發明概要 然而,近年來,已有人期望控制作業人員所存在之空間的環境,以抑制該作業人員對作業之專注度的降低。Summary of Invention However, in recent years, it has been desired to control the environment of the space in which the worker exists so as to suppress the decrease in the worker's concentration on the work.

因此,本發明的課題在於控制作業人員所存在之空間的環境,以抑制該作業人員對作業之專注度的降低。Therefore, the subject of this invention is to control the environment of the space in which an operator exists, and suppress the fall of the concentration degree of this operator in an operation|work.

為了解決上述之課題,根據本發明之一個態樣,提供一種空調系統,是進行作業人員所存在之空間的空調控制的空調系統,具有:空調機,執行對前述空間之空調運轉;生物體資訊取得部,取得前述作業人員的生物體資訊;專注度推測部,根據以前述生物體資訊取得部所取得之生物體資訊,推測前述作業人員對作業的專注度;及運轉條件算出部,算出前述空調機之空調運轉的運轉條件,又,前述運轉條件算出部是構成為:在前述專注度推測部推測出專注度之降低時,會算出冷暖感降低運轉條件,來作為前述運轉條件,前述冷暖感降低運轉條件是使前述空調機執行讓前述作業人員之冷暖感降低的冷暖感降低運轉的條件。In order to solve the above-mentioned problems, according to one aspect of the present invention, there is provided an air-conditioning system that performs air-conditioning control of a space where workers exist, comprising: an air conditioner that performs an air-conditioning operation for the space; a living body information The acquisition unit acquires the biological information of the worker; the concentration degree estimation unit estimates the degree of concentration of the worker on the work based on the biological information acquired by the biological information acquisition unit; and the operation condition calculation unit calculates the above An operating condition for an air-conditioning operation of an air conditioner, and the operating condition calculating unit is configured to calculate a cooling-warming-feeling-reducing operating condition as the operating condition, when the concentration estimating unit estimates a decrease in the concentration. The feeling-reducing operation condition is a condition for causing the air conditioner to perform a cooling-warming-feeling-reducing operation that reduces the feeling of cooling of the worker.

根據本發明,可以控制作業人員所存在之空間的環境,以抑制該作業人員對作業之專注度的降低。According to the present invention, it is possible to control the environment of the space where the worker exists, and to suppress the decrease in the worker's concentration on the work.

用以實施發明之形態 本發明之一個態樣的空調系統,是進行作業人員所存在之空間的空調控制的空調系統,具有:空調機,執行對前述空間之空調運轉;生物體資訊取得部,取得前述作業人員的生物體資訊;專注度推測部,根據以前述生物體資訊取得部所取得之生物體資訊,推測前述作業人員對作業的專注度;及運轉條件算出部,算出前述空調機之空調運轉的運轉條件,又,前述運轉條件算出部是構成為:在前述專注度推測部推測出專注度之降低時,會算出冷暖感降低運轉條件,來作為前述運轉條件,前述冷暖感降低運轉條件是使前述空調機執行讓前述作業人員之冷暖感降低的冷暖感降低運轉的條件。Form for carrying out the invention An air-conditioning system according to one aspect of the present invention is an air-conditioning system for performing air-conditioning control of a space where an operator exists, and includes an air conditioner that performs an air-conditioning operation for the space, and a biological information acquisition unit that acquires the biological information of the operator. body information; an attentiveness estimating unit for estimating the worker's attentiveness to work based on the biometric information acquired by the aforementioned biometric information obtaining unit; Further, the operating condition calculating unit is configured to calculate a cooling-warming-feeling-reducing operation condition as the operating condition when the concentration-degree estimating unit estimates a decrease in the concentration-degree-of-focus degree, and the cooling-warming feeling-reducing operation condition is to make the air conditioner Conditions for performing the cooling-warming-feeling-reducing operation that reduces the feeling of cooling and heating of the above-mentioned worker.

根據如此之一個態樣,可以控制作業人員所存在之空間的環境,以抑制該作業人員對作業之專注度的降低。According to such an aspect, it is possible to control the environment of the space where the worker exists, and suppress the decrease in the worker's concentration on the work.

例如,在前述專注度推測部推測出專注度之降低停止時,前述空調機的空調運轉會恢復到即將開始前述冷暖感降低運轉前所執行的空調運轉亦可。藉此,可適當地執行冷暖感降低運轉。For example, when the concentration degree estimation unit estimates that the reduction in the concentration degree is stopped, the air-conditioning operation of the air conditioner may return to the air-conditioning operation performed immediately before the cooling-warming reduction operation is started. Thereby, the cooling-warming feeling reduction operation can be appropriately performed.

例如,前述運轉條件算出部會算出使前述空調機降低前述空間之溫度的運轉條件,來作為前述冷暖感降低運轉條件亦可。藉此,可以降低作業人員的冷暖感。For example, the said operating condition calculation part may calculate the operating condition which lowers the temperature of the said space of the said air conditioner, and may be used as the said cooling-warming feeling reduction operating condition. Thereby, the feeling of warmth or coldness of the worker can be reduced.

例如,前述運轉條件算出部會算出即將開始前述冷暖感降低運轉前的前述空間之溫度越高,便越使空調機大幅度地降低前述空間之溫度的運轉條件,來作為前述冷暖感降低運轉條件亦可。這是由於,若在開始前之溫度高的情況下小幅度地降低溫度,便會有作業人員的冷暖感不降低的可能性。並且是由於,若在開始前之溫度低的情況下大幅度地降低溫度,作業人員的冷暖感便會過度降低,反而會有專注度降低的可能性。For example, the operation condition calculating unit may calculate an operation condition that greatly reduces the temperature of the space by the air conditioner as the temperature of the space immediately before the start of the cooling and heating reduction operation is higher, as the cooling and heating reduction operation condition. You can also. This is because, when the temperature is high before the start, if the temperature is slightly lowered, there is a possibility that the worker's feeling of cooling and heating does not decrease. Furthermore, when the temperature is low before the start, if the temperature is greatly lowered, the worker's sense of warmth and warmth may be excessively reduced, and conversely, the concentration may be lowered.

例如,前述運轉條件算出部會算出使前述空調機階段性地降低前述空間之溫度的運轉條件,來作為前述冷暖感降低運轉條件亦可。藉此,可抑制因急遽之溫度變化,反而使專注度降低的情況。For example, the operating condition calculating unit may calculate an operating condition for reducing the temperature of the space stepwise by the air conditioner, as the cooling-warming-feeling-reducing operating condition. In this way, it is possible to suppress a situation in which the concentration is lowered due to a sudden temperature change.

例如,空調系統亦可作成為具有:輸入部,用以供前述作業人員選擇是否執行前述冷暖感降低運轉,又,當選擇執行前述冷暖感降低運轉時,若以前述專注度推測部所推測之專注度有降低,前述運轉條件算出部便會算出前述冷暖感降低運轉條件。藉此,可以在作業人員想要專注時才執行冷暖感降低運轉,從而抑制非必要地執行冷暖感降低運轉的情況。For example, the air-conditioning system may include an input unit for the operator to select whether or not to perform the cooling/warming sensation reduction operation, and when the cooling/heating sensation reduction operation is selected to be performed, if the concentration estimated by the concentration estimation unit is used When the degree of concentration is lowered, the operating condition calculating unit calculates the cooling-warming-feeling-reducing operating condition. This makes it possible to perform the cooling sensation reducing operation only when the worker wants to concentrate, thereby suppressing the unnecessary execution of the cooling sensation reducing operation.

例如,空調系統具有:位置檢測元件,檢測前述作業人員之位置,又,前述空調機可選擇地執行暖氣運轉及冷氣運轉,且,若以前述專注度推測部所推測之專注度有降低,前述運轉條件算出部便會算出在暖氣運轉中限制對前述作業人員的送風,並在冷氣運轉中優先對前述作業人員的送風的運轉條件亦可。藉此,可降低作業人員的冷暖感。For example, an air-conditioning system includes a position detection element that detects the position of the worker, and the air conditioner selectively performs heating operation and cooling operation, and if the concentration estimated by the concentration estimation unit decreases, the concentration The operation condition calculation unit may calculate an operation condition in which air supply to the worker is restricted during heating operation, and air supply to the worker is prioritized during cooling operation. Thereby, the feeling of warmth or coldness of the worker can be reduced.

例如,前述生物體資訊取得部包含:體動檢測元件,檢測前述作業人員之體動,又,前述專注度推測部會根據以前述體動檢測元件所檢測之前述體動的持續時間來推測專注度亦可。藉此,可以根據作業人員的體動,來推測作業人員的專注度。For example, the biological information acquisition unit includes a body motion detection element that detects the body motion of the worker, and the concentration estimation unit estimates concentration based on the duration of the body motion detected by the body motion detection element. degree is also possible. Thereby, the concentration degree of the worker can be estimated from the body movement of the worker.

例如,前述生物體資訊取得部包含:體溫檢測元件,檢測前述作業人員之體溫,又,前述專注度推測部會根據以前述體溫檢測元件所檢測之體溫的變化率來推測專注度亦可。藉此,可以根據作業人員的體溫,來推測作業人員的專注度。For example, the biometric information acquisition unit may include a body temperature detection element to detect the body temperature of the worker, and the concentration estimation unit may estimate the concentration based on the rate of change of the body temperature detected by the body temperature detection element. Thereby, the concentration of the worker can be estimated based on the worker's body temperature.

例如,前述生物體資訊取得部包含:心跳檢測元件,檢測前述作業人員之心跳,又,前述專注度推測部會根據以前述心跳檢測元件所檢測之心跳的變化率來推測專注度亦可。藉此,可以根據作業人員的心跳,來推測作業人員的專注度。For example, the biometric information acquisition unit may include a heartbeat detection element that detects the heartbeat of the worker, and the concentration estimation unit may estimate the concentration based on the rate of change of the heartbeat detected by the heartbeat detection element. This makes it possible to estimate the degree of concentration of the worker based on the worker's heartbeat.

例如,前述生物體資訊取得部包含:心跳檢測元件,檢測前述作業人員之心跳,又,前述專注度推測部會根據以前述心跳檢測元件所檢測之心跳而算出音調(Tone)值及熵(Entropy)值,並根據該算出之音調值及熵值來推測作業人員的專注度亦可。藉此,可以根據作業人員的音調值及熵值,來推測作業人員的專注度。For example, the biological information acquisition unit includes a heartbeat detection element that detects the heartbeat of the worker, and the concentration estimation unit calculates a tone (Tone) value and an entropy (Entropy) value based on the heartbeat detected by the heartbeat detection element. ) value, and the degree of concentration of the operator may be estimated based on the calculated pitch value and entropy value. In this way, the degree of concentration of the operator can be estimated from the pitch value and the entropy value of the operator.

例如,前述生物體資訊取得部設置於前述空調機亦可。藉此,生物體資訊取得部會配置於空間的天花板附近,而可以更確實地取得作業人員的生物體資訊(相較於配置於低處的情況)。For example, the biometric information acquisition unit may be provided in the air conditioner. Thereby, the biometric information acquisition unit is disposed near the ceiling of the space, and the biometric information of the worker can be acquired more reliably (compared to the case where the biometric information is disposed at a lower position).

例如,前述專注度推測部及前述運轉條件算出部設置於前述空調機亦可。藉此,可以使空調系統整體小型化。For example, the concentration degree estimation unit and the operation condition calculation unit may be provided in the air conditioner. Thereby, the entire air conditioning system can be downsized.

例如,空調系統具有:伺服器,連接於前述空調機與前述生物體資訊取得部,又,前述伺服器會作為前述專注度推測部及前述運轉條件算出部而發揮功能亦可。藉此,藉此,可以使用運算處理能力優異的伺服器來高精度地進行專注度的推測,並且可以細密地算出運轉條件。For example, the air conditioning system may include a server connected to the air conditioner and the biometric information acquisition unit, and the server may function as the concentration estimation unit and the operation condition calculation unit. As a result, it is possible to accurately estimate the degree of concentration using a server having excellent arithmetic processing capability, and to calculate the operating conditions finely.

例如,空調系統具有:作業工具,供前述作業人員使用於作業,又,前述作業工具具備前述生物體資訊取得部,並且會作為前述專注度推測部及前述運轉條件算出部而發揮功能亦可。藉此,生物體資訊取得部會配置於作業人員的附近,作為其結果,可以高精度地取得作業人員的生物體資訊。For example, the air conditioning system may include a work tool for the operator to use for work, and the work tool may include the biological information acquisition unit and function as the concentration estimation unit and the operation condition calculation unit. Thereby, the biometric information acquisition unit is arranged in the vicinity of the worker, and as a result, the biometric information of the worker can be acquired with high accuracy.

以下,針對本發明之一實施形態進行說明。Hereinafter, an embodiment of the present invention will be described.

首先,本發明是以發明人等所發現之如下情況為根據:當作業人員對作業之專注度降低時,該作業人員的冷暖感會上升,亦即感覺到熱。為了該發現,發明人等進行了實驗。First, the present invention is based on the discovery by the inventors that when a worker's concentration on work decreases, the worker's sense of warmth or warmth increases, that is, he/she feels heat. For this finding, the inventors conducted experiments.

圖1顯示了舒適室溫下的平均專注度與不舒適室溫下的平均專注度。顯示了在舒適室溫下與不舒適室溫下的複數位受驗者各自之專注度的平均。此處,舒適室溫為24℃,不舒適室溫為28℃。另外,在本實施形態的情況下,調查了CTR(專注時間比率:Concentration time Ratio)(%),來作為作業人員對作業之專注度。CTR值是專注持續時間對總作業時間的比率,且顯示了其數值越高,受驗者就越專注進行作業。Figure 1 shows the average concentration at a comfortable room temperature versus the average concentration at an uncomfortable room temperature. The average of the respective concentration of multiple subjects at comfortable and uncomfortable room temperature is shown. Here, the comfortable room temperature is 24°C, and the uncomfortable room temperature is 28°C. In addition, in the case of this embodiment, CTR (concentration time ratio: Concentration time Ratio) (%) was investigated as a worker's degree of concentration on work. The CTR value is the ratio of the concentration duration to the total work time and shows that the higher the value, the more focused the subject is on the work.

如圖1所示地,相較於不舒適室溫下的專注度,舒適室溫下的專注度(CTR值)較高。藉此,可得知在舒適室溫下,亦即受驗者之冷暖感為不感覺熱或冷之舒適的狀態時,專注度很高。此處之「冷暖感」是指:熱、溫暖、涼爽、及寒冷等之人對周圍環境溫度的體感。並且,「冷暖感」的上升是指體感偏移至熱側,「冷暖感」的降低則是指體感偏移至寒冷側。As shown in Figure 1, the concentration (CTR value) at the comfortable room temperature was higher than the concentration at the uncomfortable room temperature. In this way, it can be known that the degree of concentration is high at a comfortable room temperature, that is, when the subject's sense of warmth and coldness is a comfortable state that does not feel hot or cold. The "warmth and coldness" here refers to the body sensations of people who are hot, warm, cool, and cold to the temperature of the surrounding environment. In addition, an increase in the "warmth and coldness" means that the body sensation shifts to the hot side, and a decrease in the "coldness and warmth" means that the body sensation shifts to the cold side.

圖2顯示了從複數位受檢者所得之冷暖感與專注度(CTR)的關係。另外,冷暖感是來自受驗者所提報,此處是從冷暖感低的開始,分類為「寒冷」、「涼爽」、「稍涼」、「不冷不熱」、「稍暖」、「溫暖」、「熱」七個階段。又,圖2顯示了舒適室溫下與不舒適室溫下的冷暖感。Figure 2 shows the relationship between warm and cold feeling and concentration (CTR) obtained from multiple subjects. In addition, the feeling of warmth and coldness is reported by the subjects. Here, starting from the low feeling of warmth and coldness, it is classified into "cold", "cool", "slightly cool", "lukewarm", "slightly warm", There are seven stages of "warm" and "hot". Also, Fig. 2 shows the feeling of warmth and coldness at a comfortable room temperature and at an unpleasant room temperature.

只要觀察圖2所示之冷暖感與專注度的關係,便可得知在舒適室溫下,冷暖感低時專注度會較高。不舒適室溫下也可看出同樣的傾向。As long as the relationship between the feeling of warmth and coldness and the degree of concentration shown in Figure 2 is observed, it can be known that at a comfortable room temperature, the degree of concentration will be higher when the feeling of coldness and warmth is low. The same tendency can be seen at uncomfortable room temperature.

因此,根據圖1及圖2所示之試驗結果,為了抑制作業人員之專注度的降低,發明人想到在作業人員的專注度降低時,亦即伴隨專注度的降低而使得冷暖感上升時,使該作業人員的冷暖感降低。認為藉此可以抑制作業人員之專注度進一步降低。並且,發明人想到一種用於此之空調系統。以下,針對該空調系統進行說明。Therefore, based on the test results shown in FIGS. 1 and 2 , in order to suppress the decrease in the concentration of the worker, the inventors thought that when the concentration of the worker decreases, that is, when the feeling of warmth and warmth increases with the decrease in the concentration, The worker's sense of warmth is reduced. It is considered that this can suppress further reduction in the concentration of the worker. And, the inventors came up with an air conditioning system for this. Hereinafter, this air-conditioning system will be described.

圖3是本發明之一實施形態之空調系統的概略圖,圖4是空調系統的方塊圖。FIG. 3 is a schematic diagram of an air-conditioning system according to an embodiment of the present invention, and FIG. 4 is a block diagram of the air-conditioning system.

如圖3所示地,本實施形態之空調系統10是進行作業人員W所存在之空間R(例如室內)的空調控制的系統,且構成為:根據與專注度有關聯之作業人員W的生物體資訊的變化來推測該作業人員W對作業的專注度,並執行以該推測結果為根據的空調控制。As shown in FIG. 3 , the air-conditioning system 10 of the present embodiment is a system that performs air-conditioning control of a space R (for example, a room) in which the worker W exists, and is configured to be based on the biological characteristics of the worker W related to the degree of concentration The degree of concentration of the worker W on the work is estimated based on changes in the body information, and air-conditioning control is performed based on the estimated result.

如圖3所示地,空調系統10包含有:空調機20,執行對空間R之空調運轉;及資訊處理裝置50,根據作業人員W的生物體資訊,算出用以抑制該作業人員W之專注度降低的空調機20的運轉條件。As shown in FIG. 3 , the air conditioning system 10 includes an air conditioner 20 that performs an air conditioning operation for the space R, and an information processing device 50 that calculates and suppresses the concentration of the operator W based on the biological information of the operator W. The operating conditions of the air conditioner 20 in which the temperature is lowered.

在本實施形態的情況下,空調機20是構成為:為了將空間R維持在設定溫度,而將高溫或低溫的空氣朝向空間R送風,亦即可選擇性地執行暖氣運轉及冷氣運轉。並且,空調機20是構成為可調節其風向或風量。溫度、風向、風量等之空調機20的運轉條件,是由作業人員W透過空調機20的控制器(未圖示)來設定。In the case of the present embodiment, the air conditioner 20 is configured to selectively perform heating operation and cooling operation by blowing high-temperature or low-temperature air toward the space R in order to maintain the space R at the set temperature. In addition, the air conditioner 20 is configured such that the wind direction and the wind volume can be adjusted. The operating conditions of the air conditioner 20 such as temperature, wind direction, and air volume are set by the operator W through a controller (not shown) of the air conditioner 20 .

資訊處理裝置50是具備例如CPU與記憶部(例如硬碟等)的電腦,且依照記憶於其記憶部之程式來驅動CPU,藉此執行以下所說明之各種動作。The information processing device 50 is a computer including, for example, a CPU and a memory unit (eg, a hard disk), and drives the CPU according to a program stored in the memory unit, thereby executing various operations described below.

又,資訊處理裝置50是構成為能夠以無線或有線來與空調機20進行通訊。例如,資訊處理裝置50是透過LAN來與空調機20進行通訊。In addition, the information processing device 50 is configured to be able to communicate with the air conditioner 20 wirelessly or by wire. For example, the information processing device 50 communicates with the air conditioner 20 through a LAN.

如圖3及圖4所示地,在本實施形態的情況下,資訊處理裝置50具備:體溫檢測元件52、體動檢測元件54、及心跳檢測元件56,來作為用以取得作業人員W的生物體資訊的複數個生物體資訊取得部。並且,資訊處理裝置50具備:位置檢測元件58,檢測空間R中的作業人員W之位置;及作為輸入部的輸入元件60。As shown in FIGS. 3 and 4 , in the case of the present embodiment, the information processing device 50 includes a body temperature detection element 52 , a body motion detection element 54 , and a heartbeat detection element 56 , as a means for acquiring the worker W. A plurality of biological information acquisition units of biological information. Furthermore, the information processing apparatus 50 is provided with the position detection element 58 which detects the position of the worker W in the space R, and the input element 60 as an input part.

體溫檢測元件52是用以檢測作業人員W之體溫來作為作業人員W的生物體資訊的元件。體溫檢測元件52是例如紅外線感測器。檢測體溫的理由是由於,體溫與專注度之間有相關,且有專注度降低時體溫會上升的傾向。另外,只要可以檢測體溫,體溫檢測元件52就不限於紅外線感測器。The body temperature detection element 52 is an element for detecting the body temperature of the worker W as biological information of the worker W. As shown in FIG. The body temperature detection element 52 is, for example, an infrared sensor. The reason for detecting the body temperature is because there is a correlation between body temperature and concentration, and the body temperature tends to rise when concentration decreases. In addition, the body temperature detection element 52 is not limited to an infrared sensor as long as the body temperature can be detected.

體動檢測元件54是用以檢測作業人員W之體動(周期性的身體動作)來作為作業人員W的生物體資訊的元件。體動檢測元件54是例如可以連續攝影的相機,會根據顯現於相機之複數個攝影圖像中的作業人員W之人像的變化,來檢測該作業人員W的體動。檢測體動的理由是由於,體動與專注度之間有相關,且有專注度降低時發生體動的傾向。另外,只要可以檢測體動,體動檢測元件54就不限於相機。The body motion detection element 54 is an element for detecting the body motion (periodic body motion) of the worker W as biological information of the worker W. As shown in FIG. The body movement detection element 54 is, for example, a camera capable of continuous photography, and detects the body movement of the operator W based on changes in the portrait of the operator W appearing in a plurality of captured images of the camera. The reason for detecting the body movement is that there is a correlation between the body movement and the degree of concentration, and the body movement tends to occur when the degree of concentration is lowered. In addition, the body motion detection element 54 is not limited to a camera as long as the body motion can be detected.

心跳檢測元件56是用以檢測作業人員W之心跳來作為作業人員W的生物體資訊的元件。心跳檢測元件56是例如非接觸式心跳測定元件,前述非接觸式心跳測定元件是構成為:朝向作業人員W射出毫米波,並接收因該作業人員W而反射的毫米波,且根據該接收之毫米波來測定該作業人員W之心跳。檢測心跳的理由是由於,心跳與專注度之間有相關,且有專注度降低時心跳會增加的傾向。另外,檢測心跳的方法,並不限於利用毫米波的方法,亦可為其他的方法。The heartbeat detection element 56 is an element for detecting the heartbeat of the worker W as the biological information of the worker W. As shown in FIG. The heartbeat detection element 56 is, for example, a non-contact heartbeat measurement element, and the non-contact heartbeat measurement element is configured to emit millimeter waves toward the worker W, receive the millimeter waves reflected by the worker W, and according to the received millimeter waves. The millimeter wave is used to measure the heartbeat of the worker W. The reason for detecting the heartbeat is that there is a correlation between the heartbeat and the concentration, and the heartbeat tends to increase when the concentration decreases. In addition, the method of detecting the heartbeat is not limited to the method using millimeter waves, and other methods may be used.

又,在本實施形態的情況下,檢測到的心跳會使用於算出音調值及熵值。音調值及熵值是以「音調-熵法」為根據的值。Also, in the case of the present embodiment, the detected heartbeat is used to calculate the pitch value and the entropy value. The pitch value and the entropy value are values based on the "pitch-entropy method".

此處,針對前述「音調-熵法」進行說明。Here, the aforementioned "pitch-entropy method" will be described.

音調-熵法如圖5所示地,是一種以心跳波形(心電圖波形)中的R-R間隔的變化率為根據的心臓自律神經活動計測法,且已在各種領域中使用。該音調-熵法中,首先會先算出R-R間隔的變化率PI(Percentage Index)。從第n(整數)號之R-R間隔RRI(n)到第n+1號之R-R間隔RRI(n+1)的變化率PI(n),是利用數式(1)來算出。

Figure 02_image001
…數式(1)As shown in FIG. 5 , the pitch-entropy method is a method for measuring cardiac autonomic nerve activity based on the rate of change of the RR interval in the heartbeat waveform (electrocardiogram waveform), and has been used in various fields. In this pitch-entropy method, the rate of change PI (Percentage Index) of the RR interval is first calculated. The rate of change PI(n) from the RR interval RRI(n) of the nth (integer) number to the RR interval RRI(n+1) of the n+1th number is calculated by Equation (1).
Figure 02_image001
...equation (1)

利用數式(1)所算出的PI與心跳數有關聯。當PI為正值時,是顯示了心跳數正在上升。心跳數的上升顯示了交感神經系統的活動優於副交感神經系統的活動。The PI calculated by Equation (1) is related to the number of heartbeats. When PI is positive, it shows that the heartbeat is rising. The increase in heart rate shows that the activity of the sympathetic nervous system is superior to that of the parasympathetic nervous system.

另一方面,當PI為負值時,是顯示了心跳數正在減少。心跳數的減少顯示了副交感神經系統的活動優於交感神經系統的活動。On the other hand, when PI is negative, it shows that the number of heartbeats is decreasing. The reduction in heart rate shows that the activity of the parasympathetic nervous system is superior to that of the sympathetic nervous system.

為了算出音調值與熵值,PI會在一定時間之間被計測(取得N(整數)個PI值)。該N個PI值會依階級而分類為M(整數)個。其結果,製作了如圖6所示之PI直方圖(PI次數分布)。In order to calculate the pitch value and the entropy value, PI is measured for a certain period of time (N (integer) PI values are obtained). The N PI values are classified into M (integer) numbers by class. As a result, a PI histogram (PI order distribution) as shown in FIG. 6 was created.

例如,階級i是0~1%的範圍。圖6所示之PI次數分布中,階級i的次數為fi。For example, class i is in the range of 0~1%. In the PI order distribution shown in FIG. 6, the order of class i is fi.

音調值T是PI次數分布中之PI的平均值。音調值T是利用數式(2)來算出。

Figure 02_image003
…數式(2)The pitch value T is the mean of the PIs in the PI order distribution. The pitch value T is calculated by the equation (2).
Figure 02_image003
...equation (2)

利用數式(2)所算出的音調值T顯示了心跳數之增減的平衡,並且,顯示了交感神經系統與副交感神經系統是以怎樣的平衡在活動。The pitch value T calculated by the equation (2) shows the balance of the increase and decrease of the heart rate, and also shows how the sympathetic nervous system and the parasympathetic nervous system are active in a balance.

熵值E是顯示PI次數分布中之分布的均一性的指標。熵值E是利用數式(3)來算出。

Figure 02_image005
…數式(3)The entropy value E is an index showing the uniformity of the distribution in the PI order distribution. The entropy value E is calculated by Equation (3).
Figure 02_image005
...equation (3)

此處,數式(3)內的p(i)是階級i的發生機率。發生機率p(i)是利用數式(4)來算出。

Figure 02_image007
…數式(4)Here, p(i) in Equation (3) is the probability of occurrence of class i. The occurrence probability p(i) is calculated by the equation (4).
Figure 02_image007
...equation (4)

此處,數式(4)內的fsum是所有階級之次數的合計。Here, fsum in the equation (4) is the sum of the degrees of all classes.

當利用數式(3)~(4)所算出的熵值E是相對較小的值時,PI次數分布會採取接近0之PI值的階級(在圖6的情況下為階級i、i-1)的次數相較於其他階級的次數顯著較大的分布(陡峭之山形狀的分布)。這種情況顯示了自律神經的活動弱,且心跳數幾乎沒有變化。另一方面,當熵值E是相對較大的值時,PI次數分布會採取各階級的次數大致均一的分布。亦即,R-R間隔的變化幅度大,且PI值的絕對值大。這種情況顯示了自律神經的活動很活潑,且心跳數正大幅變動。因此,熵值顯示了自律神經的活動的強弱。When the entropy value E calculated by the equations (3) to (4) is a relatively small value, the PI order distribution takes a class of a PI value close to 0 (in the case of Fig. 6, class i, i- 1) has a significantly larger distribution than the other classes (a distribution in the shape of a steep mountain). This condition shows weak autonomic nerve activity and little change in heart rate. On the other hand, when the entropy value E is a relatively large value, the PI order distribution takes a substantially uniform distribution of the order of each class. That is, the variation range of the R-R interval is large, and the absolute value of the PI value is large. This situation shows that the activity of the autonomic nervous system is very active, and the heart rate is changing greatly. Therefore, the entropy value shows the strength or weakness of the activity of the autonomic nervous system.

又,作為用以算出音調值與熵值所需的心跳波形中之R-R間隔RRI的代替品,亦可利用心跳數或脈搏數。這是由於,R-R間隔與心跳數或脈搏數處於對應關係。例如,當R-R間隔為1秒時,由於心臓的心室是一秒收縮一次,因此心跳數(每1分鐘)為60次。又,在沒有心律不整等疾病時,心跳數與脈搏數是相同的。因此,為了算出音調值或熵值,亦可利用心跳數或脈搏數。In addition, as a substitute for the R-R interval RRI in the heartbeat waveform required for calculating the pitch value and the entropy value, the heart rate or the pulse rate may be used. This is because the R-R interval corresponds to the heart rate or the pulse rate. For example, when the R-R interval is 1 second, since the heart's ventricle contracts once a second, the number of heartbeats (per minute) is 60. In addition, when there is no disease such as arrhythmia, the heart rate and the pulse rate are the same. Therefore, in order to calculate the pitch value or the entropy value, the heart rate or the pulse rate may also be used.

將這種以音調-熵法為根據的音調值T與熵值E使用於空調機之運轉控制的理由是由於,本發明之發明人發現音調值T與熵值E會如圖7所示地與空調機之作業人員的「冷暖感」對應。The reason why the pitch value T and the entropy value E based on the pitch-entropy method are used for the operation control of the air conditioner is that the inventors of the present invention found that the pitch value T and the entropy value E are as shown in FIG. 7 . It corresponds to the "warm feeling" of the operator of the air conditioner.

圖7是一邊的軸(縱軸)表示音調值T,另一邊的軸(横軸)表示熵值E的音調-熵圖。7 is a pitch-entropy diagram in which one axis (vertical axis) represents the pitch value T, and the other axis (horizontal axis) represents the entropy value E.

如圖7所示地,發明人實驗性地找到了與不會過熱也不會過冷的舒適冷暖感(例如在室溫18~28度之室內時的體感)對應之音調值與熵值的組合是存在的。亦即,在音調-熵圖中,找到了作業人員會感覺舒適的舒適區域As的存在。As shown in FIG. 7 , the inventors have experimentally found the pitch value and entropy value corresponding to the comfortable feeling of warmth and coldness (such as the somatosensory feeling in a room with a room temperature of 18-28 degrees) that is neither too hot nor too cold. combination exists. That is, in the pitch-entropy map, the presence of the comfort zone As in which the operator feels comfortable is found.

並且,如圖7所示地,發明人實驗性地找到了與過熱不舒適的冷暖感對應之音調值與熵值的組合,亦即音調-熵圖中的不舒適區域Ah(第1不舒適區域)。Furthermore, as shown in FIG. 7 , the inventors have experimentally found the combination of the pitch value and the entropy value corresponding to the feeling of overheating discomfort, that is, the discomfort area Ah (the first discomfort area in the pitch-entropy graph). area).

此外,如圖7所示地,發明人實驗性地找到了與過冷不舒適的冷暖感對應之音調值與熵值的組合,亦即音調-熵圖中的不舒適區域Ac(第2不舒適區域)。In addition, as shown in FIG. 7 , the inventors have experimentally found the combination of the pitch value and the entropy value corresponding to the feeling of coldness and discomfort of supercooling, that is, the discomfort area Ac in the pitch-entropy graph (the second no. comfort zone).

只要根據該等區域As、Ah、Ac,當音調值上升且熵值降低時,就可得知冷暖感正在上升。亦即,從音調值與熵值的變化,可得知因專注度的降低而使得冷暖感正在上升。As long as according to these areas As, Ah, and Ac, when the pitch value increases and the entropy value decreases, it can be known that the feeling of warmth and coldness is increasing. That is, from the changes in the pitch value and the entropy value, it can be known that the feeling of warmth and coldness is increasing due to the decrease in the degree of concentration.

回到圖3,位置檢測元件58是用以檢測空間R中之作業人員W的位置的元件。位置檢測元件58是例如紅外線感測器或圖像辨識裝置。當體溫檢測元件52為紅外線感測器時,亦可利用該紅外線感測器來作為位置檢測元件。或者,當體動檢測元件54為相機時,亦可利用該相機來作為圖像辨識裝置的相機。Returning to FIG. 3 , the position detection element 58 is an element for detecting the position of the worker W in the space R. As shown in FIG. The position detection element 58 is, for example, an infrared sensor or an image recognition device. When the body temperature detection element 52 is an infrared sensor, the infrared sensor can also be used as a position detection element. Alternatively, when the body motion detection element 54 is a camera, the camera can also be used as the camera of the image recognition device.

輸入元件60是用以供作業人員W操作資訊處理裝置50的元件,例如是具備觸控螢幕的遙控器。又,在本實施形態的情況下,輸入元件60是用以讓作業人員W選擇是否要設定「專注模式」的元件,前述「專注模式」是由空調機20執行使作業人員W的冷暖感降低的空調運轉(冷暖感降低運轉),以抑制專注度的降低。The input element 60 is an element for the operator W to operate the information processing device 50 , and is, for example, a remote controller with a touch screen. In addition, in the case of the present embodiment, the input element 60 is an element for allowing the operator W to select whether to set the “focus mode”, which is executed by the air conditioner 20 to reduce the feeling of warmth and coldness of the operator W. The air-conditioning operation (cooling and heating reduction operation) is performed to suppress the decrease in concentration.

如圖4所示地,資訊處理裝置50是藉由從體溫檢測元件52、體動檢測元件54、及心跳檢測元件56各自定期地接收訊號,以定期地取得作業人員W的體溫、體動、及心跳的資訊(生物體資訊)。資訊處理裝置50具備專注度推測部62(例如CPU藉由程式來作為專注度推測部而發揮功能),前述專注度推測部62會根據該取得之生物體資訊,來推測作業人員W之專注度。As shown in FIG. 4 , the information processing device 50 periodically obtains the body temperature, body movement, body temperature, etc. and heartbeat information (biological information). The information processing device 50 includes a concentration estimation unit 62 (for example, the CPU functions as a concentration estimation unit by a program), and the concentration estimation unit 62 estimates the concentration of the worker W based on the acquired biological information. .

在本實施形態的情況下,專注度推測部62會根據以體溫檢測元件52所檢測之體溫的變化率來推測專注度。例如,專注度推測部62會算出5分鐘內之檢測溫度的變化率。在5分鐘這段期間內,體溫檢測元件52的檢測溫度上升0.2度時,專注度推測部62會推測出作業人員W的專注度已降低。若在該推測後,在5分鐘這段期間內,檢測溫度降低0.1度時,專注度推測部62就會推測出專注度的降低實質上已停止。In the case of the present embodiment, the concentration degree estimation unit 62 estimates the concentration degree based on the change rate of the body temperature detected by the body temperature detection element 52 . For example, the concentration estimation unit 62 calculates the change rate of the detected temperature within 5 minutes. When the temperature detected by the body temperature detection element 52 rises by 0.2 degrees within a period of 5 minutes, the concentration estimation unit 62 estimates that the concentration of the worker W has decreased. After the estimation, when the detected temperature decreases by 0.1 degree within a period of 5 minutes, the concentration estimation unit 62 estimates that the decrease in concentration has substantially stopped.

又例如,在體溫檢測元件52的檢測溫度超過34度時,會推測出作業人員W的專注度已降低。若在該推測後,檢測溫度降低0.2度時,專注度推測部62就會推測出專注度的降低實質上已停止。For another example, when the temperature detected by the body temperature detection element 52 exceeds 34 degrees, it is estimated that the concentration of the worker W has decreased. After the estimation, when the detected temperature decreases by 0.2 degrees, the concentration degree estimation unit 62 estimates that the decrease in the concentration degree has substantially stopped.

又,專注度推測部62會根據以體動檢測元件54所檢測之體動的持續時間來推測專注度。例如,專注度推測部62會算出5分鐘內之體動的持續時間。當相較於前一個5分鐘內之體動的持續時間算出了1.2倍之持續時間的體動時,專注度推測部62會推測出專注度已降低。若在該推測後,相較於前一個5分鐘內之體動的持續時間算出了0.8倍之持續時間的體動時,專注度推測部62就會推測出專注度的降低實質上已停止。In addition, the concentration degree estimation unit 62 estimates the concentration degree based on the duration of the body movement detected by the body movement detection element 54 . For example, the concentration estimation unit 62 calculates the duration of the body movement within 5 minutes. The concentration estimation unit 62 estimates that the concentration has decreased when the body movement with a duration of 1.2 times the duration of the body movement in the previous 5 minutes is calculated. After this estimation, when the body movement of 0.8 times the duration of the body movement in the previous 5 minutes is calculated, the concentration estimation unit 62 estimates that the decrease in concentration has substantially stopped.

此外,專注度推測部62會根據以心跳檢測元件56所檢測之心跳的變化率來推測專注度。例如,專注度推測部62會根據5分鐘的心跳來算出每1分鐘的心跳數。當相較於前一個所算出之每1分鐘心跳數算出了1,2倍之每1分鐘的心跳數時,專注度推測部62會推測出專注度已降低。若在該推測後,相較於前一個所算出之每1分鐘心跳數算出了1.1倍之每1分鐘的心跳數時,專注度推測部62就會推測出專注度的降低實質上已停止。Further, the concentration degree estimation unit 62 estimates the concentration degree based on the change rate of the heartbeat detected by the heartbeat detection element 56 . For example, the concentration estimation unit 62 calculates the number of heartbeats per minute from the heartbeats of 5 minutes. When the number of heartbeats per minute is calculated to be 1 or 2 times the number of heartbeats per minute calculated previously, the concentration estimation unit 62 estimates that the concentration has decreased. After this estimation, the concentration estimation unit 62 estimates that the decrease in concentration has substantially stopped when the heart rate per minute is 1.1 times the previously calculated heart rate per minute.

而且,專注度推測部62還會根據以心跳檢測元件56所檢測之心跳來算出音調值及熵值,並根據該算出之音調值及熵值來推測專注度。例如,在5分鐘這段期間內,音調值增加為-0.8倍以上,且熵值減少為0.9倍以下時,專注度推測部62會推測出專注度已降低。若在該推測後,在5分鐘這段期間內,音調值減少為-1.2倍以下,且熵值增加為1.1倍以上時,專注度推測部62就會推測出專注度的降低實質上已停止。Further, the concentration degree estimation unit 62 calculates the pitch value and the entropy value from the heartbeat detected by the heartbeat detection element 56, and estimates the concentration degree based on the calculated pitch value and entropy value. For example, when the pitch value increases by -0.8 times or more and the entropy value decreases by 0.9 times or less in a period of 5 minutes, the concentration degree estimation unit 62 estimates that the concentration degree has decreased. After this estimation, if the pitch value decreases by a factor of -1.2 or less and the entropy value increases by a factor of 1.1 or more within a period of 5 minutes, the concentration estimation unit 62 estimates that the decrease in concentration has substantially stopped. .

如此地,專注度推測部62是根據作業人員W之複數個生物體資訊即體溫、體動、心跳、及音調值/熵值中的每一個,亦即,根據4個基準來推測作業人員W的專注度。在例如針對體溫、體動、心跳、及音調值/熵值全部都出現專注度降低的推測結果時,作為最終的推測結果,專注度推測部62會確定作業人員W的專注度正在降低。在該情況下,由於是以4個基準為根據的推測,因此專注度降低的推測精確度很高。In this way, the concentration estimation unit 62 estimates the worker W based on each of a plurality of pieces of biological information of the worker W, that is, body temperature, body motion, heartbeat, and pitch value/entropy value, that is, four criteria. of concentration. If, for example, the body temperature, body motion, heartbeat, and pitch value/entropy value are all estimated as lowering of concentration, the concentration estimation unit 62 determines that the concentration of the worker W is decreasing as the final estimation result. In this case, since the estimation is based on the four criteria, the estimation accuracy of the decrease in concentration is high.

另外,取而代之,當針對1個、或2個、或者3個生物體資訊各自出現專注度降低的推測結果時,亦可作為最終的推測結果,確定作業人員W的專注度正在降低。在該情況下,宜在1個、或2個、或者3個生物體資訊中包含體溫較佳。這是由於,以體溫為根據的專注度降低的推測,相較於其他的生物體資訊,精確度較高。Alternatively, when an estimation result that the degree of concentration is lowered for each of one, two, or three pieces of biological information appears, it can be determined that the degree of concentration of the operator W is decreasing as a final estimation result. In this case, it is preferable to include body temperature in one, two, or three pieces of biological information. This is because the estimation of the decrease in concentration based on body temperature is more accurate than other biological information.

資訊處理裝置50具備運轉條件算出部64(例如CPU藉由程式來作為運轉條件算出部而發揮功能),前述運轉條件算出部64會在藉由專注度推測部62推測(確定)出作業人員W的專注度正在降低時,算出用以抑制該專注度之進一步降低所需的運轉條件。The information processing device 50 includes an operation condition calculation unit 64 (for example, the CPU functions as an operation condition calculation unit by a program), and the operation condition calculation unit 64 estimates (determines) the worker W by the concentration estimation unit 62 . When the degree of concentration is decreasing, the operating conditions required to suppress further decrease in the degree of concentration are calculated.

運轉條件算出部64會在專注度推測部62推測(確定)專注度的降低時,算出用以降低因該專注度的降低而使得冷暖感上升之作業人員W的該冷暖感所需的運轉條件(冷暖感降低運轉條件)。When the concentration degree estimation unit 62 estimates (determines) a decrease in the concentration degree, the operation condition calculation unit 64 calculates the operation condition required to reduce the feeling of warmth and coldness of the worker W whose feeling of heat and cold is increased due to the decrease in the concentration degree. (Cooling sensation reduction operating conditions).

在本實施形態的情況下,為了使作業人員W的冷暖感降低,亦即為了感覺到熱的作業人員W,運轉條件算出部64會算出使空間R之溫度降低的運轉條件,來作為冷暖感降低運轉條件。根據該算出的冷暖感降低運轉條件,資訊處理裝置50會對空調機20,將與冷暖感降低運轉條件對應的控制訊號傳送至空調機20。In the case of the present embodiment, in order to reduce the feeling of cooling and heating of the worker W, that is, for the worker W who feels hot, the operating condition calculation unit 64 calculates the operating condition that reduces the temperature of the space R as the feeling of cooling and heating. Reduce operating conditions. The information processing device 50 transmits, to the air conditioner 20 , a control signal corresponding to the cooling sensation reduction operation condition to the air conditioner 20 based on the calculated cooling sensation reduction operation condition.

空調機20會根據前述控制訊號,來執行使空間R的溫度降低的運轉(冷暖感降低運轉)。藉由使空間R的溫度降低,作業人員W的冷暖感會降低,以抑制專注度進一步降低。另外,前述冷暖感降低運轉如上述地,會持續至專注度推測部62推測出專注度的降低實質上已停止為止。當冷暖感降低運轉結束後,空調機20會再度開始在冷暖感降低運轉即將開始前所執行的空調運轉。例如,當專注度推測部62推測出專注度的進一步降低實質上已停止時,資訊處理裝置50會對空調機20傳送控制訊號,以結束冷暖感降低運轉。The air conditioner 20 executes an operation for lowering the temperature of the space R (a feeling of cooling operation) based on the control signal. By lowering the temperature of the space R, the feeling of warmth and coldness of the worker W is lowered, and further reduction in the degree of concentration is suppressed. In addition, as mentioned above, the said cooling-warm feeling reduction operation is continued until the concentration degree estimation part 62 estimates that the reduction of the concentration degree has substantially stopped. After the cooling-warming feeling reduction operation is completed, the air conditioner 20 restarts the air-conditioning operation performed immediately before the cooling-warming feeling reduction operation is started. For example, when the concentration estimation unit 62 estimates that the further reduction of the concentration has substantially stopped, the information processing device 50 transmits a control signal to the air conditioner 20 to end the cooling and heating reduction operation.

另外,為了使作業人員W的冷暖感降低,運轉條件算出部64亦可算出調整空調機20之風向的運轉條件,來作為冷暖感降低運轉條件。In addition, in order to reduce the feeling of cooling of the worker W, the operation condition calculation unit 64 may calculate the operation condition for adjusting the wind direction of the air conditioner 20 as the operation condition for reducing the feeling of cooling.

為此,首先,要藉由位置檢測元件58來檢測空間R中之作業人員W的位置。在空調機20執行冷氣運轉的情況下,運轉條件算出部64會算出朝向作業人員W(檢測位置)積極送風的運轉條件,來作為冷暖感降低運轉條件。例如,算出經常地朝向作業人員W送風、或相較於其他位置以較長的時間朝向作業人員W送風的運轉條件。空調機20會根據該算出之冷暖感降低運轉條件來執行冷暖感降低運轉,藉此對因專注度的降低而使得冷暖感上升的作業人員W吹送冷風。其結果,作業人員W的冷暖感會降低,而可以抑制其專注度進一步降低。To this end, first, the position of the worker W in the space R is detected by the position detection element 58 . When the air conditioner 20 performs the cooling operation, the operation condition calculation unit 64 calculates the operation condition for actively blowing air toward the worker W (detection position) as the cooling sensation reduction operation condition. For example, the operating conditions in which the air is blown toward the worker W frequently, or the air is blown toward the worker W for a longer period of time than other positions, are calculated. The air conditioner 20 executes the cooling sensation reduction operation according to the calculated cooling sensation reduction operation condition, thereby blowing cool air to the worker W whose concentration degree is lowered and whose cooling sensation is increased. As a result, the feeling of warmth and coldness of the worker W is reduced, and further reduction in the degree of concentration can be suppressed.

另一方面,在空調機20執行暖氣運轉的情況下,運轉條件算出部64會算出限制對作業人員W(檢測位置)的送風的運轉條件,來作為冷暖感降低運轉條件。例如,算出不朝向作業人員W送風、或相較於其他位置以較短的時間朝向作業人員W送風的運轉條件。空調機20會根據該算出之冷暖感降低運轉條件來執行冷暖感降低運轉,藉此抑制對因專注度的降低而使得冷暖感上升的作業人員W吹送暖風。其結果,作業人員W的冷暖感會降低,而可以抑制其專注度進一步降低。On the other hand, when the air conditioner 20 performs the heating operation, the operation condition calculation unit 64 calculates an operation condition for restricting air supply to the worker W (detection position) as the cooling sensation reduction operation condition. For example, the operating conditions under which air is not blown toward the worker W, or air is blown toward the worker W in a shorter time than other positions, are calculated. The air conditioner 20 executes the cooling sensation reduction operation based on the calculated cooling sensation reduction operation conditions, thereby suppressing the blowing of warm air to the worker W whose concentration degree is lowered and whose cooling sensation is increased. As a result, the feeling of warmth and coldness of the worker W is reduced, and further reduction in the degree of concentration can be suppressed.

依作業人員W,會有因直接送風而使得專注度降低的情況。因此,亦可以將空調系統10構成為:在專注度降低時,作業人員W可透過輸入元件60來選擇是否執行直接送風。Depending on the worker W, the concentration may be lowered due to direct air supply. Therefore, the air conditioning system 10 may be configured such that when the concentration level is lowered, the operator W can select whether to perform direct ventilation through the input element 60 .

又,用以抑制冷暖感降低運轉下之作業人員W的專注度降低所需之空間R的溫度的降低幅度,宜根據即將開始冷暖感降低運轉前之空間R的溫度來決定較佳。例如,即將開始冷暖感降低運轉前的溫度越高,便使冷暖感降低運轉所造成之溫度的降低幅度越大。這是由於,若在開始前之溫度高的情況下小幅度地降低溫度,便會有作業人員W的冷暖感不降低的可能性。並且是由於,若在開始前之溫度低的情況下大幅度地降低溫度,作業人員W的冷暖感便會過度降低,反而會有專注度降低的可能性。Further, the temperature reduction range of the space R required to suppress the decrease in the concentration of the worker W during the cooling sensation reduction operation is preferably determined according to the temperature of the space R immediately before the cooling sensation reduction operation is started. For example, the higher the temperature immediately before the start of the cooling sensation reduction operation, the larger the temperature reduction range caused by the cooling and heating sensation reduction operation. This is because, when the temperature is high before the start, if the temperature is slightly lowered, there is a possibility that the feeling of cooling and heating of the worker W does not decrease. In addition, if the temperature is significantly lowered when the temperature is low before the start, the feeling of warmth and warmth of the worker W is excessively lowered, and conversely, the concentration may be lowered.

此外,針對用以抑制冷暖感降低運轉下之作業人員W的專注度降低所需之空間R的溫度的降低,其降低速度以較慢為佳,並且階段性地降低亦可。這是由於,一旦空間R的溫度急遽變化,反而會有作業人員W的專注度降低的可能性。因此,溫度變化宜以作業人員不會發覺的方式來進行較佳。In addition, the temperature of the space R required for suppressing the reduction in the concentration of the worker W during the cooling-warming reduction operation is preferably lowered slowly, and may be lowered in stages. This is because, if the temperature of the space R changes abruptly, the concentration of the worker W may be lowered. Therefore, the temperature change should preferably be carried out in a manner that the operator does not notice.

由此開始,針對用以抑制作業人員W的專注度降低之空調系統10的動作的流程之一例,一邊參照圖8所示之流程圖,一邊進行說明。From this, an example of the flow of the operation of the air-conditioning system 10 for suppressing the decrease in the concentration of the worker W will be described with reference to the flowchart shown in FIG. 8 .

圖8的流程圖所示之空調機的動作是在作業人員W透過輸入元件60來設定由空調機20執行用以抑制專注度降低之冷暖感降低運轉的「專注模式」後才會開始。The operation of the air conditioner shown in the flowchart of FIG. 8 is not started until the operator W sets through the input device 60 the “concentration mode” in which the air conditioner 20 performs the cooling-warming-feeling-reducing operation to suppress the decrease in concentration.

首先,在步驟S100中,空調系統10會取得作業人員W的生物體資訊。在本實施形態的情況下,是透過體溫檢測元件52、體動檢測元件54、及心跳檢測元件56來取得作業人員W的體溫、體動、心跳、及音調值/熵值。First, in step S100, the air-conditioning system 10 acquires the biological information of the worker W. As shown in FIG. In the case of the present embodiment, the body temperature, body motion, heartbeat, and pitch value/entropy value of the worker W are acquired through the body temperature detection element 52 , the body motion detection element 54 , and the heartbeat detection element 56 .

其次,在步驟S110中,空調系統10(其資訊處理裝置50的專注度推測部62)會根據在步驟S110所取得之生物體資訊,來推測作業人員W的專注度。Next, in step S110, the air conditioning system 10 (the concentration estimation unit 62 of the information processing device 50) estimates the concentration of the operator W based on the biological information acquired in step S110.

接著,在步驟120中,會判定步驟S110中之專注度的推測結果是否為專注度降低。若為專注度降低,則前進至下一個步驟S130。若不是,則跳至步驟S190。Next, in step 120, it is determined whether or not the degree of concentration estimated in step S110 is a decrease in the degree of concentration. If the degree of concentration is lowered, the process proceeds to the next step S130. If not, go to step S190.

當在步驟S120判定出專注度降低時,在步驟S130中,空調系統10(其資訊處理裝置50的運轉條件算出部64)會算出抑制專注度進一步降低的冷暖感降低運轉條件。When it is determined in step S120 that the degree of concentration has decreased, in step S130, the air conditioning system 10 (the operation condition calculation unit 64 of the information processing device 50 thereof) calculates a cooling-warming feeling reduction operation condition that suppresses further reduction in the degree of concentration.

在步驟S140中,空調系統10的空調機20會根據在步驟S130所算出之冷暖感降低運轉條件,來執行抑制專注度進一步降低的冷暖感降低運轉。In step S140, the air conditioner 20 of the air-conditioning system 10 executes the cooling sensation reduction operation in which the concentration degree is suppressed from being further lowered according to the cooling sensation reduction operation condition calculated in step S130.

在步驟S150中,空調系統10會取得作業人員W的生物體資訊。並且,在步驟S160中,會推測專注度。該等步驟是用以確認專注度的降低是否已藉由冷暖感降低運轉而實質上已停止的步驟。In step S150, the air conditioning system 10 acquires the biological information of the worker W. Then, in step S160, the degree of concentration is estimated. These steps are steps for confirming whether or not the reduction in the degree of concentration has been substantially stopped by the cooling-warming reduction operation.

在步驟S170中,會判定專注度的降低是否已藉由空調機20的冷暖感降低運轉而實質上已停止。當專注度的降低實質上已停止時,前進至步驟S180。若不是,則回到步驟S150。In step S170, it is determined whether or not the reduction in the degree of concentration has been substantially stopped by the cooling-warming reduction operation of the air conditioner 20. When the decrease in concentration has substantially stopped, the process proceeds to step S180. If not, go back to step S150.

當在步驟S170判定出專注度的降低實質上已停止時,在步驟S180中,空調機20的冷暖感降低運轉會結束。然號,回到冷暖感降低運轉前的運轉。When it is determined in step S170 that the reduction in the degree of concentration has substantially stopped, in step S180, the cooling-warming sensation reducing operation of the air conditioner 20 ends. However, it returns to the operation before the cooling and heating reduction operation.

在步驟S190中,會判定專注模式的設定是否已被作業人員W解除。若專注模式的設定已被解除,圖8所示之一系列的動作便會結束。若專注模式的設定尚未被解除,則回到步驟S100。In step S190, it is determined whether or not the setting of the concentration mode has been released by the operator W. If the setting of the concentration mode has been released, a series of actions shown in FIG. 8 will end. If the setting of the concentration mode has not been canceled, the process returns to step S100.

以上,根據本實施形態,可以控制作業人員所存在之空間的環境,以抑制該作業人員對作業之專注度的降低。As described above, according to the present embodiment, it is possible to control the environment of the space where the worker exists, and to suppress the decrease in the worker's concentration on the work.

以上,雖然列舉上述之實施形態來說明了本發明,但本發明並不限定於上述之實施形態。In the above, the present invention has been described with reference to the above-mentioned embodiments, but the present invention is not limited to the above-mentioned embodiments.

例如,在上述之實施形態的情況下,為了使專注度已降低之(冷暖感已因此而上升)作業人員的冷暖感降低,空調系統10會使作業人員W所存在之空間R的溫度下降。然而,本發明的實施形態並不受限於此。例如,為了使作業人員的冷暖感降低,除了空間之溫度降低以外或取而代之,使空間之濕度降低亦可。並且,當空調機在冷氣運轉中時,使送風的風量增加,另一方面,當在暖氣運轉中時,使風量減少亦可。For example, in the case of the above-described embodiment, the air conditioning system 10 lowers the temperature of the space R where the worker W exists in order to reduce the worker's feeling of cooling and heating whose concentration has been lowered (the feeling of cooling and warmth has been increased accordingly). However, embodiments of the present invention are not limited to this. For example, in order to reduce a worker's feeling of warmth or coldness, the humidity of the space may be reduced in addition to or instead of the temperature of the space. In addition, when the air conditioner is in the cooling operation, the air volume of the blowing air may be increased, and on the other hand, when the air conditioner is in the heating operation, the air volume may be decreased.

又,在上述之實施形態的情況下,為了推測作業人員W的專注度,是取得體溫、體動、心跳、及音調值/熵值,來作為作業人員W的生物體資訊。然而,本發明的實施形態並不受限於此。亦即,只要是會因專注度的降低而變化的生物體資訊即可。Moreover, in the case of the above-mentioned embodiment, in order to estimate the concentration of the worker W, the body temperature, body motion, heartbeat, and pitch value/entropy value are acquired as the biological information of the worker W. However, embodiments of the present invention are not limited to this. That is, as long as it is biological information that changes due to a decrease in concentration.

此外,在上述之實施形態的情況下,體溫檢測元件52、體動檢測元件54、及心跳檢測元件56等之空調系統10的資訊取得部、專注度推測部62、及運轉條件算出部64,是設置於資訊處理裝置50。然而,本發明的實施形態並不受限於此。In addition, in the case of the above-described embodiment, the information acquisition unit, the concentration estimation unit 62, and the operation condition calculation unit 64 of the air conditioning system 10 such as the body temperature detection element 52, the body motion detection element 54, and the heartbeat detection element 56, It is installed in the information processing device 50 . However, embodiments of the present invention are not limited to this.

例如,資訊處理裝置,亦即生物體資訊取得部、專注度推測部、及運轉條件算出部亦可設置於空調機。藉此,空調系統整體會被組入空調機,使得空調系統會小型化。並且,由於空調機設置於天花板附近的高處,因此若將生物體資訊取得部設置於該空調機,則相較於設置於空間中之其他位置(低處)的情況,生物體資訊取得部可以更確實地取得作業人員的生物體資訊。For example, the information processing device, that is, the biological information acquisition unit, the concentration estimation unit, and the operation condition calculation unit may be installed in the air conditioner. As a result, the entire air conditioning system is integrated into the air conditioner, so that the air conditioning system can be miniaturized. Furthermore, since the air conditioner is installed in a high place near the ceiling, if the biometric information acquisition unit is installed in the air conditioner, the biometric information acquisition unit will The biological information of the operator can be obtained more reliably.

又,空調系統具有與空調機連接的伺服器,且由該伺服器作為專注度推測部及運轉條件算出部而發揮功能亦可。在高精度地進行專注度之推測的情況、或細密地算出運轉條件的情況下,專注度推測部與運轉條件算出部會需要高度的運算處理。在該情況下,宜由運算處理能力優異的伺服器作為專注度推測部與運轉條件算出部而發揮功能較佳。此時,生物體資訊取得部是設置於作業人員所存在之空間內或空調機,伺服器則是設置於空間外部。而且,伺服器可通訊地連接於空調機與生物體資訊取得部。Moreover, the air conditioning system may have a server connected to the air conditioner, and the server may function as a concentration estimation unit and an operation condition calculation unit. When estimating the degree of concentration with high accuracy, or when calculating the operating conditions finely, the degree of concentration estimating unit and the operating condition calculating unit require a high degree of arithmetic processing. In this case, it is preferable that a server with excellent arithmetic processing capability functions as the concentration estimation unit and the operation condition calculation unit. In this case, the biometric information acquisition unit is installed in the space where the operator exists or the air conditioner, and the server is installed outside the space. Furthermore, the server is connected to the air conditioner and the biological information acquisition unit in a communicative manner.

更進一步地,如圖3所示,當供作業人員W使用於作業的作業工具WT是例如筆記型電腦等之具備運算處理能力的工具時,由作業工具作為專注度推測部及運轉條件算出部而發揮功能亦可。此時,生物體資訊取得部會作為外部裝置而連接於作業工具,或是組入作業工具。並且,作業工具是構成為可與空調機通訊。藉此,生物體資訊取得部會被配置於作業人員的附近,作為其結果,可以高精度地取得作業人員的生物體資訊。 亦即,本發明之實施形態的空調系統廣義地來說,是進行作業人員所存在之空間的空調控制的空調系統,具有:空調機,執行對前述空間之空調運轉;生物體資訊取得部,取得前述作業人員的生物體資訊;專注度推測部,根據以前述生物體資訊取得部所取得之生物體資訊,推測前述作業人員對作業的專注度;及運轉條件算出部,算出前述空調機之空調運轉的運轉條件,又,前述運轉條件算出部是構成為:在前述專注度推測部推測出專注度之降低時,會算出冷暖感降低運轉條件,來作為前述運轉條件,前述冷暖感降低運轉條件是使前述空調機執行讓前述作業人員之冷暖感降低的冷暖感降低運轉的條件。Furthermore, as shown in FIG. 3 , when the work tool WT used by the worker W for work is a tool having computing processing capabilities such as a notebook computer, the work tool is used as the concentration estimation unit and the operation condition calculation unit. And it can function. In this case, the biological information acquisition unit is connected to the work tool as an external device, or is incorporated in the work tool. In addition, the work tool is configured to be able to communicate with the air conditioner. Thereby, the biometric information acquisition unit is arranged in the vicinity of the worker, and as a result, the biometric information of the worker can be acquired with high accuracy. That is, the air-conditioning system according to the embodiment of the present invention is, broadly speaking, an air-conditioning system that performs air-conditioning control of a space in which a worker is present, and includes an air conditioner that performs air-conditioning operation for the space, and a biometric information acquisition unit that performs an air-conditioning operation. Obtains the biological information of the worker; the concentration estimation unit estimates the concentration of the worker on the work based on the biological information obtained by the biological information obtaining unit; and the operating condition calculation unit calculates the degree of concentration of the air conditioner. An operating condition for air-conditioning operation, and the operating condition calculating unit is configured to calculate a cooling-warming-feeling-reducing operation condition as the operating condition when the concentration-degree estimating unit estimates a decrease in the degree of concentration, and the cooling-warming feeling-reducing operation The condition is a condition for causing the air conditioner to perform a cooling-warming-feeling-reducing operation that reduces the feeling of cooling and heating of the worker.

只要是進行作業人員所存在之空間的空調控制的空調系統,皆可適用本發明。The present invention can be applied to any air-conditioning system that performs air-conditioning control of a space where workers are present.

10‧‧‧空調系統 20‧‧‧空調機 50‧‧‧資訊處理裝置 52‧‧‧體溫檢測元件 54‧‧‧體動檢測元件 56‧‧‧心跳檢測元件 58‧‧‧位置檢測元件 60‧‧‧輸入元件 62‧‧‧專注度推測部 64‧‧‧運轉條件算出部 Ac‧‧‧不舒適區域(第2不舒適區域) Ah‧‧‧不舒適區域(第1不舒適區域) As‧‧‧舒適區域 R‧‧‧空間 S100~S190‧‧‧步驟 W‧‧‧作業人員 WT‧‧‧作業工具10‧‧‧Air conditioning system 20‧‧‧Air conditioner 50‧‧‧Information processing device 52‧‧‧Body temperature detection element 54‧‧‧ Body Motion Detection Element 56‧‧‧Heartbeat detection element 58‧‧‧Position detection element 60‧‧‧Input Components 62‧‧‧Concentration Estimation Department 64‧‧‧Operating Condition Calculation Section Ac‧‧‧Discomfort Zone (Second Discomfort Zone) Ah‧‧‧Discomfort zone (1st uncomfortable zone) As‧‧‧Comfort zone R‧‧‧Space S100~S190‧‧‧Steps W‧‧‧Workers WT‧‧‧Working Tools

圖1是顯示舒適室溫下與不舒適室溫下的作業人員的專注度的圖。 圖2是顯示作業人員之冷暖感與專注度的關係的圖。 圖3是本發明之一實施形態之空調系統的概略圖。 圖4是空調系統的方塊圖。 圖5是顯示一例之心跳波形的圖。 圖6是顯示一例之PI次數分布(frequency distribution)的圖。 圖7是顯示音調-熵圖(tone-entropy map)的圖。 圖8是顯示空調系統的動作的流程之一例的流程圖。FIG. 1 is a graph showing the concentration of workers in a comfortable room temperature and an uncomfortable room temperature. FIG. 2 is a graph showing the relationship between the worker's sense of warmth and concentration and the degree of concentration. Fig. 3 is a schematic diagram of an air-conditioning system according to an embodiment of the present invention. 4 is a block diagram of an air conditioning system. FIG. 5 is a diagram showing an example of a heartbeat waveform. FIG. 6 is a diagram showing an example of the frequency distribution of PI. FIG. 7 is a diagram showing a tone-entropy map. FIG. 8 is a flowchart showing an example of the flow of the operation of the air-conditioning system.

10‧‧‧空調系統 10‧‧‧Air conditioning system

20‧‧‧空調機 20‧‧‧Air conditioner

50‧‧‧資訊處理裝置 50‧‧‧Information processing device

52‧‧‧體溫檢測元件 52‧‧‧Body temperature detection element

54‧‧‧體動檢測元件 54‧‧‧ Body Motion Detection Element

56‧‧‧心跳檢測元件 56‧‧‧Heartbeat detection element

58‧‧‧位置檢測元件 58‧‧‧Position detection element

60‧‧‧輸入元件 60‧‧‧Input Components

R‧‧‧空間 R‧‧‧Space

W‧‧‧作業人員 W‧‧‧Workers

WT‧‧‧作業工具 WT‧‧‧Working Tools

Claims (14)

一種空調系統,是進行作業人員所存在之空間的空調控制的空調系統,具有:空調機,執行對前述空間之空調運轉;生物體資訊取得部,取得前述作業人員的生物體資訊;專注度推測部,根據以前述生物體資訊取得部所取得之生物體資訊,推測前述作業人員對作業的專注度;及運轉條件算出部,算出前述空調機之空調運轉的運轉條件,又,前述運轉條件算出部是構成為:在前述專注度推測部推測出專注度之降低時,會算出冷暖感降低運轉條件,來作為前述運轉條件,前述冷暖感降低運轉條件是使前述空調機執行讓前述作業人員之冷暖感降低的冷暖感降低運轉的條件,前述生物體資訊取得部包含:心跳檢測元件,檢測前述作業人員之心跳,又,前述專注度推測部會根據以前述心跳檢測元件所檢測之心跳而算出音調(Tone)值及熵(Entropy)值,並根據該算出之音調值及熵值來推測專注度。 An air-conditioning system is an air-conditioning system for performing air-conditioning control of a space where an operator exists, comprising: an air conditioner that performs air-conditioning operation for the space; a biological information acquisition unit that acquires biological information of the operator; concentration estimation a unit for estimating the degree of concentration of the worker on the work based on the biological information acquired by the biological information acquisition unit; and an operating condition calculation unit for calculating the operating conditions for the air-conditioning operation of the air conditioner, and calculating the operating conditions The unit is configured such that when the concentration estimating unit estimates a decrease in the concentration, it calculates a cooling-warming-feeling-reducing operation condition as the operating condition, and the cooling-warming feeling-reducing operation condition is to cause the air conditioner to perform the operation that allows the operator to perform the operation. The condition of the cold-warm feeling-reduced operation in which the thermal sensation is reduced, the bio-information acquisition unit includes a heartbeat detection element that detects the heartbeat of the worker, and the concentration estimation unit calculates based on the heartbeat detected by the heartbeat detection element The tone value and the entropy value are used to estimate the degree of concentration based on the calculated tone value and entropy value. 如請求項1之空調系統,其在前述專注度推測部推測出專注度之降低停止時,前述空調機的空調運轉會恢復到即將開始前述冷暖感降低運轉前所執行的空調運轉。 The air conditioning system of claim 1, wherein when the concentration estimation unit estimates that the concentration reduction has stopped, the air conditioning operation of the air conditioner is restored to the air conditioning operation performed immediately before the cooling sensation reduction operation is started. 如請求項1之空調系統,其中前述運轉條件算出部會算出使前述空調機降低前述空間之溫度的運轉條件,來作為前述冷暖感降低運轉條件。 The air-conditioning system according to claim 1, wherein the operation condition calculation unit calculates an operation condition for lowering the temperature of the space by the air conditioner as the cooling-warming-feeling-reducing operation condition. 如請求項3之空調系統,其中前述運轉條件算出部會算出即將開始前述冷暖感降低運轉前的前述空間之溫度越高,便越使空調機大幅度地降低前述空間之溫度的運轉條件,來作為前述冷暖感降低運轉條件。 The air-conditioning system according to claim 3, wherein the operating condition calculating unit calculates the operating conditions under which the air conditioner significantly lowers the temperature of the space as the temperature of the space immediately before the start of the cooling-warming-feeling-reducing operation is increased. As the above-mentioned cooling sensation reduction operating conditions. 如請求項3之空調系統,其中前述運轉條件算出部會算出使前述空調機階段性地降低前述空間之溫度的運轉條件,來作為前述冷暖感降低運轉條件。 The air-conditioning system according to claim 3, wherein the operation condition calculating unit calculates an operation condition for reducing the temperature of the space stepwise by the air conditioner as the cooling-warming-feeling-reducing operation condition. 如請求項1之空調系統,其具有:輸入部,用以供前述作業人員選擇是否執行前述冷暖感降低運轉,又,當選擇執行前述冷暖感降低運轉時,若以前述專注度推測部所推測之專注度有降低,前述運轉條件算出部便會算出前述冷暖感降低運轉條件。 The air-conditioning system according to claim 1, comprising: an input unit for the operator to select whether or not to perform the cooling/warming sensation reducing operation, and further, when the cooling/warming sensation reducing operation is selected to be performed, if the concentration estimation unit estimates If the degree of concentration decreases, the operating condition calculating unit calculates the operating condition for reducing the feeling of cooling. 如請求項1之空調系統,其具有:位置檢測元件,檢測前述作業人員之位置,又,前述空調機可選擇地執行暖氣運轉及冷氣運轉,且,若以前述專注度推測部所推測之專注度有降低,前述運轉條件算出部便會算出在暖氣運轉中限制對前述作業人員的送風,並在冷氣運轉中優先對前述作業人員的送風的運轉條件。 The air-conditioning system according to claim 1, comprising: a position detection element for detecting the position of the worker, and the air conditioner can selectively perform heating operation and cooling operation, and if the concentration estimated by the concentration estimation unit is used If the temperature decreases, the operation condition calculation unit calculates an operation condition under which air supply to the worker is restricted during heating operation, and air supply to the worker is prioritized during cooling operation. 如請求項1之空調系統,其中前述生物體 資訊取得部包含:體動檢測元件,檢測前述作業人員之體動,又,前述專注度推測部會根據以前述體動檢測元件所檢測之前述體動的持續時間來推測專注度。 The air conditioning system of claim 1, wherein the aforementioned organism The information acquisition unit includes a body motion detection element for detecting the body motion of the worker, and the concentration degree estimation unit estimates the concentration degree based on the duration of the body motion detected by the body motion detection element. 如請求項1之空調系統,其中前述生物體資訊取得部包含:體溫檢測元件,檢測前述作業人員之體溫,又,前述專注度推測部會根據以前述體溫檢測元件所檢測之體溫的變化率來推測專注度。 The air-conditioning system of claim 1, wherein the biometric information acquisition unit includes a body temperature detection element for detecting the body temperature of the worker, and the concentration estimation unit determines the rate of change of the body temperature detected by the body temperature detection element. Speculate focus. 如請求項1之空調系統,其中前述專注度推測部會根據以前述心跳檢測元件所檢測之心跳的變化率來推測專注度。 The air conditioning system of claim 1, wherein the concentration degree estimation unit estimates the concentration degree according to the change rate of the heartbeat detected by the heartbeat detection element. 如請求項1之空調系統,其中前述生物體資訊取得部設置於前述空調機。 The air-conditioning system according to claim 1, wherein the biological information acquisition unit is provided in the air conditioner. 如請求項11之空調系統,其中前述專注度推測部及前述運轉條件算出部設置於前述空調機。 The air conditioning system according to claim 11, wherein the concentration degree estimation unit and the operation condition calculation unit are provided in the air conditioner. 如請求項1之空調系統,其具有:伺服器,連接於前述空調機與前述生物體資訊取得部,又,前述伺服器會作為前述專注度推測部及前述運轉條件算出部而發揮功能。 The air conditioning system according to claim 1, comprising: a server connected to the air conditioner and the biometric information acquisition unit, and the server functioning as the concentration estimation unit and the operation condition calculation unit. 如請求項1之空調系統,其具有:作業工具,供前述作業人員使用於作業,又,前述作業工具具備前述生物體資訊取得部,並且 會作為前述專注度推測部及前述運轉條件算出部而發揮功能。 The air-conditioning system according to claim 1, comprising: a work tool for the operator to use for work, and the work tool is provided with the biological information acquisition unit, and It functions as the concentration estimation unit and the operation condition calculation unit.
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