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Design Discussion of a Wireless Fire Alarm System Based on Data Fusion Technology 被引量:1
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作者 Qun Wu Jinyang Wu 《Journal of Electronic Research and Application》 2025年第2期58-64,共7页
This article explores the design of a wireless fire alarm system supported by advanced data fusion technology.It includes discussions on the basic design ideas of the wireless fire alarm system,hardware design analysi... This article explores the design of a wireless fire alarm system supported by advanced data fusion technology.It includes discussions on the basic design ideas of the wireless fire alarm system,hardware design analysis,software design analysis,and simulation analysis,all supported by data fusion technology.Hopefully,this analysis can provide some reference for the rational application of data fusion technology to meet the actual design and application requirements of the system. 展开更多
关键词 Data fusion technology Fire alarm system Wireless alarm Hardware design Software design
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How nestlings of Oriental Reed Warbler respond to adult alarm calls
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作者 Jiaojiao Wang Yongrui Feng +3 位作者 Laikun Ma Longwu Wang Canchao Yang Jianhua Hou 《Avian Research》 2025年第3期389-396,共8页
Avian alarm calls mediate defenses against brood parasites and predators. These calls facilitate communication among adults and alert nestlings to potential danger. While heterospecific call recognition has been exten... Avian alarm calls mediate defenses against brood parasites and predators. These calls facilitate communication among adults and alert nestlings to potential danger. While heterospecific call recognition has been extensively studied in adult birds, nestlings—lacking direct predation experience and heterospecific alarm exposure—represent an ideal system to investigate the response to interspecific warning cues. This study explored the recognition capabilities of 5–6-day-old nestlings in Oriental Reed Warbler (Acrocephalus orientalis), a common host of the Common Cuckoo (Cuculus canorus). We exposed the nestlings to playbacks of alarm calls directed at parasites and raptors from conspecific, Vinous-throated Parrotbill (Sinosuthora webbiana, sympatric species), Isabelline Shrike (Lanius isabellinus, allopatric species) and Common Tailorbird (Orthotomus sutorius, allopatric species) adults. Results indicated that there was no significant difference in the responses of nestlings to the alarm calls of conspecific and allopatric adults directed at cuckoos and sparrowhawks. In addition, interestingly, nestlings significantly reduced their begging in response to conspecific and unfamiliar allopatric Isabelline Shrike and Common Tailorbird alarm calls but exhibited a weak response to the sympatric Vinous-throated Parrotbill. Whether older warbler nestlings with more social experience exhibit stronger responses to the alarm calls of Vinous-throated Parrotbill adults requires further investigation. 展开更多
关键词 alarm call Altricial nestling Oriental Reed Warbler PARASITE PREDATOR
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Costly calling:Marmots who alarm call at higher rates are less likely to survive the summer and live shorter lives
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作者 Daniel T.Blumstein Katie A.Adler Jazmine Uy 《Current Zoology》 2025年第4期425-431,共7页
Emitting alarm calls may be costly,but few studies have asked whether calling increases a caller’s risk of predation and survival.Since observing animals calling and being killed is relatively rare,we capitalized on ... Emitting alarm calls may be costly,but few studies have asked whether calling increases a caller’s risk of predation and survival.Since observing animals calling and being killed is relatively rare,we capitalized on over 24,000 h of observations of marmot colonies and asked whether variation in the rate that yellow-bellied marmots(Marmota faviventer)alarm called was associated with the probability of summer mortality,a proxy for predation.Using a generalized mixed model that controlled for factors that infuenced the likelihood of survival,we found that marmots who called at higher rates were substantially more likely to die over the summer.Because virtually all summer mortality is due to predation,these results suggest that calling is indeed costly for marmots.Additionally,the results from a Cox survival analysis showed that marmots that called more lived signifcantly shorter lives.Prior studies have shown that marmots reduce the risk by emitting calls only when close to their burrows,but this newly quantifed survival cost suggests a constraint on eliminating risks.Quantifying the cost of alarm calling using a similar approach in other systems will help us better understand its true costs,which is an essential value for theoretical models of calling and social behavior. 展开更多
关键词 alarm calling predator deterrence PREDATION LONGEVITY
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Sparrowhawk imitation or convergent alarm signal?A new hypothesis for bubbling call of cuckoos with empirical testing
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作者 Huisheng Wang Xiangyang Chen +2 位作者 Jiaojiao Wang Laikun Ma Canchao Yang 《Current Zoology》 2025年第4期449-455,共7页
Alarm calls in bird vocalizations serve as acoustic signals announcing danger.Owing to the convergent evolution of alarm calls,some bird species can beneft from eavesdropping on certain parameters of alarm calls of ot... Alarm calls in bird vocalizations serve as acoustic signals announcing danger.Owing to the convergent evolution of alarm calls,some bird species can beneft from eavesdropping on certain parameters of alarm calls of other species.Vocal mimicry,displayed by many bird species,aids defense against predators and may help brood parasites during parasitism.In the coevolutionary dynamics between brood parasites,such as the common cuckoo(Cuculus canorus),and their hosts,female cuckoo vocalizations can induce hosts to leave the nest,increasing the probability of successful parasitism and reducing the risk of host attacks.Such cuckoo calls were thought to mimic those of the sparrowhawk.However,owing to their similarity to alarm calls,we propose a new hypothesis:Female cuckoos cheat their hosts by mimicking the parameters of the host alarm call.In this study,we tested this new hypothesis and the sparrowhawk mimicry hypothesis simultaneously by manipulating the syllable rate in male and female common cuckoo vocalizations and playing them in front of the host Oriental reed warbler(Acrocephalus orientalis)for examination.The results indicate that similar to a normal female cuckoo call,a female call with a reduced syllable rate prompted the hosts to leave their nests more frequently and rapidly than male cuckoo calls.Additionally,the male cuckoo calls with increased syllable rate did not prompt the host to leave their nests more frequently or quickly compared with the male cuckoo calls with a normal syllable rate.Our results further confrm that female common cuckoos mimic the vocalizations of Eurasian sparrowhawks(Accipiter nisus),reveal the function mechanisms underlying such mimicry,and support the theory of imperfect mimicry. 展开更多
关键词 acoustic mimicry anti-parasite strategy avian brood parasitism convergent alarm call syllable rate
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Multi-task multi-level alarm of long-span railway bridge monitoring systems via excitation-response indicators cross-cooperation
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作者 Bin Chen Jinlu Yang +1 位作者 Hanwei Zhao Mancheng Lu 《High-Speed Railway》 2025年第4期261-266,共6页
There are multiple types of risks involved in the service of long-span railway bridges.Classical methods are difficult to provide targeted alarm information according to different situations of load anomalies and stru... There are multiple types of risks involved in the service of long-span railway bridges.Classical methods are difficult to provide targeted alarm information according to different situations of load anomalies and structural anomalies.To accurately alarm different risks of long-span railway bridges by structural health monitoring systems,this paper proposes a cross-cooperative alarm method using principal and secondary indicators during high-wind periods.It provides the prior criterion for monitoring systems under special conditions,defining the principal and secondary indicators,alarm levels,and thresholds based on the relationship between dynamic equilibrium equations and multiple linear regression analysis.Analysis of one-year monitoring data from a longspan railway cable-stayed bridge shows that the 10-min average cross-bridge wind speed(excitation indicator)can be selected as the principal indicator,while lateral displacement(response indicator)can serve as the secondary indicator.The threshold levels of the secondary indicator prioritize the safety of bridge operation(mainly aiming at the safety of trains traversing bridges),with values significantly lower than structural safety thresholds.This approach enhances alarm timeliness and effectively distinguishes between load anomalies,structural anomalies,and equipment failures.Consequently,it improves alarm accuracy and provides timely decision support for bridge maintenance,train traversing,and emergency treatment. 展开更多
关键词 Structural health monitoring Long-span bridges Special-wind events Multiple indicators Anomaly alarm
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Feature extraction and damage alarming using time series analysis 被引量:4
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作者 刘毅 李爱群 +1 位作者 费庆国 丁幼亮 《Journal of Southeast University(English Edition)》 EI CAS 2007年第1期86-91,共6页
Aiming at the problem of on-line damage diagnosis in structural health monitoring (SHM), an algorithm of feature extraction and damage alarming based on auto-regressive moving-average (ARMA) time series analysis i... Aiming at the problem of on-line damage diagnosis in structural health monitoring (SHM), an algorithm of feature extraction and damage alarming based on auto-regressive moving-average (ARMA) time series analysis is presented. The monitoring data were first modeled as ARMA models, while a principalcomponent matrix derived from the AR coefficients of these models was utilized to establish the Mahalanobisdistance criterion functions. Then, a new damage-sensitive feature index DDSF is proposed. A hypothesis test involving the t-test method is further applied to obtain a decision of damage alarming as the mean value of DDSF had significantly changed after damage. The numerical results of a three-span-girder model shows that the defined index is sensitive to subtle structural damage, and the proposed algorithm can be applied to the on-line damage alarming in SHM. 展开更多
关键词 feature extraction damage alarming time series analysis structural health monitoring
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Theoretical research on structural damage alarming of long-span bridges using wavelet packet analysis 被引量:5
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作者 丁幼亮 李爱群 缪长青 《Journal of Southeast University(English Edition)》 EI CAS 2005年第4期459-462,共4页
The state equation and observation equation of the structural dynamic systems under various analysis scales are derived based on wavelet packet analysis. The time-frequency properties of structural dynamic response un... The state equation and observation equation of the structural dynamic systems under various analysis scales are derived based on wavelet packet analysis. The time-frequency properties of structural dynamic response under various scales are further formulated. The theoretical analysis results reveal that the wavelet packet energy spectrum (WPES) obtained from wavelet packet decomposition of structural dynamic response will detect the presence of structural damage. The sensitivity analysis of the WPES to structural damage and measurement noise is also performed. The transfer properties of the structural system matrix and the observation noise under various analysis scales are formulated, which verify the damage alarming reliability using the proposed WPES with preferable damage sensitivity and noise robusticity. 展开更多
关键词 structural damage alarming wavelet packet analysis wavelet packet energy spectrum long-span bridge
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费森4008B血透机Flow alarm故障维修 被引量:6
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作者 王海鸣 《医疗卫生装备》 CAS 2008年第7期117-118,共2页
1故障现象 机器运行过程中电导度不稳定,上下漂移且出现Flow alarm报警。
关键词 4008B血透机 故障维修 alarm报警 故障现象 电导度
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Multitask Data Processing in a Wireless Alarm System
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作者 刘杰 韩月秋 宋雯霞 《Journal of Beijing Institute of Technology》 EI CAS 1998年第3期311-315,共5页
Aim To achieve multitask data procssing in a wireless alarm system by computer. Methods The alarm system was composed of hardware and software. The hardware was composed of a master master computer and slave transmi... Aim To achieve multitask data procssing in a wireless alarm system by computer. Methods The alarm system was composed of hardware and software. The hardware was composed of a master master computer and slave transmitters. On urgent ugent occasion, one or more of the transmitters transmitted alarm signals and the master computer received the signals; interruption, residence, graph and word processing were utilized in software to achieve multitiask data processing . Results The main computer can conduct precise and quick multitask data procesing in any condition so long as alarm signals are received. The processing speed is higher than ordinary alarm System. Conclusion The master computer can conduct safe and quick multitask data processing by way of reliable design of software and hardware , so there is no need of special processor. 展开更多
关键词 alarm system COMMUNICATION multitasks processing INTERRUPTION RESIDENCE
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A practical approach to improve alarm system performance:Application to power plant
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作者 Jay Sompura Amit Joshi +1 位作者 Babji Srinivasan Rajagopalan Srinivasan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2019年第5期1094-1102,共9页
Process safety in chemical industries is considered to be one of the important goals towards sustainable development.This is due to the fact that,major accidents still occur and continue to exert significant reputatio... Process safety in chemical industries is considered to be one of the important goals towards sustainable development.This is due to the fact that,major accidents still occur and continue to exert significant reputational and financial impacts on process industries.Alarm systems constitute an indispensable component of automation as they draw the attention of process operators to any abnormal conditi on in the plant.Therefore,if deployed properly,alarm systems can play a critical role in helping plant operators ensure process safety and profitability.How-ever,in practice,many process plants suffer from poor alarm system configuration which leads to nuisance alarms and alarm floods that compromise safety.A vast amount of research has primarily focused on developing sophisticated alarm management algorithms to address specific issues.In this article,we provide a simple,practical,systematic approach that can be applied by plant engineers(i.e.,non-experts)to improve industrial alarm system performance.The proposed approach is demonstrated using an industrial power plant case study. 展开更多
关键词 Chattering alarm Correspondence analysis Density based clustering Duplicate alarms Combined-cycle power plant Association rule mining
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MDF—1155型超低温冰柜ALARM报警故障的处理
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作者 周树仁 刘虎 《医疗设备信息》 2002年第6期81-81,共1页
关键词 MDF-1155型超低温冰柜 alarm报警 故障 处理
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Prioritizing Alarms in Real-Time: Intelligent Alarms Advanced System
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作者 Eduardo Navarra Satuf Mario Cesar Mello Massa de Campos Roberto Schirru 《Journal of Mechanics Engineering and Automation》 2015年第2期121-127,共7页
During the operation of complex process, such as oil production or refming, abnormal situations may occur, leading to an alarm flooding. Alarm flooding is the signalling of a large number of alarms in a few minutes, i... During the operation of complex process, such as oil production or refming, abnormal situations may occur, leading to an alarm flooding. Alarm flooding is the signalling of a large number of alarms in a few minutes, in such a way that it is impossible for the operator to attend to all alarms. On these occasions, it is usual that the operator leaves the alarm summary list and gets an analysis of the plant through the screens of the DCS (digital control system), seeking to understand the situation. The alarm summary list ceases to be a useful tool. In such cases, the operator might have the aid of a filter that would present the highest priority alarms and other information associated with them, enabling him to gain a better knowledge of the situation. This paper describes the interface of a system aimed to help the operator to have a more comprehensive knowledge of the process (a better situational awareness) during process upsets that cause alarm flooding, recovering the utility of the alarm layer to the safety of industrial processes. 展开更多
关键词 alarm summary list alarm flood situational awareness ecological interface design.
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False Alarm Attack and Protection of Smoke Detector
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作者 Ryan Nakata Depeng Li 《Smart Grid and Renewable Energy》 2022年第10期235-247,共13页
Carbon monoxide can cause serious illness or even death if the functionality of smoke alarms fails in the residential home and, in fact, more than 350 persons die every year due to the leak of carbon monoxide. However... Carbon monoxide can cause serious illness or even death if the functionality of smoke alarms fails in the residential home and, in fact, more than 350 persons die every year due to the leak of carbon monoxide. However, vulnerabilities and threats to smoke/CO alarms have not been well-studied. In this paper, through interconnect, a power replay attack has been studied in order to trigger a false alarm. The experimental results demonstrate the smoke alarm can be manipulated. This paper also concentrates on providing a sequence of security methods to defend the smoke alarm system. In future, how to protect smart detectors against attacks will be studied as this can force them to leave high-quality mode of operations. 展开更多
关键词 False alarm Hardwired Interconnected Smoke alarms
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SoundAlarm纯软件智能语音报警系统在火电厂的应用 被引量:6
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作者 葛晓霞 缪国钧 朱建宁 《中国电力》 CSCD 北大核心 2005年第5期77-80,共4页
部分火电厂计算机控制系统中的自动报警系统在出现报警信息时发出单调的警铃或蜂鸣器声音报警,CRT画面上故障点闪亮。由于火电厂计算机控制系统的CRT画面较多且机组大部分报警光字牌已取消,因此操作人员难以及时查明故障点并迅速处理机... 部分火电厂计算机控制系统中的自动报警系统在出现报警信息时发出单调的警铃或蜂鸣器声音报警,CRT画面上故障点闪亮。由于火电厂计算机控制系统的CRT画面较多且机组大部分报警光字牌已取消,因此操作人员难以及时查明故障点并迅速处理机组缺陷。纯软件智能语音报警系统SoundAlarm通过给计算机控制系统扩展真人语音报警功能,很好地弥补了计算机控制系统实现自动报警时的不足。该智能语音报警系统还具有不影响数据源系统的安全、对硬件要求低、配置灵活方便、无需进行专门维护等特点。SoundAlarm系统目前已成功与MCSmaxDNA和欧陆公司的NETWORK6000DCS实现了无缝集成,在电厂的自动报警中获得了成功应用。 展开更多
关键词 计算机控制系统 分散控制系统 语音报警 软件设计
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Function of note strings in Japanese Tit alarm calls to the Common Cuckoo:a playback experiment 被引量:10
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作者 Jiangping Yu Weiwei Lv +5 位作者 Hongwei Xu Nehafta Bibi Yangyang Yu Yunlei Jiang Wei Liang Haitao Wang 《Avian Research》 CSCD 2017年第3期141-146,共6页
Background: Birds produce alarm calls to convey information about threats. Some Passerine alarm calls consist of several note strings, but few studies have examined their function. Previous studies have shown that Jap... Background: Birds produce alarm calls to convey information about threats. Some Passerine alarm calls consist of several note strings, but few studies have examined their function. Previous studies have shown that Japanese Tits(Parus minor) can alter the calling rate and number and combination of notes in response to predators. We previously found the combinations of note types in Japanese Tit alarm calls to be significantly different in response to the Sparrowhawk(Accipiter nisus) and Common Cuckoo(Cuculus canorus).Methods: Through playback experiments, we tested whether the note strings in Japanese Tit alarm calls to the Common Cuckoo have different functions in conveying information. The note strings of selected alarm calls were divided into the categories of C and D, and different calls were then constructed separately based on the two note string categories. Original alarm calls(C–D), C calls and D calls were played back to male Japanese Tits during the incubation period.Results: Male Japanese Tits had a significantly stronger response to C calls than to C–D calls, and they showed a significantly stronger response to both C and C–D calls than to D calls, suggesting that Japanese Tits discriminated between the C and D calls.Conclusions: Our study demonstrated that the C-and D-category note strings of Japanese Tit alarm calls to the Common Cuckoo have different functions, which supports the previous finding that different note strings in an alarm call can provide different information to receivers. However, the exact meanings of these note strings are not yet known, and further investigation is therefore required. 展开更多
关键词 alarm call Male Japanese Tit Note strings FUNCTION Brood parasitism PLAYBACK
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Research on Micro-vibration Generator for Powering Tire Pressure Alarm System
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作者 张文静 闫海涛 +2 位作者 郑喜明 闫震 王东平 《Agricultural Science & Technology》 CAS 2015年第2期400-403,共4页
In order to meet the self-powered requirement by microelectronic products and micro-electrostatic vibration generator and avoid the environmental pollution caused by waste batteries,many countries have started their r... In order to meet the self-powered requirement by microelectronic products and micro-electrostatic vibration generator and avoid the environmental pollution caused by waste batteries,many countries have started their researches on piezoelectric power generation based on the researches on the recovery device of rotational energy of piezoelectric effect.The piezoelectric power generation has many advantages compared with other generation patterns.The piezoelectric power generation has become a new field of research.In this study,the piezoelectric vibrators were used to convert energy.According to the requirements by tire pressure alarm system,the energy conversion and storage were researched and analyzed by using the passive sensing device used in automotive inspection.The converted energy was then provided to the alarm,achieving intelligent control and utilization of piezoelectric vibrators. 展开更多
关键词 Piezoelectric power generation TIRE alarm system
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Predictive value of alarm symptoms in patients with Rome IV dyspepsia: A cross-sectional study 被引量:6
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作者 Zhong-Cao Wei Qian Yang +7 位作者 Qi Yang Juan Yang Xin-Xing Tantai Xin Xing Cai-Lan Xiao Yang-Lin Pan Jin-Hai Wang Na Liu 《World Journal of Gastroenterology》 SCIE CAS 2020年第30期4523-4536,共14页
BACKGROUND No studies have evaluated the predictive value of alarm symptoms for organic dyspepsia and organic upper gastrointestinal(GI)diseases based on Rome IV criteria in the Chinese population.AIM To evaluate the ... BACKGROUND No studies have evaluated the predictive value of alarm symptoms for organic dyspepsia and organic upper gastrointestinal(GI)diseases based on Rome IV criteria in the Chinese population.AIM To evaluate the predictive value of alarm symptoms for dyspeptic patients based on Rome IV criteria.METHODS We performed a cross-sectional study of dyspepsia patients who met the inclusion and exclusion criteria at two academic urban tertiary-care centers from March 2018 to January 2019.Basic demographic data,dyspeptic information,alarm symptoms,lifestyle,examination results,family history and outpatient cost information were collected.Dyspepsia patients with normal findings on upper GI endoscopy,epigastric ultrasound and laboratory examination and without Helicobacter pylori-associated dyspepsia were classified as functional dyspepsia.RESULTS A total of 381 patients were enrolled in the study,including 266 functional dyspepsia patients and 115 organic dyspepsia patients.There were 24 patients with organic upper GI disease among patients with organic dyspepsia.We found that based on the Rome IV criteria,alarm symptoms were of limited value in differentiating organic dyspepsia and organic upper GI diseases from functional dyspepsia.Age(odds ratio(OR)=1.056,P=0.012),smoking(OR=4.714,P=0.006)and anemia(OR=88.270,P<0.001)were independent predictors for organic upper GI diseases.For the comparison of epigastric pain syndrome,postprandial distress syndrome and epigastric pain syndrome combined with postprandial distress syndrome,the results showed that there were statistically significant differences in anorexia(P=0.021)and previous visits(P=0.012).The ClinicalTrials.gov number is NCT 03479528.CONCLUSION Most alarm symptoms had poor predictive value for organic dyspepsia and organic upper GI diseases based on Rome IV criteria.Gastroscopic screening should not be based solely on alarm symptoms. 展开更多
关键词 Rome IV DYSPEPSIA alarm symptoms PREDICTION
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Design of Intelligent Fire Alarm System for Large Storage Places Based on AVRmega128 Single Chip Microcomputer
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作者 杨东星 李明儒 +1 位作者 刘南君 毛培宏 《Agricultural Science & Technology》 CAS 2014年第4期692-696,共5页
With principles of reliability, independence, practicality and economical effi- ciency, a set of intelligent fire alarm system based on AVRmega128 single chip microcomputer was designed to solve problems of fire alarm... With principles of reliability, independence, practicality and economical effi- ciency, a set of intelligent fire alarm system based on AVRmega128 single chip microcomputer was designed to solve problems of fire alarm system in many large- scale warehouses. Using advanced flame sensor, 485 bus communication, computer interactive software and related peripheral devices, this intelligent fire alarm system has functions of sound-light alarm and intelligent fire extinguishing. The human-com- puter interactive software was adopted for the remote control of the alarm main control panel through the 485 bus communication. This design of intelligent fire alarm system shows high reference and practical value to the development of intel- ligent alarm products with high integration and high reliability. 展开更多
关键词 AVRmega128 single chip microcomputer 485 bus communication Audi- ble and visual alarm Intelligent fire extinguishing Human-computer interaction
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Multimodal alarm behavior in urban and rural gray squirrels studied by means of observation and a mechanical robot 被引量:4
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作者 Sarah R.PARTAN Andrew G FULMER +1 位作者 Maya A.M.GOUNARD Jake E.REDMOND 《Current Zoology》 SCIE CAS CSCD 北大核心 2010年第3期313-326,共14页
Urbanization of animal habitats has the potential to affect the natural communication systems of any species able to survive in the changed environment. Urban animals such as squirrels use multiple signal channels to ... Urbanization of animal habitats has the potential to affect the natural communication systems of any species able to survive in the changed environment. Urban animals such as squirrels use multiple signal channels to communicate, but it is un- known how ttrbanization has affected these behaviors. Multimodal commtmication, involving more than one sensory modality, can be studied by use of biomimetic mechanical animal models that are designed to simulate the multimodal signals and be pre- sented to animal subjects in the field. In this way the responses to the various signal components can be compared and contrasted to determine whether the multimodal signal is made up of redundant or nonredundant components. In this study, we presented wild gray squirrels in relatively urban and relatively rural habitats in Western Massachusetts with a biomimetic squirrel model that produced tail flags and alarm barks in a variety of combinations. We found that the squirrels responded to each unimodal component on its own, the bark and tail flag, but they responded most to the complete multimodal signal, containing both the acoustic and the moving visual components, providing evidence that in this context the signal components are redundant and that their combination elicits multimodal enhancement. We expanded on the results of Partan et al. (2009) by providing data on sig- naling behavior in the presence and absence of conspecifics, suggesting that alarm signaling is more likely if conspecifics are present. We found that the squirrels were more active in the urban habitats and that they responded more to tail flagging in the urban habitats as compared to the rural ones, suggesting the interesting possibility of a multimodal shift from reliance on audio to visual signals in noisier more crowded urban habitats [Current Zoology 56 (3): 313-326, 2010]. 展开更多
关键词 alarm behavior Communication Gray squirrel Sciurus carolinensis Multisensory signaling Redundancy Urbanization Ethorobotics
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PCA weight and Johnson transformation based alarm threshold optimization in chemical processes 被引量:5
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作者 Wende Tian Guixin Zhang +1 位作者 Xiang Zhang Yuxi Dong 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第8期1653-1661,共9页
To alleviate the heavy load of massive alarm on operators, alarm threshold in chemical processes was optimized with principal component analysis(PCA) weight and Johnson transformation in this paper. First, few variabl... To alleviate the heavy load of massive alarm on operators, alarm threshold in chemical processes was optimized with principal component analysis(PCA) weight and Johnson transformation in this paper. First, few variables that have high PCA weight factors are chosen as key variables. Given a total alarm frequency to these variables initially, the allowed alarm number for each variable is determined according to their sampling time and weight factors. Their alarm threshold and then control limit percentage are determined successively. The control limit percentage of non-key variables is determined with 3σ method alternatively. Second, raw data are transformed into normal distribution data with Johnson function for all variables before updating their alarm thresholds via inverse transformation of obtained control limit percentage. Alarm thresholds are optimized by iterating this process until the calculated alarm frequency reaches standard level(normally one alarm per minute). Finally,variables and their alarm thresholds are visualized in parallel coordinate to depict their variation trends concisely and clearly. Case studies on a simulated industrial atmospheric-vacuum crude distillation demonstrate that the proposed alarm threshold optimization strategy can effectively reduce false alarm rate in chemical processes. 展开更多
关键词 alarm threshold Chemical process PCA Johnson transformation Variable weight
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