本技術涉及(ji)健康數據,具(ju)體地(di),涉及(ji)一種用(yong)于重癥監(jian)護(hu)報警管理的數據處理系統及(ji)方法。
背景技術:
1、icu是醫院中專門用于治療病情最嚴重患者的(de)(de)區(qu)域。在(zai)icu中,對(dui)患者狀(zhuang)況(kuang)的(de)(de)快(kuai)速響應是至(zhi)關重要的(de)(de),任何延(yan)誤都可(ke)能(neng)導致患者狀(zhuang)況(kuang)惡化,甚至(zhi)危(wei)及生(sheng)命(ming)。因(yin)(yin)此,需要對(dui)患者的(de)(de)各項生(sheng)命(ming)體(ti)征(zheng)進行密切監測,因(yin)(yin)為他們(men)的(de)(de)生(sheng)命(ming)體(ti)征(zheng)可(ke)能(neng)隨時發生(sheng)變化。
2、然而,傳統的(de)重(zhong)癥監護(hu)(hu)系(xi)統往(wang)往(wang)依賴醫護(hu)(hu)人員的(de)持續監控和(he)(he)手動記錄,并根據自己的(de)經驗(yan)和(he)(he)判斷(duan)來識別患者是(shi)否出現異常情(qing)況(kuang),這不(bu)僅增加(jia)了醫護(hu)(hu)人員的(de)工作(zuo)負(fu)擔,使得他(ta)們(men)面臨著巨大的(de)工作(zuo)壓力,也(ye)增加(jia)了人為錯誤的(de)可能(neng)性(xing)。同(tong)時(shi),醫護(hu)(hu)人員可能(neng)無法實(shi)時(shi)解(jie)讀和(he)(he)分析大量的(de)監測數據,導致對患者狀況(kuang)的(de)評估和(he)(he)響(xiang)應不(bu)夠準確或及(ji)時(shi)。
3、現有一些設(she)備能夠(gou)通過自動化體(ti)征監(jian)測的方(fang)(fang)式(shi)(shi)來(lai)(lai)對(dui)重癥患者(zhe)進(jin)行(xing)(xing)監(jian)護,但是其大多(duo)數(shu)是通過閾值監(jian)測和報(bao)警(jing)(jing)的方(fang)(fang)式(shi)(shi)來(lai)(lai)進(jin)行(xing)(xing),而患者(zhe)的生命體(ti)征可(ke)(ke)能會存(cun)在正(zheng)常情(qing)況下(xia)的波動情(qing)況,導(dao)致(zhi)(zhi)頻繁(fan)地報(bao)警(jing)(jing),引起虛假警(jing)(jing)報(bao)疲勞。也就是說(shuo),過多(duo)的無效或重復報(bao)警(jing)(jing)可(ke)(ke)能導(dao)致(zhi)(zhi)醫護人員對(dui)報(bao)警(jing)(jing)系統產生疲勞,從而忽視真(zhen)正(zheng)的緊急情(qing)況。此外,通過閾值法來(lai)(lai)進(jin)行(xing)(xing)患者(zhe)體(ti)征數(shu)據的監(jian)測方(fang)(fang)式(shi)(shi)并不能夠(gou)關(guan)注到各項體(ti)征數(shu)據之(zhi)間(jian)的隱藏關(guan)聯性(xing)關(guan)系和相互(hu)影(ying)響,導(dao)致(zhi)(zhi)對(dui)重癥患者(zhe)的監(jian)護報(bao)警(jing)(jing)和管(guan)理效果較差(cha),可(ke)(ke)能導(dao)致(zhi)(zhi)異(yi)常情(qing)況的延誤或錯過。
4、因此,期(qi)望一種優化的(de)用于(yu)重癥監護報警管理(li)的(de)數(shu)據(ju)處理(li)系統及方法(fa)。
技術實現思路
1、提供該
技術實現要素:
部分以便以簡要(yao)(yao)的(de)(de)形式介(jie)紹構(gou)(gou)思(si),這些構(gou)(gou)思(si)將在后面(mian)的(de)(de)具體實施方式部分被詳細(xi)描述。該發明內容(rong)部分并不旨在標識要(yao)(yao)求保護的(de)(de)技術方案的(de)(de)關鍵特征或(huo)必要(yao)(yao)特征,也不旨在用(yong)于(yu)限制(zhi)所要(yao)(yao)求的(de)(de)保護的(de)(de)技術方案的(de)(de)范(fan)圍。
2、第一方面,本技術(shu)提供了(le)一種用于重(zhong)癥監(jian)護報警管理(li)的(de)數(shu)據處理(li)系統,所述數(shu)據處理(li)系統包括:
3、重癥患者(zhe)生命(ming)體(ti)(ti)征(zheng)數據采(cai)(cai)集(ji)(ji)模(mo)塊,用于獲取由(you)傳感(gan)器組(zu)采(cai)(cai)集(ji)(ji)的(de)被監測重癥患者(zhe)的(de)生命(ming)體(ti)(ti)征(zheng)數據的(de)時間序列(lie),其中,所述(shu)生命(ming)體(ti)(ti)征(zheng)數據包(bao)括心率值(zhi)、血壓值(zhi)、血氧飽(bao)和度和呼(hu)吸頻(pin)率;
4、生(sheng)命(ming)(ming)體(ti)(ti)征(zheng)嵌(qian)(qian)入編碼模塊,用于將所述生(sheng)命(ming)(ming)體(ti)(ti)征(zheng)數據的時間(jian)序列中的各(ge)個生(sheng)命(ming)(ming)體(ti)(ti)征(zheng)數據通(tong)過基于全連接層的生(sheng)命(ming)(ming)體(ti)(ti)征(zheng)嵌(qian)(qian)入編碼器以得到生(sheng)命(ming)(ming)體(ti)(ti)征(zheng)嵌(qian)(qian)入編碼特征(zheng)向量的時間(jian)序列;
5、生(sheng)命(ming)體(ti)征(zheng)局部(bu)時序(xu)特(te)征(zheng)提取模塊,用于(yu)分別對所述生(sheng)命(ming)體(ti)征(zheng)嵌(qian)入編碼(ma)特(te)征(zheng)向量(liang)(liang)的時間序(xu)列中(zhong)的各個(ge)生(sheng)命(ming)體(ti)征(zheng)嵌(qian)入編碼(ma)特(te)征(zheng)向量(liang)(liang)進行時序(xu)關(guan)聯(lian)編碼(ma)以(yi)得到生(sheng)命(ming)體(ti)征(zheng)局部(bu)時序(xu)關(guan)聯(lian)特(te)征(zheng)向量(liang)(liang)的序(xu)列;
6、生(sheng)命(ming)(ming)(ming)體征(zheng)(zheng)(zheng)全(quan)(quan)時域(yu)特(te)征(zheng)(zheng)(zheng)聚(ju)(ju)合(he)(he)模塊,用于(yu)對(dui)所述生(sheng)命(ming)(ming)(ming)體征(zheng)(zheng)(zheng)局(ju)部(bu)時序(xu)關聯(lian)特(te)征(zheng)(zheng)(zheng)向量(liang)的序(xu)列中的各(ge)個生(sheng)命(ming)(ming)(ming)體征(zheng)(zheng)(zheng)局(ju)部(bu)時序(xu)關聯(lian)特(te)征(zheng)(zheng)(zheng)向量(liang)進(jin)行(xing)基于(yu)節點(dian)能(neng)量(liang)衰(shuai)減傳播的生(sheng)命(ming)(ming)(ming)體征(zheng)(zheng)(zheng)全(quan)(quan)時域(yu)特(te)征(zheng)(zheng)(zheng)聚(ju)(ju)合(he)(he)處理以(yi)得到生(sheng)命(ming)(ming)(ming)體征(zheng)(zheng)(zheng)全(quan)(quan)時域(yu)信息聚(ju)(ju)合(he)(he)信息;
7、體征異常檢(jian)測(ce)(ce)預(yu)警模塊,用(yong)于基于所(suo)述生命(ming)體征全(quan)時域信(xin)息(xi)(xi)聚合信(xin)息(xi)(xi),確定(ding)被監測(ce)(ce)重癥患者的生命(ming)體征是否存在異常,并(bing)確定(ding)是否發出預(yu)警提示(shi)信(xin)號(hao)給重癥監護醫(yi)護人(ren)員;
8、其中,所(suo)(suo)述(shu)生(sheng)命體(ti)征(zheng)全(quan)(quan)(quan)時域(yu)特(te)征(zheng)聚合模塊,用于(yu):將所(suo)(suo)述(shu)生(sheng)命體(ti)征(zheng)局(ju)部(bu)時序(xu)關聯特(te)征(zheng)向(xiang)量的(de)序(xu)列通(tong)過基于(yu)節點能量衰減傳播的(de)生(sheng)命體(ti)征(zheng)全(quan)(quan)(quan)時域(yu)特(te)征(zheng)聚合器以得到生(sheng)命體(ti)征(zheng)全(quan)(quan)(quan)時域(yu)信息聚合表示(shi)向(xiang)量作為所(suo)(suo)述(shu)生(sheng)命體(ti)征(zheng)全(quan)(quan)(quan)時域(yu)信息聚合信息。
9、可(ke)選地,所(suo)述生命體(ti)征(zheng)局部(bu)時序(xu)特(te)征(zheng)提(ti)取模塊,用于(yu):將所(suo)述生命體(ti)征(zheng)嵌入編(bian)碼特(te)征(zheng)向量的(de)時間(jian)序(xu)列(lie)通過(guo)基于(yu)一維(wei)卷積(ji)層的(de)生命體(ti)征(zheng)局部(bu)時序(xu)關聯編(bian)碼器(qi)以得到所(suo)述生命體(ti)征(zheng)局部(bu)時序(xu)關聯特(te)征(zheng)向量的(de)序(xu)列(lie)。
10、可選地(di),所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)全時(shi)(shi)(shi)(shi)(shi)(shi)(shi)域特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)聚(ju)合(he)模塊(kuai),包括:數(shu)(shu)據計(ji)(ji)(ji)(ji)算(suan)單(dan)元(yuan),用于(yu)(yu)基(ji)于(yu)(yu)所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie)中的(de)(de)各個(ge)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)的(de)(de)最大值(zhi)(zhi)(zhi)、平均(jun)值(zhi)(zhi)(zhi)和(he)(he)(he)(he)方差,來計(ji)(ji)(ji)(ji)算(suan)所(suo)(suo)(suo)述(shu)(shu)(shu)各個(ge)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)的(de)(de)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)以(yi)(yi)(yi)得(de)(de)到(dao)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie),其(qi)(qi)中,將所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie)中當(dang)前(qian)的(de)(de)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)對(dui)應的(de)(de)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)作為(wei)當(dang)前(qian)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi),且(qie)將其(qi)(qi)他(ta)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)作為(wei)歷(li)史節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)以(yi)(yi)(yi)得(de)(de)到(dao)當(dang)前(qian)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)和(he)(he)(he)(he)歷(li)史生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie);節(jie)(jie)(jie)(jie)(jie)點(dian)傳(chuan)播(bo)空間(jian)(jian)(jian)跨(kua)度(du)值(zhi)(zhi)(zhi)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)單(dan)元(yuan),用于(yu)(yu)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie)中的(de)(de)各個(ge)其(qi)(qi)他(ta)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)與當(dang)前(qian)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)之間(jian)(jian)(jian)的(de)(de)節(jie)(jie)(jie)(jie)(jie)點(dian)傳(chuan)播(bo)空間(jian)(jian)(jian)跨(kua)度(du)值(zhi)(zhi)(zhi)以(yi)(yi)(yi)得(de)(de)到(dao)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)傳(chuan)播(bo)空間(jian)(jian)(jian)跨(kua)度(du)值(zhi)(zhi)(zhi)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie);節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)傳(chuan)播(bo)衰減(jian)(jian)(jian)系(xi)(xi)數(shu)(shu)值(zhi)(zhi)(zhi)計(ji)(ji)(ji)(ji)算(suan)單(dan)元(yuan),用于(yu)(yu)基(ji)于(yu)(yu)所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)傳(chuan)播(bo)空間(jian)(jian)(jian)跨(kua)度(du)值(zhi)(zhi)(zhi)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie)和(he)(he)(he)(he)所(suo)(suo)(suo)述(shu)(shu)(shu)歷(li)史生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie),確定(ding)所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie)中的(de)(de)其(qi)(qi)他(ta)各個(ge)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)的(de)(de)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)傳(chuan)播(bo)衰減(jian)(jian)(jian)系(xi)(xi)數(shu)(shu)值(zhi)(zhi)(zhi)以(yi)(yi)(yi)得(de)(de)到(dao)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)傳(chuan)播(bo)衰減(jian)(jian)(jian)系(xi)(xi)數(shu)(shu)值(zhi)(zhi)(zhi)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie);第(di)一向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)加權(quan)(quan)和(he)(he)(he)(he)計(ji)(ji)(ji)(ji)算(suan)單(dan)元(yuan),用于(yu)(yu)以(yi)(yi)(yi)所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)傳(chuan)播(bo)衰減(jian)(jian)(jian)系(xi)(xi)數(shu)(shu)值(zhi)(zhi)(zhi)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie)作為(wei)權(quan)(quan)重序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie),計(ji)(ji)(ji)(ji)算(suan)所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)的(de)(de)序(xu)(xu)(xu)(xu)(xu)(xu)列(lie)(lie)中的(de)(de)其(qi)(qi)他(ta)所(suo)(suo)(suo)有生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)之間(jian)(jian)(jian)的(de)(de)加權(quan)(quan)和(he)(he)(he)(he)以(yi)(yi)(yi)得(de)(de)到(dao)歷(li)史生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)衰減(jian)(jian)(jian)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)聚(ju)合(he)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang);第(di)二向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)加權(quan)(quan)和(he)(he)(he)(he)計(ji)(ji)(ji)(ji)算(suan)單(dan)元(yuan),用于(yu)(yu)基(ji)于(yu)(yu)所(suo)(suo)(suo)述(shu)(shu)(shu)當(dang)前(qian)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)統(tong)(tong)(tong)(tong)計(ji)(ji)(ji)(ji)范(fan)(fan)式(shi)(shi)值(zhi)(zhi)(zhi)來計(ji)(ji)(ji)(ji)算(suan)所(suo)(suo)(suo)述(shu)(shu)(shu)歷(li)史生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)節(jie)(jie)(jie)(jie)(jie)點(dian)能(neng)(neng)(neng)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)衰減(jian)(jian)(jian)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)聚(ju)合(he)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)和(he)(he)(he)(he)所(suo)(suo)(suo)述(shu)(shu)(shu)當(dang)前(qian)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)部(bu)(bu)(bu)(bu)時(shi)(shi)(shi)(shi)(shi)(shi)(shi)序(xu)(xu)(xu)(xu)(xu)(xu)關(guan)聯(lian)(lian)(lian)特(te)(te)(te)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)的(de)(de)加權(quan)(quan)和(he)(he)(he)(he)以(yi)(yi)(yi)得(de)(de)到(dao)所(suo)(suo)(suo)述(shu)(shu)(shu)生(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)全時(shi)(shi)(shi)(shi)(shi)(shi)(shi)域信息聚(ju)合(he)表示向(xiang)(xiang)(xiang)(xiang)(xiang)(xiang)量(liang)(liang)(liang)(liang)(liang)(liang)(liang)。
11、可(ke)選(xuan)地,所述(shu)(shu)數據計(ji)(ji)(ji)算(suan)(suan)(suan)單元(yuan)(yuan)(yuan),包括(kuo):向量(liang)(liang)(liang)(liang)最(zui)大(da)(da)值(zhi)(zhi)(zhi)、平(ping)(ping)均值(zhi)(zhi)(zhi)和方(fang)差(cha)(cha)(cha)計(ji)(ji)(ji)算(suan)(suan)(suan)子(zi)(zi)單元(yuan)(yuan)(yuan),用于(yu)(yu)計(ji)(ji)(ji)算(suan)(suan)(suan)所述(shu)(shu)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)關聯特征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)向量(liang)(liang)(liang)(liang)的(de)最(zui)大(da)(da)值(zhi)(zhi)(zhi)、平(ping)(ping)均值(zhi)(zhi)(zhi)和方(fang)差(cha)(cha)(cha)以得到生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)最(zui)大(da)(da)值(zhi)(zhi)(zhi)、生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)平(ping)(ping)均值(zhi)(zhi)(zhi)和生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)方(fang)差(cha)(cha)(cha);第(di)(di)一(yi)時(shi)(shi)(shi)序(xu)(xu)節(jie)(jie)(jie)(jie)點(dian)(dian)(dian)能量(liang)(liang)(liang)(liang)統(tong)(tong)計(ji)(ji)(ji)因(yin)子(zi)(zi)計(ji)(ji)(ji)算(suan)(suan)(suan)子(zi)(zi)單元(yuan)(yuan)(yuan),用于(yu)(yu)計(ji)(ji)(ji)算(suan)(suan)(suan)所述(shu)(shu)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)方(fang)差(cha)(cha)(cha)與(yu)正(zheng)則項(xiang)超參(can)數之(zhi)間的(de)加和后與(yu)常(chang)數4進行(xing)相乘以得到第(di)(di)一(yi)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)節(jie)(jie)(jie)(jie)點(dian)(dian)(dian)能量(liang)(liang)(liang)(liang)統(tong)(tong)計(ji)(ji)(ji)因(yin)子(zi)(zi);二(er)(er)(er)倍(bei)調(diao)(diao)(diao)制(zhi)(zhi)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)計(ji)(ji)(ji)算(suan)(suan)(suan)子(zi)(zi)單元(yuan)(yuan)(yuan),用于(yu)(yu)分(fen)別計(ji)(ji)(ji)算(suan)(suan)(suan)所述(shu)(shu)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)方(fang)差(cha)(cha)(cha)和所述(shu)(shu)正(zheng)則項(xiang)超參(can)數與(yu)常(chang)數2之(zhi)間的(de)乘積以得到二(er)(er)(er)倍(bei)調(diao)(diao)(diao)制(zhi)(zhi)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)方(fang)差(cha)(cha)(cha)和二(er)(er)(er)倍(bei)調(diao)(diao)(diao)制(zhi)(zhi)正(zheng)則項(xiang)超參(can)數;第(di)(di)二(er)(er)(er)時(shi)(shi)(shi)序(xu)(xu)節(jie)(jie)(jie)(jie)點(dian)(dian)(dian)能量(liang)(liang)(liang)(liang)統(tong)(tong)計(ji)(ji)(ji)因(yin)子(zi)(zi)計(ji)(ji)(ji)算(suan)(suan)(suan)子(zi)(zi)單元(yuan)(yuan)(yuan),用于(yu)(yu)計(ji)(ji)(ji)算(suan)(suan)(suan)所述(shu)(shu)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)最(zui)大(da)(da)值(zhi)(zhi)(zhi)與(yu)所述(shu)(shu)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)平(ping)(ping)均值(zhi)(zhi)(zhi)之(zhi)間的(de)差(cha)(cha)(cha)值(zhi)(zhi)(zhi)平(ping)(ping)方(fang)后,再將其與(yu)所述(shu)(shu)二(er)(er)(er)倍(bei)調(diao)(diao)(diao)制(zhi)(zhi)正(zheng)則項(xiang)超參(can)數和所述(shu)(shu)二(er)(er)(er)倍(bei)調(diao)(diao)(diao)制(zhi)(zhi)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)方(fang)差(cha)(cha)(cha)進行(xing)加和以得到第(di)(di)二(er)(er)(er)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)節(jie)(jie)(jie)(jie)點(dian)(dian)(dian)能量(liang)(liang)(liang)(liang)統(tong)(tong)計(ji)(ji)(ji)因(yin)子(zi)(zi);時(shi)(shi)(shi)序(xu)(xu)節(jie)(jie)(jie)(jie)點(dian)(dian)(dian)能量(liang)(liang)(liang)(liang)統(tong)(tong)計(ji)(ji)(ji)范式值(zhi)(zhi)(zhi)計(ji)(ji)(ji)算(suan)(suan)(suan)子(zi)(zi)單元(yuan)(yuan)(yuan),用于(yu)(yu)計(ji)(ji)(ji)算(suan)(suan)(suan)所述(shu)(shu)第(di)(di)一(yi)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)節(jie)(jie)(jie)(jie)點(dian)(dian)(dian)能量(liang)(liang)(liang)(liang)統(tong)(tong)計(ji)(ji)(ji)因(yin)子(zi)(zi)和所述(shu)(shu)第(di)(di)二(er)(er)(er)生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)節(jie)(jie)(jie)(jie)點(dian)(dian)(dian)能量(liang)(liang)(liang)(liang)統(tong)(tong)計(ji)(ji)(ji)因(yin)子(zi)(zi)之(zhi)間的(de)除法以得到生(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)(sheng)命(ming)(ming)(ming)(ming)體(ti)(ti)(ti)(ti)(ti)征(zheng)(zheng)(zheng)(zheng)(zheng)(zheng)局(ju)(ju)(ju)(ju)(ju)部(bu)(bu)時(shi)(shi)(shi)序(xu)(xu)節(jie)(jie)(jie)(jie)點(dian)(dian)(dian)能量(liang)(liang)(liang)(liang)統(tong)(tong)計(ji)(ji)(ji)范式值(zhi)(zhi)(zhi)。
12、可(ke)選地,所(suo)述(shu)(shu)節(jie)(jie)點(dian)(dian)能(neng)(neng)(neng)量(liang)(liang)傳(chuan)(chuan)(chuan)播(bo)(bo)衰減(jian)系(xi)(xi)數(shu)(shu)(shu)值計(ji)算(suan)單元(yuan)(yuan),包括(kuo):空(kong)間(jian)跨度(du)(du)值計(ji)算(suan)子單元(yuan)(yuan),用于(yu)以(yi)(yi)所(suo)述(shu)(shu)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)傳(chuan)(chuan)(chuan)播(bo)(bo)空(kong)間(jian)跨度(du)(du)值的(de)序(xu)(xu)(xu)列(lie)(lie)中的(de)各個(ge)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)傳(chuan)(chuan)(chuan)播(bo)(bo)空(kong)間(jian)跨度(du)(du)值作為指數(shu)(shu)(shu)冪,計(ji)算(suan)以(yi)(yi)自然常數(shu)(shu)(shu)e為底的(de)指數(shu)(shu)(shu)函數(shu)(shu)(shu)值以(yi)(yi)得到(dao)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)傳(chuan)(chuan)(chuan)播(bo)(bo)類支(zhi)持(chi)空(kong)間(jian)跨度(du)(du)值的(de)序(xu)(xu)(xu)列(lie)(lie);空(kong)間(jian)跨度(du)(du)調制系(xi)(xi)數(shu)(shu)(shu)計(ji)算(suan)子單元(yuan)(yuan),用于(yu)計(ji)算(suan)所(suo)述(shu)(shu)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)傳(chuan)(chuan)(chuan)播(bo)(bo)類支(zhi)持(chi)空(kong)間(jian)跨度(du)(du)值的(de)序(xu)(xu)(xu)列(lie)(lie)和(he)所(suo)述(shu)(shu)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)傳(chuan)(chuan)(chuan)播(bo)(bo)空(kong)間(jian)跨度(du)(du)值的(de)序(xu)(xu)(xu)列(lie)(lie)的(de)按位(wei)置加(jia)和(he)以(yi)(yi)得到(dao)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)傳(chuan)(chuan)(chuan)播(bo)(bo)空(kong)間(jian)跨度(du)(du)調制系(xi)(xi)數(shu)(shu)(shu)的(de)序(xu)(xu)(xu)列(lie)(lie);能(neng)(neng)(neng)量(liang)(liang)傳(chuan)(chuan)(chuan)播(bo)(bo)衰減(jian)系(xi)(xi)數(shu)(shu)(shu)值計(ji)算(suan)子單元(yuan)(yuan),用于(yu)計(ji)算(suan)所(suo)述(shu)(shu)歷史(shi)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)能(neng)(neng)(neng)量(liang)(liang)統計(ji)范(fan)式值的(de)序(xu)(xu)(xu)列(lie)(lie)和(he)所(suo)述(shu)(shu)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)傳(chuan)(chuan)(chuan)播(bo)(bo)空(kong)間(jian)跨度(du)(du)調制系(xi)(xi)數(shu)(shu)(shu)的(de)序(xu)(xu)(xu)列(lie)(lie)之(zhi)間(jian)的(de)按位(wei)置除(chu)法(fa)以(yi)(yi)得到(dao)所(suo)述(shu)(shu)生命(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部(bu)時(shi)(shi)序(xu)(xu)(xu)節(jie)(jie)點(dian)(dian)能(neng)(neng)(neng)量(liang)(liang)傳(chuan)(chuan)(chuan)播(bo)(bo)衰減(jian)系(xi)(xi)數(shu)(shu)(shu)值的(de)序(xu)(xu)(xu)列(lie)(lie)。
13、可選地,所(suo)述體(ti)征異常檢(jian)測預(yu)警模塊,用于(yu):將(jiang)所(suo)述生(sheng)命體(ti)征全時域(yu)信(xin)息聚(ju)合(he)表示(shi)向量通過基于(yu)分(fen)類(lei)器(qi)的(de)異常識(shi)別(bie)器(qi)以(yi)得到識(shi)別(bie)結(jie)果(guo),所(suo)述識(shi)別(bie)結(jie)果(guo)用于(yu)表示(shi)被監測重癥(zheng)(zheng)患(huan)者的(de)生(sheng)命體(ti)征是否存在異常;響應于(yu)所(suo)述識(shi)別(bie)結(jie)果(guo)為(wei)被監測重癥(zheng)(zheng)患(huan)者的(de)生(sheng)命體(ti)征存在異常,發(fa)出預(yu)警提示(shi)信(xin)號給重癥(zheng)(zheng)監護(hu)醫護(hu)人(ren)員(yuan)。
14、第(di)二方(fang)(fang)面,本技術提供(gong)了一種用于重癥監護報警管理的(de)數據處理方(fang)(fang)法,所(suo)述方(fang)(fang)法包括:
15、獲取由傳感器組采(cai)集(ji)的(de)被監測重癥患者(zhe)的(de)生(sheng)命(ming)體征(zheng)數據的(de)時間序列,其中,所(suo)述(shu)生(sheng)命(ming)體征(zheng)數據包括(kuo)心率值、血(xue)壓值、血(xue)氧飽和度(du)和呼(hu)吸頻率;
16、將(jiang)所(suo)述(shu)生(sheng)(sheng)命(ming)(ming)體征數(shu)據的時間序(xu)(xu)列(lie)(lie)中的各個生(sheng)(sheng)命(ming)(ming)體征數(shu)據通過基于全連接層的生(sheng)(sheng)命(ming)(ming)體征嵌入編碼器以(yi)得到(dao)生(sheng)(sheng)命(ming)(ming)體征嵌入編碼特征向(xiang)量(liang)的時間序(xu)(xu)列(lie)(lie);
17、分別對所述生命體(ti)征(zheng)嵌(qian)入編碼(ma)特(te)征(zheng)向量的(de)(de)時間序(xu)(xu)(xu)列中(zhong)的(de)(de)各個生命體(ti)征(zheng)嵌(qian)入編碼(ma)特(te)征(zheng)向量進行時序(xu)(xu)(xu)關聯編碼(ma)以得到生命體(ti)征(zheng)局部時序(xu)(xu)(xu)關聯特(te)征(zheng)向量的(de)(de)序(xu)(xu)(xu)列;
18、對所述生(sheng)(sheng)命體征(zheng)局(ju)部(bu)時序關聯特征(zheng)向(xiang)量(liang)的(de)序列中的(de)各個生(sheng)(sheng)命體征(zheng)局(ju)部(bu)時序關聯特征(zheng)向(xiang)量(liang)進行基于節點(dian)能量(liang)衰減傳播(bo)的(de)生(sheng)(sheng)命體征(zheng)全時域特征(zheng)聚(ju)合(he)處理以得(de)到(dao)生(sheng)(sheng)命體征(zheng)全時域信息聚(ju)合(he)信息;
19、基于所述生(sheng)命(ming)體(ti)征全時域信息(xi)聚合信息(xi),確(que)(que)定被監測重癥患者的生(sheng)命(ming)體(ti)征是(shi)否存在異常(chang),并確(que)(que)定是(shi)否發出(chu)預警提示信號(hao)給(gei)重癥監護(hu)醫護(hu)人員;
20、其(qi)中,對所述生命(ming)(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部時(shi)(shi)序(xu)關聯(lian)特(te)征(zheng)(zheng)向量(liang)(liang)(liang)的(de)(de)(de)(de)序(xu)列中的(de)(de)(de)(de)各個生命(ming)(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部時(shi)(shi)序(xu)關聯(lian)特(te)征(zheng)(zheng)向量(liang)(liang)(liang)進行基于節(jie)點能量(liang)(liang)(liang)衰減傳播(bo)的(de)(de)(de)(de)生命(ming)(ming)(ming)體(ti)(ti)征(zheng)(zheng)全時(shi)(shi)域(yu)特(te)征(zheng)(zheng)聚(ju)合處理以得(de)到生命(ming)(ming)(ming)體(ti)(ti)征(zheng)(zheng)全時(shi)(shi)域(yu)信(xin)息(xi)(xi)聚(ju)合信(xin)息(xi)(xi),包括:將所述生命(ming)(ming)(ming)體(ti)(ti)征(zheng)(zheng)局部時(shi)(shi)序(xu)關聯(lian)特(te)征(zheng)(zheng)向量(liang)(liang)(liang)的(de)(de)(de)(de)序(xu)列通過基于節(jie)點能量(liang)(liang)(liang)衰減傳播(bo)的(de)(de)(de)(de)生命(ming)(ming)(ming)體(ti)(ti)征(zheng)(zheng)全時(shi)(shi)域(yu)特(te)征(zheng)(zheng)聚(ju)合器以得(de)到生命(ming)(ming)(ming)體(ti)(ti)征(zheng)(zheng)全時(shi)(shi)域(yu)信(xin)息(xi)(xi)聚(ju)合表示(shi)向量(liang)(liang)(liang)作(zuo)為所述生命(ming)(ming)(ming)體(ti)(ti)征(zheng)(zheng)全時(shi)(shi)域(yu)信(xin)息(xi)(xi)聚(ju)合信(xin)息(xi)(xi)。
21、可選(xuan)地,分別對所述(shu)生(sheng)命(ming)體(ti)征(zheng)(zheng)(zheng)嵌入編碼(ma)特征(zheng)(zheng)(zheng)向量的(de)(de)時(shi)(shi)(shi)間序(xu)列中(zhong)的(de)(de)各個生(sheng)命(ming)體(ti)征(zheng)(zheng)(zheng)嵌入編碼(ma)特征(zheng)(zheng)(zheng)向量進行時(shi)(shi)(shi)序(xu)關聯編碼(ma)以得到生(sheng)命(ming)體(ti)征(zheng)(zheng)(zheng)局部(bu)時(shi)(shi)(shi)序(xu)關聯特征(zheng)(zheng)(zheng)向量的(de)(de)序(xu)列,包(bao)括:將所述(shu)生(sheng)命(ming)體(ti)征(zheng)(zheng)(zheng)嵌入編碼(ma)特征(zheng)(zheng)(zheng)向量的(de)(de)時(shi)(shi)(shi)間序(xu)列通(tong)過(guo)基于(yu)一(yi)維卷積層(ceng)的(de)(de)生(sheng)命(ming)體(ti)征(zheng)(zheng)(zheng)局部(bu)時(shi)(shi)(shi)序(xu)關聯編碼(ma)器以得到所述(shu)生(sheng)命(ming)體(ti)征(zheng)(zheng)(zheng)局部(bu)時(shi)(shi)(shi)序(xu)關聯特征(zheng)(zheng)(zheng)向量的(de)(de)序(xu)列。
22、可選地,對(dui)所(suo)述(shu)生(sheng)(sheng)(sheng)命(ming)(ming)體(ti)征(zheng)局(ju)部時(shi)序(xu)關聯特征(zheng)向(xiang)量(liang)(liang)的(de)序(xu)列中的(de)各(ge)個生(sheng)(sheng)(sheng)命(ming)(ming)體(ti)征(zheng)局(ju)部時(shi)序(xu)關聯特征(zheng)向(xiang)量(liang)(liang)進(jin)行基于節(jie)點能(neng)量(liang)(liang)衰減傳播的(de)生(sheng)(sheng)(sheng)命(ming)(ming)體(ti)征(zheng)全(quan)時(shi)域特征(zheng)聚合(he)(he)(he)處(chu)理以(yi)得(de)到生(sheng)(sheng)(sheng)命(ming)(ming)體(ti)征(zheng)全(quan)時(shi)域信息(xi)(xi)聚合(he)(he)(he)信息(xi)(xi),包括(kuo):將(jiang)所(suo)述(shu)生(sheng)(sheng)(sheng)命(ming)(ming)體(ti)征(zheng)局(ju)部時(shi)序(xu)關聯特征(zheng)向(xiang)量(liang)(liang)的(de)序(xu)列通過基于節(jie)點能(neng)量(liang)(liang)衰減傳播的(de)生(sheng)(sheng)(sheng)命(ming)(ming)體(ti)征(zheng)全(quan)時(shi)域特征(zheng)聚合(he)(he)(he)器以(yi)得(de)到生(sheng)(sheng)(sheng)命(ming)(ming)體(ti)征(zheng)全(quan)時(shi)域信息(xi)(xi)聚合(he)(he)(he)表(biao)示向(xiang)量(liang)(liang)作為所(suo)述(shu)生(sheng)(sheng)(sheng)命(ming)(ming)體(ti)征(zheng)全(quan)時(shi)域信息(xi)(xi)聚合(he)(he)(he)信息(xi)(xi)。
23、采(cai)用上述技術方案(an),通過傳(chuan)感器組實(shi)(shi)時(shi)(shi)監(jian)測采(cai)集(ji)重癥患(huan)(huan)者(zhe)(zhe)的生(sheng)命體(ti)征(zheng)數(shu)(shu)據,包括心率值、血壓值、血氧飽和度和呼吸(xi)頻率,并在后(hou)端引(yin)入基于人工智能和深度學(xue)習的數(shu)(shu)據處理(li)(li)和分(fen)析算法來(lai)進行這(zhe)(zhe)些生(sheng)命體(ti)征(zheng)數(shu)(shu)據的時(shi)(shi)序(xu)協同和全(quan)時(shi)(shi)域關聯分(fen)析,以此來(lai)學(xue)習并捕(bu)獲到(dao)該重癥患(huan)(huan)者(zhe)(zhe)各項生(sheng)命體(ti)征(zheng)之間的時(shi)(shi)序(xu)動(dong)態關聯特征(zheng)和變化趨勢,從(cong)而有(you)效(xiao)地進行生(sheng)命體(ti)征(zheng)的異(yi)常狀態識(shi)別和檢測。這(zhe)(zhe)樣(yang),能夠(gou)及時(shi)(shi)發現(xian)重癥患(huan)(huan)者(zhe)(zhe)的異(yi)常情況(kuang),并產生(sheng)預警提示信號來(lai)通知醫護人員做出(chu)相應處理(li)(li),從(cong)而實(shi)(shi)現(xian)更(geng)為(wei)智能化的重癥監(jian)護報警管理(li)(li)。
24、本技術的其他特征和優(you)點將在隨后的具體實施方式部分予以詳細說明。