[go: up one dir, main page]

TWI451285B - Genetic code management system and method thereof - Google Patents

Genetic code management system and method thereof Download PDF

Info

Publication number
TWI451285B
TWI451285B TW100126516A TW100126516A TWI451285B TW I451285 B TWI451285 B TW I451285B TW 100126516 A TW100126516 A TW 100126516A TW 100126516 A TW100126516 A TW 100126516A TW I451285 B TWI451285 B TW I451285B
Authority
TW
Taiwan
Prior art keywords
species
gene
sequence
drawer
genetic
Prior art date
Application number
TW100126516A
Other languages
Chinese (zh)
Other versions
TW201305840A (en
Inventor
Meng Hsiun Tsai
Kun Cheng Wu
Ching Hua Chiu
Yung Kuan Chan
Original Assignee
Nat Univ Chung Hsing
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Nat Univ Chung Hsing filed Critical Nat Univ Chung Hsing
Priority to TW100126516A priority Critical patent/TWI451285B/en
Publication of TW201305840A publication Critical patent/TW201305840A/en
Application granted granted Critical
Publication of TWI451285B publication Critical patent/TWI451285B/en

Links

Landscapes

  • Warehouses Or Storage Devices (AREA)

Description

物種基因密碼管理系統與方法Species genetic code management system and method

本發明是一種物種基因的管理方法及其系統,尤其是關於一種利用編碼管理物種基因的方法與系統。The invention relates to a method for managing a gene of a species and a system thereof, in particular to a method and a system for utilizing a code to manage a gene of a species.

生物科技一日千里,隨基因定序的工作越來越完整,對於地球的物種研究變得非常的熱絡與重要,其實對於全人類、物種之延續、疾病控制等有決定性的影響。Biotechnology is becoming more and more complete, and the work of sequencing with genes is becoming more and more complete. The research on the species of the earth has become very hot and important. In fact, it has a decisive influence on all human beings, the continuation of species, and disease control.

為了研究物種細胞、組織等,相關的生物研究機構常需要跟專門執行物種基因片段定序工作的機構購買所需之物種基因片段。唯目前對於物種基因片段的管理頗為粗糙,購買程序的過程中對於物種基因片段的保護不足,購買者可以隨意複製基因片段,很容易讓從事基因定序的機構在經濟上蒙受損失。In order to study species cells, tissues, etc., relevant biological research institutions often need to purchase the required gene fragments of the species with institutions that specialize in the sequencing of the gene fragments of the species. However, the management of gene fragments is quite rough at present. In the process of purchasing the program, the protection of the gene fragments of the species is insufficient. The purchaser can copy the gene fragments at will, and it is easy for the institutions engaged in gene sequencing to suffer economic losses.

為了解決既有技術對於基因定序完成之資訊保護不足,招致經濟上的損失之技術問題,本發明係使用一演算法將基因片段編製成一條碼圖形,並透過多道關卡的認證機制,讓傳遞過程更為安全。In order to solve the technical problem that the prior art has insufficient information protection for genetic sequencing and incurs economic loss, the present invention uses an algorithm to compile the gene fragments into a code pattern and pass the authentication mechanism of multiple levels. The process is safer.

本發明提供一種物種基因密碼管理方法,其步驟包含:讀取一物種之基因密碼序列;依據基因密碼序列之長度資訊選擇一控制參數;將基因密碼序列以一查表轉換法轉換為一二進位序列;將二進位序列進行一序列重排演算形成一細胞自動機序列;選擇複數個細胞自動機序列合併排列形成具有一選定行數的一細胞自動機序列陣列;及將該細胞自動機序列陣列之每個位元之狀態(0或1)分別以一黑或白像素顯示,使該細胞自動機序列陣列可進一步表示為一基因條碼圖形。The invention provides a method for managing a genetic code of a species, the method comprising: reading a genetic code sequence of a species; selecting a control parameter according to the length information of the genetic code sequence; converting the genetic code sequence into a binary by a table lookup conversion method Sequence; performing a sequence rearrangement calculation of the binary sequence to form a cellular automaton sequence; selecting a plurality of cellular automaton sequences to be combined to form a cellular automaton sequence array having a selected number of rows; and arranging the cellular automaton sequence array The state of each bit (0 or 1) is displayed as a black or white pixel, respectively, so that the cellular automaton sequence array can be further represented as a gene barcode pattern.

其中,該將基因密碼序列以一查表轉換法轉換為一二進位序列之步驟中,其係透過下列表格將由胺基酸排列形成的基因密碼序列轉換為一二進位序列。Wherein, the step of converting the gene cryptographic sequence into a binary sequence by a look-up table conversion method converts the gene cryptographic sequence formed by the arrangement of the amino acid into a binary sequence through the following table.

其中,該序列重排演算可以下列公式表示:Wherein, the sequence rearrangement calculus can be expressed by the following formula:

D(i,j)=F[D(i-1,j-1),D(i-1,1),D(i-1,j+1)],if 1≦j<S-1;1≦i<nD(i,j)=F[D(i-1,j-1), D(i-1,1), D(i-1,j+1)],if 1≦j<S-1; 1≦i<n

D(i,0)=F[D(i-1,S-1),D(i-1,0),D(i-1,1)],if j=0;1≦i<nD(i,0)=F[D(i-1,S-1), D(i-1,0), D(i-1,1)], if j=0;1≦i<n

D(i,S-1)=F[D(i-1,S-2),D(i-1,S-1),D(i-1,0)],if j=S-1;1≦i<nD(i,S-1)=F[D(i-1,S-2), D(i-1,S-1), D(i-1,0)], if j=S-1; 1≦i<n

其中,D(i,j)表示轉換後該細胞自動機序列陣列之某一(i,j)位置之0或1之狀態值;i為選定行數;S代表該二進位序列之長度;及F指該序列重排演算之規則函數。Where D(i,j) represents a state value of 0 or 1 of a certain (i,j) position of the array of cellular automata after conversion; i is the selected number of rows; S represents the length of the binary sequence; F refers to the regular function of the sequence rearrangement calculus.

其中,該序列重排演算之函數F之規則為下列表格:Wherein, the rule of the function F of the sequence rearrangement calculation is the following table:

本發明又提供一種物種基因密碼管理系統,其包含一物種基因管理中心以及透過網際網路與該物種基因管理中心進行訊息傳遞的複數個用戶端電腦,其中:該物種基因管理中心包含一系統主機以及分別連接該系統主機之一射頻辨識標籤讀取器、複數個可攜式射頻記憶裝置及一物種基因條碼保存櫃;該可攜式射頻記憶裝置係為結合一射頻辨識標籤之一可攜式記憶裝置,其與該系統主機電性可分離連接並通過該射頻辨識標籤讀取器之讀取辨識後,使該系統主機可以存取該可攜式射頻記憶裝置之資訊;該物種基因條碼保存櫃包含一櫃本體、複數個活動安裝於該本體之抽屜及複數個電磁鎖控制模組,其中:該櫃本體包含複數個抽屜空間,該些抽屜空間以以陣列形式凹設於該櫃本體之表面,每個抽屜空間以一間隔結構分隔;每個抽屜活動置於該櫃本體之一個抽屜空間內,且給個抽屜放置一個可攜式射頻記憶裝置,該可攜式記憶裝置內儲一個物種基因密碼與基因條碼圖形;及每一個間隔結構相對於每個抽屜設有一個該電磁鎖控制模組,該電磁鎖控制模組控制對應之該抽屜之位置狀態。The invention further provides a species genetic code management system, comprising a species genetic management center and a plurality of client computers for transmitting information through the internet and the genetic management center of the species, wherein: the genetic management center of the species comprises a system host And a radio frequency identification tag reader, a plurality of portable radio frequency memory devices and a gene bar code storage cabinet respectively connected to the system host; the portable radio frequency memory device is a portable RF tag The memory device is electrically separably connected to the host of the system and is read and recognized by the RFID tag reader, so that the host of the system can access the information of the portable radio frequency memory device; the gene barcode storage of the species The cabinet comprises a cabinet body, a plurality of drawers movably mounted on the body, and a plurality of electromagnetic lock control modules, wherein: the cabinet body comprises a plurality of drawer spaces, and the drawer spaces are recessed in the cabinet body in an array form Surface, each drawer space is separated by a space structure; each drawer is placed in one of the cabinet bodies In the drawer space, a portable radio frequency memory device is placed in a drawer, and the portable memory device stores a gene code and a gene barcode pattern; and each of the spacer structures has one electromagnetic lock relative to each drawer. a control module, the electromagnetic lock control module controls a position state of the corresponding drawer.

其中,,每一該電磁鎖控制模組包含一個該電磁鐵以及一彈性活動插銷,該電磁鐵受該系統主機控制而產生或解除磁吸力;該彈性活動插銷活動穿設於該間隔結構,於一放鬆狀態時,該電磁鐵為解除磁吸力,使該彈性活動插銷之一插銷端頂抵卡制於該抽屜之一外部表面,反之,該彈性活動插銷受到該電磁鐵之吸引而與該抽屜之底部表面分離。Wherein, each of the electromagnetic lock control modules includes an electromagnet and an elastic movable pin, and the electromagnet is controlled by the main body of the system to generate or cancel a magnetic attraction; the elastic movable pin is movably disposed in the spacing structure, In a relaxed state, the electromagnet is to release the magnetic force, so that one of the latches of the elastic movable latch is snapped against the outer surface of the drawer, and the elastic movable latch is attracted by the electromagnet and the drawer The bottom surface is separated.

其中,,該物種基因管理中心進一步包含一輸入模組、一顯示模組及一監控攝影模組,該輸入模組及該顯示模組為控制該系統主機之人機輸入裝置;該監控攝影模組受該系統主機之控制對該物種基因條碼保存櫃進行監視。The gene management center further includes an input module, a display module and a monitoring camera module, wherein the input module and the display module are human-machine input devices for controlling the host of the system; The group is monitored by the host of the system for the genetic barcode storage cabinet of the species.

其中,該物種基因條碼保存櫃包含複數個分別安裝於各抽屜之表面之一指示單元,該指示單元可以是一發光元件。Wherein, the genetic barcode storage cabinet of the species comprises a plurality of indicating units respectively mounted on the surface of each drawer, and the indicating unit may be a light emitting component.

其中,該物種基因條碼保存櫃包含一環境參數控制模組,其控制該櫃本體之內部的溫度與濕度。The gene barcode storage cabinet of the species comprises an environmental parameter control module, which controls the temperature and humidity inside the cabinet body.

由前述可知,本發明不僅提供將基因片段密碼形成基因條碼圖形的方式,已經將基因片段密碼有初步但完整的保護,更進一步提出完整的保存櫃及相關程序,讓整體的基因片段密碼獲得完善之保護,完全解決既有技術的問題,達到安全性使用之技術功效。It can be seen from the foregoing that the present invention not only provides a method for forming a gene barcode pattern by gene fragment cryptography, but also has a preliminary but complete protection of the gene fragment cipher, and further proposes a complete storage cabinet and related programs, so that the overall gene fragment cipher is improved. The protection of the technology completely solves the problems of the existing technology and achieves the technical effect of safety use.

請參考第一圖及第二圖,其為本發明之物種基因密碼管理系統之較佳實施例,其包含一物種基因管理中心10以及透過網際網路與該物種基因管理中心10進行訊息傳遞的複數個用戶端電腦50,該物種基因管理中心10包含一系統主機12以及分別連接該系統主機12之一輸入模組13、一顯示模組14、一監控攝影模組15、一射頻辨識標籤讀取器16(RFID)、複數個可攜式射頻記憶裝置17及一物種基因條碼保存櫃18。Please refer to the first figure and the second figure, which are preferred embodiments of the species gene cryptography management system of the present invention, comprising a species gene management center 10 and transmitting information to the species gene management center 10 via the Internet. a plurality of client computers 50, the species gene management center 10 includes a system host 12 and an input module 13 connected to the system host 12, a display module 14, a monitoring camera module 15, and a radio frequency identification tag. A receiver 16 (RFID), a plurality of portable RF memory devices 17 and a species gene barcode storage cabinet 18.

該系統主機12為可以快速處理網路資訊、程式運算、演算法計算等工作的電腦(computer),其可包含負責執行前述運算工作之一處理器、一記憶體等運算處理組件。該輸入模組13、該顯示模組14為控制該系統主機12之人機輸入裝置。The system host 12 is a computer that can quickly process network information, program operations, algorithm calculations, etc., and can include a processor, a memory, and the like that are responsible for performing the aforementioned operations. The input module 13 and the display module 14 are human-machine input devices for controlling the system host 12.

該監控攝影模組15受該系統主機12之控制對該物種基因條碼保存櫃18之周遭環境進行監視。The surveillance camera module 15 is monitored by the system host 12 to monitor the environment surrounding the genetic bar code storage cabinet 18.

該射頻辨識標籤讀取器16為讀取一射頻辨識標籤(RFID)的讀取器,該射頻辨識標籤讀取器16將讀取該射頻辨識標籤的結果傳至該系統主機12。The RFID tag reader 16 is a reader that reads a Radio Frequency Identification Tag (RFID), and the RFID tag reader 16 transmits the result of reading the RFID tag to the system host 12.

該可攜式射頻記憶裝置17係為結合一射頻辨識標籤之一可攜式記憶裝置,該可攜式記憶裝置為可內儲電子資訊的裝置,其透過USB等介面與該系統主機12電性連接後,使該系統主機12可以存取該可攜式射頻記憶裝置17之資訊。該系統主機12讀取該可攜式射頻記憶裝置17時,會控制該射頻辨識標籤讀取器16先判讀該射頻辨識標籤是否為正確或所需的該可攜式射頻記憶裝置17,如果判斷為所需之該可攜式射頻記憶裝置17,則使該系統主機12可以存取該可攜式射頻記憶裝置17內部的資料。The portable radio frequency memory device 17 is a portable memory device that is combined with a radio frequency identification tag. The portable memory device is a device that can store electronic information, and is electrically connected to the system host 12 through a USB interface or the like. After being connected, the system host 12 can access the information of the portable radio frequency memory device 17. When the system host 12 reads the portable RF memory device 17, it controls the RFID tag reader 16 to first determine whether the RFID tag is correct or required for the portable RF memory device 17, if it is determined For the portable radio frequency memory device 17 required, the system host 12 can access the data inside the portable radio frequency memory device 17.

請參考第三圖及第四A、B圖,該物種基因條碼保存櫃18包含一櫃本體181、複數個活動安裝於該本體181之抽屜182、複數個分別安裝於各抽屜182之表面之一指示單元183、複數個電磁鎖控制模組184以及一環境參數控制模組185。Please refer to the third figure and the fourth A and B diagrams. The gene barcode storage cabinet 18 includes a cabinet body 181, a plurality of drawers 182 movably mounted on the body 181, and a plurality of surfaces respectively mounted on the drawers 182. The indicating unit 183, the plurality of electromagnetic lock control modules 184 and an environmental parameter control module 185.

該櫃本體181包含複數個抽屜空間,該些抽屜空間可以以陣列形式凹設於該櫃本體181之表面,每個抽屜空間可以一間隔結構1814分隔。The cabinet body 181 includes a plurality of drawer spaces, and the drawer spaces may be recessed in an array on the surface of the cabinet body 181. Each drawer space may be separated by a spacing structure 1814.

每個抽屜182活動置於該櫃本體181之一個抽屜空間內,每個抽屜182之一外表設有一個該指示單元183,該指示單元可以是一發光二極體元件(Light Emitting Diode,LED)等類似的發光元件,作為顯示該抽屜182之狀態,諸如開、關、故障等。Each of the drawers 182 is disposed in a drawer space of the cabinet body 181. One of the drawers 182 is externally provided with the indicating unit 183. The indicating unit may be a Light Emitting Diode (LED). A similar light-emitting element is used as a state in which the drawer 182 is displayed, such as on, off, malfunction, and the like.

為了讓每個抽屜182可以受控制而自動開啟或關閉,該櫃本體181之該每一個間隔結構1814可以相對於每個抽屜182設有一個該電磁鎖控制模組184,該電磁鎖控制模組184包含一個該電磁鐵1842以及一彈性活動插銷1844,該電磁鐵1842受該系統主機12控制而產生或解除磁吸力;該彈性活動插銷1844活動穿設於該間隔結構1814,於一放鬆狀態時,該電磁鐵1842為解除磁吸力,使該彈性活動插銷1844之一插銷端頂抵卡制於該抽屜182之一外部表面,進而使該抽屜182可以限制而於該櫃本體181之內,本實施例之該抽屜182之一底部凸設有一倒置凹型構造,當該彈性活動插銷1844於放鬆狀態時插入該倒置凹型構造,進而限制該抽屜182之活動而置於該櫃本體181之內;反之,當該彈性活動插銷1844受到該電磁鐵1842之吸引而與該抽屜182之底部表面分離時(於本實施例即脫離該倒置凹型構造),該抽屜182受到裝設於該櫃本體181之內部的一彈簧1812之推力而局部推出於該櫃本體181。In order to allow each drawer 182 to be automatically opened or closed by control, each of the spacer structures 1814 of the cabinet body 181 can be provided with one electromagnetic lock control module 184 with respect to each drawer 182. The electromagnetic lock control module The 184 includes an electromagnet 1842 and an elastic movable pin 1844. The electromagnet 1842 is controlled by the system host 12 to generate or cancel a magnetic attraction. The elastic movable pin 1844 is movably disposed in the spacer structure 1814 when in a relaxed state. The electromagnet 1842 is configured to release the magnetic attraction force, so that one of the latching ends of the elastic movable latch 1844 is locked against the outer surface of the drawer 182, so that the drawer 182 can be restrained within the cabinet body 181. An inverted concave structure is protruded from the bottom of one of the drawers 182 of the embodiment. When the elastic movable latch 1844 is in the relaxed state, the inverted concave structure is inserted, thereby restricting the activity of the drawer 182 and being placed inside the cabinet body 181; When the elastic movable pin 1844 is attracted by the electromagnet 1842 to be separated from the bottom surface of the drawer 182 (in this embodiment, the inverted concave structure is removed), By drawer 182 is mounted on the inside of the cabinet main body 181 of a thrust spring of 1812 Release locally to the main body cabinet 181.

該環境參數控制模組185控制該櫃本體181之內部的溫度與濕度。The environmental parameter control module 185 controls the temperature and humidity inside the cabinet body 181.

為了研究、分析物種的特性,必須先了解物種的基因組成。基因(gene)是一組有意義的遺傳單位。以人體為例,人體的細胞都具有細胞膜、細胞質、細胞核等胞器,在細胞核裡面有染色體(chromoson),是由一些蛋白質和去氧核糖核酸(DNA)所組成的物質,攜帶著遺傳的密碼。當物種完成基因定序,可以得知其一基因密碼,而且可以表示為一蛋白質序列。以人體細胞為例,蛋白質約由20種胺基酸(amino acid)組成,因此其一基因密碼可以轉換為該蛋白質序列。因此,物種的基因完成定序後可以將基因密碼以字串片段(胺基酸之排列組成)形式儲存。In order to study and analyze the characteristics of a species, it is necessary to first understand the genetic composition of the species. A gene is a group of meaningful genetic units. In the human body, for example, the cells of the human body have cell membranes, cytoplasm, nucleus and other organelles. There are chromosomes in the nucleus, which are substances composed of some proteins and DNA, carrying genetic codes. . When a species completes genetic sequencing, it can know its genetic code and can be expressed as a protein sequence. In the case of human cells, the protein is composed of about 20 amino acids, so that a gene code can be converted into the protein sequence. Therefore, the genetic code of the species can be stored in the form of a string fragment (arrangement of amino acids) after sequencing of the gene.

請參考第五圖,本實施例為了更為妥善將該基因密碼予以保密與保存,該系統主機12可以執行一基因條碼演算程式,該基因條碼演算程式包含步驟如下:Please refer to the fifth figure. In order to properly keep the genetic code secret and preserved, the system host 12 can execute a genetic barcode calculation program. The genetic barcode calculation program includes the following steps:

(511)輸入序列:係讀取一物種之基因密碼序列。(511) Input sequence: reading the genetic code sequence of a species.

(512)將DNA序列轉換為蛋白質序列:將該基因密碼序列轉換表示為一蛋白質序列,再以一查表轉換法將該蛋白質序列之複數個胺基酸分別轉換為一二進位表示,使該蛋白質序列形成一二進位序列。其中,本實施例之查表轉換法係透過下列表一進行轉換:(512) converting the DNA sequence into a protein sequence: converting the gene code sequence into a protein sequence, and converting the plurality of amino acids of the protein sequence into a binary representation by a look-up table conversion method, The protein sequence forms a binary sequence. The look-up table conversion method of the embodiment is performed by converting the following list 1:

(515)以二進位序列進行影像產生程序:當完成二進位序列之轉換後,將該二進位序列在進行一序列重排演算,其中該序列排列演算係取該二進位序列之每三個相鄰的位元對照下表二之數值予以疊代轉換,當完成每三個相鄰的位元之疊代轉換後,則向右移動一位元繼續進行疊代程序,最後產生新的一細胞自動機序列。完成該序列重排演算後,選擇複數個二進位序列並排形成形成一選定的行數,之後形成一細胞自動機序列陣列。本步驟可以簡化為下列演算公式表示式:(515) performing an image generation process in a binary sequence: after completing the conversion of the binary sequence, performing a sequence rearrangement calculation on the binary sequence, wherein the sequence arrangement algorithm takes every three phases of the binary sequence The adjacent bits are subjected to iterative conversion according to the values in Table 2 below. When the iterative conversion of every three adjacent bits is completed, one bit is moved to the right to continue the iterative process, and finally a new cell is generated. Automaton sequence. After the sequence rearrangement calculation is completed, a plurality of binary sequences are selected to form a selected number of rows side by side, and then a cellular automaton sequence array is formed. This step can be simplified to the following formula for the formula:

D(i,j)=F[D(i-1,j-1),D(i-1,1),D(i-1,j+1)],if 1≦j<S-1;1≦i<nD(i,j)=F[D(i-1,j-1), D(i-1,1), D(i-1,j+1)],if 1≦j<S-1; 1≦i<n

D(i,0)=F[D(i-1,S-1),D(i-1,0),D(i-1,1)],if j=0;1≦i<nD(i,0)=F[D(i-1,S-1), D(i-1,0), D(i-1,1)], if j=0;1≦i<n

D(i,S-1)=F[D(i-1,S-2),D(i-1,S-1),D(i-1,0)],if j=S-1;1≦i<nD(i,S-1)=F[D(i-1,S-2), D(i-1,S-1), D(i-1,0)], if j=S-1; 1≦i<n

其中,D(i,j)表示疊代後該細胞自動機序列之某一(i,j)位置之0或1之狀態值;i為選定的行數;S代表該二進位序列之長度;F指該序列重排演算之規則函數。Where D(i,j) represents the state value of 0 or 1 of a certain (i,j) position of the cellular automaton sequence after iteration; i is the selected number of rows; S represents the length of the binary sequence; F refers to the regular function of the sequence rearrangement calculus.

以下以實際範例EX1說明該些序列之關係:The relationship between the sequences is illustrated by the actual example EX1:

(1)蛋白質序列為:QRY...(1) The protein sequence is: QRY...

(2)查表轉換後的二進位序列為:00101 00111 01100...(2) The binary sequence after the table lookup conversion is: 00101 00111 01100...

(3)前1,2,3位元「001」一上表二疊代為0;第2,3,4位元「010」疊代為1;第3,4,5位元「101」疊代為0...以此類推;至最後一個位元因缺少兩個位元無法疊代時,則重新取第1,2位元形成二進位字串而再以表二查表疊代,最終可以獲得二進位的該細胞自動機序列。(3) The first 1, 2, and 3 bits "001" are as shown in the above table, the second is 0; the 2nd, 3, and 4 bits "010" are replaced by 1; the 3rd, 4th, and 5th, "101" is the iteration. 0... and so on; until the last bit cannot be iterated due to the lack of two bits, then the first and second bits are re-formed to form a binary string and then the table is inverted. The cellular automaton sequence of the binary is obtained.

(517)產生條碼圖形:將該細胞自動機序列陣列之每個位元之狀態(0或1)分別以一黑或白像素顯示,使該細胞自動機序列陣列可進一步表示為一基因條碼圖形,該條碼圖形為一黑白圖形。(517) generating a bar code graphic: displaying a state (0 or 1) of each bit of the cellular automaton sequence array in a black or white pixel, respectively, so that the cell automaton sequence array can be further represented as a gene bar code graphic The bar code graphic is a black and white graphic.

請參考第六圖至第十圖,該系統主機12可以執行一基因條碼圖形製作與儲存流程,自動讀入物種之基因密碼並予以條碼圖形化後內儲於記憶體內,該基因條碼圖形製作與儲存流程步驟可包含:Please refer to the sixth to tenth drawings. The host 12 of the system can execute a gene bar code pattern creation and storage process, automatically read the genetic code of the species and graphically store the barcode, and store the code in the memory. The storage process steps can include:

(611)讀取物種DNA基因片段密碼字串,由一物種基因片段密碼資料庫讀取各物種完成定序之DNA基因片段密碼字串。(611) reading the DNA fragment of the species DNA gene fragment, and reading the sequence of the DNA gene fragment of each species by a species gene fragment cryptographic database.

(612)解析DNA基因片段字串,產生控制參數:依據所讀入之DNA基因片段密碼字串之長度等特性,產生代表該長度之控制參數,如前述範例的i,j,S參數。(612) Parsing the DNA gene fragment string to generate a control parameter: generating a control parameter representing the length according to characteristics such as the length of the read DNA gene fragment cipher string, such as the i, j, S parameters of the foregoing example.

(613)執行DNA基因條碼演算法副程式:係進行該基因條碼演算程式,將基因片段密碼字串轉換為該基因條碼圖形。(613) Performing a DNA gene barcode algorithm subroutine: performing the gene barcode calculation program to convert the gene fragment password string into the gene barcode pattern.

(615)給予基因片段編碼及表單製作:該系統主機12將完成之該基因條碼圖形予以編號,並依據各基因條碼圖形所對應的物種以及所屬基因片段予以製作為一表單,其中,該表單可如第七圖所示,該表單包含的資訊可能包含該基因條碼圖形、該基因條碼圖形所對應之基因片段之功能介紹、對應物種的寄主生存環境、地域性、完成基因定序的時間、樣本取樣地點以及相關的文件等。(615) Giving gene fragment coding and form production: the host computer 12 numbers the completed barcode pattern of the gene, and creates a form according to the species corresponding to each gene barcode pattern and the gene fragment, wherein the form can be As shown in the seventh figure, the information contained in the form may include the barcode pattern of the gene, the function description of the gene fragment corresponding to the barcode pattern of the gene, the host living environment of the corresponding species, the regionality, the time of completing the gene sequencing, and the sample. Sampling location and related documents.

(616)將基因條碼儲存至可攜式射頻記憶裝置:該系統主機12將所完成的表單、基因條碼圖形存入該可攜式射頻記憶裝置17。(616) storing the gene barcode to the portable radio frequency memory device: the system host 12 stores the completed form and the gene barcode pattern into the portable radio frequency memory device 17.

(617)將表單及基因條碼儲存於網路伺服器:該系統主機12將所完成的表單及基因條碼圖形存入一網路伺服器之一基因條碼圖形資料庫中。(617) storing the form and the gene barcode on the web server: the system host 12 stores the completed form and the gene barcode pattern into a gene barcode image database of one of the network servers.

為了讓使用該基因片段的研究使用者便於購買所需的基因片段密碼,該系統主機12可以提供一基因片段採購程序,其步驟包含:In order to allow the research user using the gene fragment to easily purchase the desired gene fragment code, the system host 12 can provide a gene segment procurement program, the steps of which include:

(71)用戶端點閱物種基因表單:使用者透過網路連接該網路伺服器所提供的一網頁,該網頁列出完成物種之基因定序之各表單,供使用者點選。(71) User Endpoint Reading Spectral Gene Form: The user connects to a webpage provided by the web server through a network, and the webpage lists various forms for completing the genetic sequencing of the species for the user to click.

(72)點選用戶端欲選購之基因片段表單、編號或條碼:接受該用戶端點選所需的表單或表單編號或表單對應的基因條碼圖形。(72) Click on the gene fragment form, number or barcode to be purchased by the user: accept the form or form number required by the user endpoint or the gene barcode pattern corresponding to the form.

(73)填寫用物個人資料及用途:該網路伺服器接受該使用者輸入個人資料及購買物種基因片段的用途。(73) Filling in personal data and usage: The web server accepts the user's input of personal data and the use of gene fragments for the purchase of the species.

(74)完成選購服務付款流程:該網路伺服器提供一選購及付款頁面供使用者進行付款及採購流程。(74) Complete the purchase service payment process: The web server provides an optional and payment page for the user to make payment and purchase processes.

(75)傳送用戶個人資料付款狀態及選購基因條碼圖形至物種基因管理中心:該網路伺服器將使用者的個人資料、付款狀態及所選購的基因條碼圖形送至該系統主機12之基因條碼圖形資料庫。(75) transmitting the user profile payment status and purchasing the gene barcode graphic to the species gene management center: the network server sends the user's personal data, payment status and the selected gene barcode graphic to the system host 12 Gene barcode graphic database.

(76)傳送成功:該網路伺服器判斷步驟(75)是否成功,如果沒有成功,則重新執行步驟(71)。(76) The transmission is successful: the network server determines whether the step (75) is successful. If it is not successful, the step (71) is re-executed.

當該系統主機12接獲該網路伺服器所傳輸之訂購資訊後,其可執行一基因條碼圖形取得程序,將基因條碼圖形輸出。該基因條碼圖形取得程序之步驟包含:After the system host 12 receives the order information transmitted by the network server, it can execute a gene barcode drawing acquisition program to output the gene barcode pattern. The steps of the gene barcode drawing acquisition program include:

(81)從資料庫讀取用戶端個人資訊、付款狀態及所需基因片段資訊:該系統主機12取得用戶端個人資訊、付款狀態及所需基因片段資訊。(81) Reading the personal information of the user terminal, the payment status and the required gene segment information from the database: the system host 12 obtains the personal information of the user terminal, the payment status and the information of the desired gene segment.

(82)針對用戶端之個人資料及用途審查:該系統主機12讀取一管理者對該使用者輸入之資訊之一審查結果通知。(82) Personal data and usage review for the client: The system host 12 reads a review result notification of a message input by the administrator to the user.

(83)通過:該系統主機12判斷該審查結果通知使否為一通過,若判斷結果為是,則進行下一步驟,反之,則拒絕授與密碼(831)步驟後,再通知用戶端與退款(832)步驟。(83) Pass: the system host 12 determines whether the review result notification is a pass, and if the determination result is yes, proceed to the next step, otherwise, the password is denied (831) step, and then the user is notified. Refund (832) steps.

(84)比對用戶端選購基因片段及物種屬性:該系統主機12讀取使用者所選購的基因片段及找出其對應的物種屬性。(84) Comparing the user side to purchase the gene fragment and the species attribute: the system host 12 reads the gene fragment purchased by the user and finds the corresponding species attribute.

(85)傳出選購物種資料櫃編號及物種基因抽屜:該系統主機12找出儲存該基因片段及基因條碼圖形之可攜式射頻記憶裝置17所放置的某一抽屜182之位置與編號。(85) The selected species cabinet number and the species gene drawer are transmitted: the system host 12 finds the position and number of a certain drawer 182 placed in the portable RF memory device 17 storing the gene fragment and the gene barcode pattern.

(86)等待處理:該系統主機12收到一第二管理者之一許可訊號後,執行下一步驟。(86) Waiting for processing: After receiving the license signal from one of the second administrators, the system host 12 performs the next step.

(87)是否接受第二管理者回傳之密碼檔案:該系統主機12判斷是否已經接收該第二管理者之一解密密碼,若判斷結果為否,則進行一發出催促訊息(871)步驟,反之則進行將基因條碼圖形及該解密密碼傳送給用戶端(872)步驟。(87) Whether to accept the password file returned by the second administrator: the system host 12 determines whether the decryption password of one of the second administrators has been received, and if the determination result is no, then a urging message (871) is performed, Otherwise, the step of transmitting the gene barcode pattern and the decryption password to the client (872) is performed.

前述的第二管理者端可以是負責保管密碼的終端機或管理員,其接受操控該系統主機12之一第一管理者之資料後,可以下列步驟取出正確的可攜式射頻記憶裝置17並與該系統主機12連結:The foregoing second administrator may be a terminal or administrator responsible for storing the password. After accepting the data of the first manager of the system host 12, the correct portable radio frequency memory device 17 may be taken out in the following steps. Linked to the system host 12:

(91)接受訂購之資訊:該第二管理者接受用戶的訂購資訊。(91) Accepting order information: The second manager accepts the user's order information.

(92)取得基因保存櫃編號:由該訂購資訊,得知所需的基因片段,並由資料庫判斷取得儲存該基因片段及基因條碼圖形之可攜式射頻記憶裝置17所在的位置。(92) Obtaining the gene storage cabinet number: from the order information, the desired gene fragment is obtained, and the location of the portable radio frequency memory device 17 storing the gene fragment and the gene barcode pattern is obtained by the database.

(93)驅動電磁鎖控制模組:該系統主機12控制所需的某一抽屜182對應的電磁鎖控制模組184,讓該抽屜182推出櫃本體181。(93) Driving the electromagnetic lock control module: the system host 12 controls the electromagnetic lock control module 184 corresponding to a certain drawer 182, and the drawer 182 is pushed out of the cabinet body 181.

(94)確認監控攝影模組開啟狀態:該系統主機12確認所連接枝該監控攝影模組15為開啟狀態。(94) Confirming the ON state of the surveillance camera module: The system host 12 confirms that the connected photography module 15 is in an open state.

(95)抽屜之指示單元開啟:該系統主機12將選擇開啟的抽屜182對應設置的指示單元183予以開啟。(95) The indicating unit of the drawer is opened: the system main unit 12 opens the indicating unit 183 corresponding to the drawer 182 that is selected to be opened.

(96)連接可攜式記憶裝置:該系統主機12接受與該可攜式記憶裝置17進行連接。(96) Connecting the portable memory device: The system host 12 accepts connection with the portable memory device 17.

(97)RFID讀取器進行辨識:該系統主機12先以該射頻辨識標籤讀取器16判斷所連接之可攜式記憶裝置17是否為正確,若判斷結果為是,則進行下一步驟,反之,則傳輸錯誤訊息(98)後回到步驟(92)。(97) The RFID reader performs identification: the system host 12 first determines whether the connected portable memory device 17 is correct by using the RFID tag reader 16, and if the determination result is yes, proceed to the next step. Otherwise, the error message (98) is transmitted and the process returns to step (92).

(99)讀取可攜式記憶裝置99:該系統主機12正常讀取該可攜式記憶裝置99之儲存與使用者訂購內容對應之內部資訊,如基因條碼圖形及對應的基因片段密碼,並依用戶端選購之基因條碼下載基因片段密碼。(99) reading the portable memory device 99: the system host 12 normally reads the internal information corresponding to the user's subscription content stored by the portable memory device 99, such as a gene barcode pattern and a corresponding gene fragment password, and Download the gene fragment password according to the gene barcode purchased by the user.

由前述可知,本實施例不僅提供將基因片段密碼形成基因條碼圖形的方式,已經將基因片段密碼有初步但完整的保護,更進一步提出完整的保存櫃及相關程序,讓整體的基因片段密碼獲得完善之保護,完全解決既有技術的問題,達到安全性使用之技術功效。It can be seen from the foregoing that the present embodiment not only provides a method for forming a gene barcode pattern into a gene fragment cipher, but also has a preliminary but complete protection of the gene fragment cipher, and further proposes a complete storage cabinet and related programs, so that the entire gene fragment cipher is obtained. Perfect protection, completely solve the problems of existing technologies and achieve the technical effects of safe use.

10...物種基因管理中心10. . . Species Genetic Management Center

12...系統主機12. . . System host

13...輸入模組13. . . Input module

14...顯示模組14. . . Display module

15...監控攝影模組15. . . Surveillance camera module

16...射頻辨識標籤讀取器16. . . RFID tag reader

17...可攜式射頻記憶裝置17. . . Portable RF memory device

18...物種基因條碼保存櫃18. . . Species gene barcode storage cabinet

181...櫃本體181. . . Cabinet body

1812...彈簧1812. . . spring

182...抽屜182. . . drawer

183...指示單元183. . . Indicating unit

184...電磁鎖控制模組184. . . Electromagnetic lock control module

1842...電磁鐵1842. . . Electromagnet

1844...彈性活動插銷1844. . . Flexible active latch

185...環境參數控制模組185. . . Environmental parameter control module

50...用戶端電腦50. . . Client computer

第一圖為本發明較佳實施例之系統示意圖The first figure is a schematic diagram of a system according to a preferred embodiment of the present invention.

第二圖為本發明較佳實施例之一物種基因管理中心之系統方塊圖The second figure is a system block diagram of a species gene management center according to a preferred embodiment of the present invention.

第三圖為本發明之一物種基因條碼保存櫃之局部放大示意圖The third figure is a partial enlarged schematic view of a gene barcode storage cabinet of one species of the present invention.

第四圖為本發明之一抽屜開關狀態示意圖The fourth figure is a schematic diagram of a drawer switch state of the present invention.

第五圖為本發明較佳實施例之一基因條碼演算程式之流程圖。The fifth figure is a flow chart of a gene barcode calculation program according to a preferred embodiment of the present invention.

第六圖為本發明較佳實施例之一基因條碼圖形製作與儲存流程圖Figure 6 is a flow chart showing the production and storage of a gene barcode pattern according to a preferred embodiment of the present invention.

第七圖為本發明較佳實施例之一生物資料表單Figure 7 is a biological data form in accordance with a preferred embodiment of the present invention.

第八圖為本發明較佳實施例之一基因片段採購程序流程圖Figure 8 is a flow chart of a gene fragment procurement procedure according to a preferred embodiment of the present invention

第九圖為本發明較佳實施例之一基因條碼圖形取得程序流程圖The ninth figure is a flow chart of the process of obtaining the barcode of the gene barcode according to the preferred embodiment of the present invention.

第十圖為本發明較佳實施例之一可攜式記憶裝置讀取程序流程圖FIG. 10 is a flow chart of a portable memory device reading program according to a preferred embodiment of the present invention;

10...物種基因管理中心10. . . Species Genetic Management Center

50...用戶端電腦50. . . Client computer

Claims (6)

一種物種基因密碼管理系統,其包含一物種基因管理中心以及透過網際網路與該物種基因管理中心進行訊息傳遞的複數個用戶端電腦,其中:該物種基因管理中心包含一系統主機以及分別連接該系統主機之一射頻辨識標籤讀取器、複數個可攜式射頻記憶裝置及一物種基因條碼保存櫃;該可攜式射頻記憶裝置係為結合一射頻辨識標籤之一可攜式記憶裝置,其與該系統主機電性可分離連接並通過該射頻辨識標籤讀取器之讀取辨識後,使該系統主機可以存取該可攜式射頻記憶裝置之資訊;該物種基因條碼保存櫃包含一櫃本體、複數個活動安裝於該本體之抽屜及複數個電磁鎖控制模組,其中:該櫃本體包含複數個抽屜空間,該些抽屜空間以以陣列形式凹設於該櫃本體之表面,每個抽屜空間以一間隔結構分隔;每個抽屜活動置於該櫃本體之一個抽屜空間內,且給個抽屜放置一個可攜式射頻記憶裝置,該可攜式記憶裝置內儲一個物種基因密碼與基因條碼圖形;每一個間隔結構相對於每個抽屜設有一個該電磁鎖控制模組,該電磁鎖控制模組控制對應之該抽屜之位置狀態;而其中該物種基因密碼及該基因條碼圖形係經由一種物種基因密碼管理方法而得,其步驟包含:讀取一物種之基因密碼序列;依據基因密碼序列之長度資訊選擇一控制參數; 將基因密碼序列以一查表轉換法轉換為一二進位序列;將二進位序列進行一序列重排演算形成一細胞自動機序列;選擇複數個細胞自動機序列合併排列形成具有一選定行數的一細胞自動機序列陣列;及將該細胞自動機序列陣列之每個位元之狀態(0或1)分別以一黑或白像素顯示,使該細胞自動機序列陣列可進一步表示為該基因條碼圖形。 A genetic code management system for a species, comprising a species genetic management center and a plurality of client computers for transmitting information through the internet and the genetic management center of the species, wherein: the genetic management center of the species comprises a system host and respectively connected to the The system is a radio frequency identification tag reader, a plurality of portable radio frequency memory devices and a species gene bar code storage cabinet; the portable radio frequency memory device is a portable memory device combined with a radio frequency identification tag, The system is detachably connected to the host computer and is read and recognized by the RFID tag reader, so that the system host can access the information of the portable RF memory device; the genetic barcode storage cabinet of the species includes a cabinet The main body and the plurality of activities are installed on the drawer of the main body and the plurality of electromagnetic lock control modules, wherein: the cabinet body comprises a plurality of drawer spaces, and the drawer spaces are recessed on the surface of the cabinet body in an array, each of The drawer space is separated by a space structure; each drawer is placed in a drawer space of the cabinet body, A portable RF memory device is placed in a drawer, and the portable memory device stores a gene code and a gene barcode pattern; each of the spacer structures is provided with an electromagnetic lock control module for each drawer, the electromagnetic The lock control module controls the position state of the corresponding drawer; wherein the genetic code of the species and the barcode pattern of the gene are obtained by a genetic code management method of a species, and the step comprises: reading a genetic code sequence of a species; Selecting a control parameter for the length information of the password sequence; Converting the genetic code sequence into a binary sequence by a look-up table conversion method; performing a sequence rearrangement calculation on the binary sequence to form a cellular automaton sequence; selecting a plurality of cellular automaton sequences to be merged to form a selected row number a cellular automaton sequence array; and displaying the state (0 or 1) of each bit of the cellular automaton sequence array in a black or white pixel, respectively, such that the cellular automaton sequence array can be further represented as the gene barcode Graphics. 如申請專利範圍第1項所述的物種基因密碼管理系統,該將基因密碼序列以一查表轉換法轉換為一二進位序列之步驟中,其係透過下列表格將由胺基酸排列形成的基因密碼序列轉換為一二進位序列; 該序列重排演算可以下列公式表示: D(i,j)=F[D(i-1,j-1),D(i-1,1),D(i-1,j+1)],if 1≦j<S-1;1≦i<n D(i,0)=F[D(i-1,S-1),D(i-1,0),D(i-1,1)],if j=0;1≦i<n D(i,S-1)=F[D(i-1,S-2),D(i-1,S-1),D(i-1,0)],if j=S-1;1≦i<n其中,D(i,j)表示轉換後該細胞自動機序列陣列之某一(i,j)位置之0或1之狀態值;i為選定行數;S代表該二進位序列之長度;及F指該序列重排演算之規則函數;而該序列重排演算之函數F之規則為下列表格: For example, in the species gene cryptography management system described in claim 1, the gene cryptographic sequence is converted into a binary sequence by a look-up table conversion method, and the gene formed by aligning the amino acid is arranged through the following table. Converting the password sequence into a binary sequence; The sequence rearrangement calculus can be expressed by the following formula: D(i,j)=F[D(i-1,j-1), D(i-1,1),D(i-1,j+1)] , if 1≦j<S-1;1≦i<n D(i,0)=F[D(i-1,S-1), D(i-1,0), D(i-1, 1)], if j=0;1≦i<n D(i,S-1)=F[D(i-1,S-2), D(i-1,S-1),D(i -1,0)], if j=S-1; 1≦i<n where D(i,j) represents 0 or 1 of a certain (i,j) position of the array of cellular automaton sequences after conversion. State value; i is the selected number of rows; S represents the length of the binary sequence; and F refers to the regular function of the sequence rearrangement calculus; and the rule of the function F of the sequence rearrangement calculus is the following table: 如申請專利範圍第2項所述的物種基因密碼管理系統,每一該電磁鎖控制模組包含一個該電磁鐵以及一彈性活動插銷,該電磁鐵受該系統主機控制而產生或解除磁吸力;該彈性活動插銷活動穿設於該間隔結構,於一放鬆狀態時,該電磁鐵為解除磁吸力,使該彈性活動插銷之一插銷端頂抵卡制於該抽屜之一外部表面,反之,該彈性活動插銷受到該電磁鐵之吸引而與該抽屜之底部表面分離。 The gene cryptography management system of claim 2, wherein each of the electromagnetic lock control modules comprises an electromagnet and an elastic movable latch, and the electromagnet is controlled by the host of the system to generate or cancel a magnetic attraction; The elastic movable latching action is disposed in the spacing structure. When in a relaxed state, the electromagnet is used to release the magnetic attraction force, so that one of the latching ends of the elastic movable latch is locked against the outer surface of the drawer, and vice versa. The elastic movable latch is attracted to the electromagnet to be separated from the bottom surface of the drawer. 如申請專利範圍第3項所述的物種基因密碼管理系統,該物種基因管理中心進一步包含一輸入模組、一顯示模組及一監控攝影模組,該輸入模組及該顯示模組為控制該系統主機之人機輸入裝置;該監控攝影模組受該系統主機之控制對該物種基因條碼保存櫃進行監視。 The gene management system of the species according to claim 3, wherein the genetic management center further comprises an input module, a display module and a monitoring camera module, wherein the input module and the display module are controlled The human-machine input device of the system host; the surveillance camera module is monitored by the host of the system to monitor the genetic barcode storage cabinet of the species. 如申請專利範圍第4項所述的物種基因密碼管理系統,該物種基因條碼保存櫃包含複數個分別安裝於各抽屜之表面之一指示單元,該指示單元可以是一發光元件。 The genetic code storage system of the species according to claim 4, wherein the genetic bar code storage cabinet comprises a plurality of indicating units respectively mounted on the surface of each drawer, and the indicating unit may be a light emitting element. 如申請專利範圍第8項所述的物種基因密碼管理系統,該物種基因條碼保存櫃包含一環境參數控制模組,其 控制該櫃本體之內部的溫度與濕度。For example, the genetic code management system of the species described in claim 8 of the patent scope, the genetic barcode storage cabinet of the species comprises an environmental parameter control module, Control the temperature and humidity inside the cabinet body.
TW100126516A 2011-07-27 2011-07-27 Genetic code management system and method thereof TWI451285B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
TW100126516A TWI451285B (en) 2011-07-27 2011-07-27 Genetic code management system and method thereof

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
TW100126516A TWI451285B (en) 2011-07-27 2011-07-27 Genetic code management system and method thereof

Publications (2)

Publication Number Publication Date
TW201305840A TW201305840A (en) 2013-02-01
TWI451285B true TWI451285B (en) 2014-09-01

Family

ID=48169173

Family Applications (1)

Application Number Title Priority Date Filing Date
TW100126516A TWI451285B (en) 2011-07-27 2011-07-27 Genetic code management system and method thereof

Country Status (1)

Country Link
TW (1) TWI451285B (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI636372B (en) * 2018-01-05 2018-09-21 國立交通大學 Data processing method and system for gene sequencing data

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040086861A1 (en) * 2000-04-19 2004-05-06 Satoshi Omori Method and device for recording sequence information on nucleotides and amino acids
TW200517659A (en) * 2003-09-24 2005-06-01 Intel Corp Programmable molecular barcodes
TWI250457B (en) * 2001-06-05 2006-03-01 3M Innovative Properties Co Radio frequency identification in document management

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040086861A1 (en) * 2000-04-19 2004-05-06 Satoshi Omori Method and device for recording sequence information on nucleotides and amino acids
TWI250457B (en) * 2001-06-05 2006-03-01 3M Innovative Properties Co Radio frequency identification in document management
TW200517659A (en) * 2003-09-24 2005-06-01 Intel Corp Programmable molecular barcodes

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI636372B (en) * 2018-01-05 2018-09-21 國立交通大學 Data processing method and system for gene sequencing data

Also Published As

Publication number Publication date
TW201305840A (en) 2013-02-01

Similar Documents

Publication Publication Date Title
US11785004B2 (en) Synthetic genomic variant-based secure transaction devices, systems and methods
Shi et al. Data integration in causal inference
Hernandez et al. Enhancing quantum annealing performance for the molecular similarity problem
Rukhiran et al. Sustainable optimizing performance and energy efficiency in proof of work blockchain: A multilinear regression approach
Haas et al. Expectation-maximization of the potential of mean force and diffusion coefficient in Langevin dynamics from single molecule FRET data photon by photon
Caetano-Anollés et al. Rooting phylogenies and the tree of life while minimizing ad hoc and auxiliary assumptions
Wang et al. A secure biometric key generation mechanism via deep learning and its application
Abraham et al. Metaproteomics: extracting and mining proteome information to characterize metabolic activities in microbial communities
Wen et al. Reinforcing llm agents via policy optimization with action decomposition
TWI451285B (en) Genetic code management system and method thereof
Hrnjic et al. Machine learning and behavioral economics for personalized choice architecture
Ludlam et al. Applications of percolation theory to fungal spread with synergy
Kenneweg et al. Generating Synthetic Genotypes using Diffusion Models
CN109034842A (en) Agricultural-product supply-chain traceability system and method based on block chain
Nitzan et al. Charting a tissue from single-cell transcriptomes
Wei et al. Navigating chemical space with latent flows
Brown et al. Deep Learning Techniques for Enhancing Employee Turnover Prediction Accuracy
CN109508905A (en) Drug monitoring and managing method and device, storage medium and server based on block chain
Spanakis et al. Machine‐learning regression in evolutionary algorithms and image registration
Han et al. Generalized hierarchical sparse model for arbitrary-order interactive antigenic sites identification in flu virus data
Famuji et al. A Thirdweb-Based Smart Contract Framework for Secure Sharing of Human Genetic Data on the Ethereum Blockchain
EP4651002A1 (en) Separate encryption of different parameters of an access token
Putra et al. Design and Development of Login Security System Using Radio Frequency Identification
PATRA ON SOME STOCHASTIC PROPERTIES OF RESIDUAL LIFE AND INACTIVITY TIME AT RANDOM TIME WITH APPLICATIONS IN RELIABILITY
Prasad et al. Predictive analysis of drifting test cases and critical areas for enhancing embedded systems using a Gaussian distribution methodology for multi-output analysis