TWM646369U - Intelligent class scheduling system - Google Patents

Intelligent class scheduling system Download PDF

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TWM646369U
TWM646369U TW112204448U TW112204448U TWM646369U TW M646369 U TWM646369 U TW M646369U TW 112204448 U TW112204448 U TW 112204448U TW 112204448 U TW112204448 U TW 112204448U TW M646369 U TWM646369 U TW M646369U
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黃煜勝
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黃煜勝
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Abstract

一種智能排課系統,包括一雲端伺服器及一AI智能學習模組,其中該雲端伺服器包含有一學力診斷資料庫與一學習診斷資料庫,其中該學力診斷資料庫係儲存至少一個學力診斷資訊,該學力診斷資訊係為一學生於一應試作答後之試卷中,每一試題答題的結果所對應該試題等級之學力,該學習診斷資料庫係儲存至少一個學習診斷資訊,該學習診斷資訊係為一學生於一應試作答後之試卷中,每個試題之學習表現是否達標之訊息,該AI智能學習模組係與該雲端伺服器連接,用以將該學力診斷資料庫與該學習診斷資料庫中的學力診斷資訊與學習診斷資訊學習分析後,產生一學習課程計畫。An intelligent course scheduling system includes a cloud server and an AI intelligent learning module, wherein the cloud server includes an academic diagnostic database and a learning diagnostic database, wherein the academic diagnostic database stores at least one academic diagnostic information , the academic ability diagnosis information is the academic ability of the test question level corresponding to the result of each test question in the test paper of a student after answering the test. The learning diagnosis database stores at least one learning diagnosis information, and the learning diagnosis information is For information about whether a student's learning performance for each test question meets the standard in the test paper after answering the test, the AI intelligent learning module is connected to the cloud server to combine the academic ability diagnosis database with the learning diagnosis data. After learning and analyzing the academic ability diagnosis information and learning diagnosis information in the database, a learning course plan is generated.

Description

智能排課系統Intelligent class scheduling system

本創作係有關一種智能排課系統,尤指一種透過人工智能根據學生之學力診斷與學習診斷機器學習後,形成適合該學生學習或補救課程之智能排課系統。This creation is related to an intelligent course scheduling system, specifically an intelligent course scheduling system that is suitable for the student's learning or remedial courses through machine learning based on the student's academic diagnosis and learning diagnosis through artificial intelligence.

根據教育部十二年國民基本教育課程綱要指出,學習重點包含「學習表現」與「學習內容」二部分,提供課程設計、教材發展、教科用書審查及學習評量的架構,並配合教學加以實踐。其中學習表現為本綱要之核心,學生之學習與評量以此為本,而學習內容擷取自學習表現之重要學科知識內涵。According to the 12-year National Basic Education Curriculum Outline of the Ministry of Education, the learning focus consists of two parts: "learning performance" and "learning content". It provides a framework for curriculum design, teaching material development, textbook review and learning assessment, and coordinates it with teaching. practice. Among them, learning performance is the core of this syllabus. Students' learning and evaluation are based on this, and the learning content is extracted from the important subject knowledge connotation of learning performance.

在課程綱要中有區分成語文領域、數學領域、社會領域、自然科學領域、藝術領域…等等,在每個領域中皆明訂有「核心素養」、「學習表現」與「學習內容」,以語文領域中的英語文為例,英語文之學習表現分為(一)語言能力(聽)、(二)語言能力(說)、(三)語言能力(讀)、(四)語言能力(寫)、及(五)語言能力(聽說讀寫綜合應用能力,涵蓋兩種以上語文技能)、(六)學習興趣與態度、(七)學習方法與策略、(八)文化理解、(九)邏輯思考、判斷與創造力(區辨、整合訊息,做出合邏輯的判斷力,並發揮創造力),共九個類別,以(四)語言能力(寫)為例,對應規範的代碼如下: 學習階段 學習表現 第二學習階段 4-II-1 能書寫26個印刷體大小寫字母。 4-II-2 能書寫自己的姓名。 4-II-3 能臨摹抄寫課堂中所學的字詞。 4-II-4 能臨摹抄寫課堂中所學的句子。 第三學習階段 4-III-1 能抄寫課堂中所學的字詞。 4-III-2 能抄寫課堂中所學的句子。 4-III-3 能拼寫國小階段基本常用字詞。 4-III-4 能依圖畫、圖示填寫簡單字詞。 4-III-5 能正確使用大小寫及簡易的標點符號。 *4-III-6 能書寫課堂中所學的句子。 第四學習階段 4-IV-1 能拼寫國中階段基本常用字詞。 4-IV-2 能依圖畫、圖示書寫英文句子。 4-IV-3 能掌握正確書寫格式寫出英文句子。 4-IV-4 能依提示填寫簡單的表格。 4-IV-5 能依提示寫出正確達意的簡單句子。 4-IV-6 能將簡易的中文句子譯成英文。 *4-IV-7 能寫簡單的賀卡、簡訊、書信、電子郵件等。 *4-IV-8 能依提示書寫簡短的段落。 第五學習階段 4-V-1 能拼寫高中階段基本常用字詞。 4-V-2 能在段落中使用正確的英文書寫格式。 4-V-3 能使用正確的體例格式書寫便條、書信、電子郵件等。 4-V-4 能依主題或情境寫出正確達意的句子。 4-V-5 能將中文句子譯成正確的英文。 4-V-6 能依提示寫出具有情節發展及細節描述的故事或個人經驗。 *4-V-7 能將中文段落翻譯成正確達意的英文。 *4-V-8 能依提示寫出符合主題、語意連貫且組織完整的段落或說明。 The curriculum syllabus is divided into Chinese fields, mathematics fields, social fields, natural science fields, art fields, etc., and each field has clearly defined "core competencies", "learning performance" and "learning content". Taking English in the field of Chinese language as an example, the learning performance of English is divided into (1) language ability (listening), (2) language ability (speaking), (3) language ability (reading), (4) language ability ( writing), and (5) language ability (comprehensive application ability of listening, speaking, reading and writing, covering two or more language skills), (6) learning interest and attitude, (7) learning methods and strategies, (8) cultural understanding, (9) ) Logical thinking, judgment and creativity (differentiating and integrating information, making logical judgments, and exerting creativity), a total of nine categories, taking (4) Language ability (writing) as an example, corresponding to the standardized code as follows: learning stage learning performance second learning stage 4-II-1 Able to write 26 printed uppercase and lowercase letters. 4-II-2 Able to write own name. 4-II-3 Able to copy and copy words learned in class. 4-II-4 Able to copy and copy sentences learned in class. The third stage of learning 4-III-1 Able to copy words learned in class. 4-III-2 Able to copy sentences learned in class. 4-III-3 Able to spell basic common words in elementary school. 4-III-4 Able to fill in simple words based on pictures and illustrations. 4-III-5 Able to use uppercase and lowercase letters and simple punctuation marks correctly. *4-III-6 Able to write sentences learned in class. The fourth stage of learning 4-IV-1 Able to spell basic common words in junior high school. 4-IV-2 Able to write English sentences based on pictures and illustrations. 4-IV-3 Able to master the correct writing format and write English sentences. 4-IV-4 Able to fill in simple forms according to prompts. 4-IV-5 Able to follow prompts to write simple sentences that convey the correct meaning. 4-IV-6 Able to translate simple Chinese sentences into English. *4-IV-7 Able to write simple greeting cards, text messages, letters, emails, etc. *4-IV-8 Able to write short paragraphs according to prompts. The fifth stage of learning 4-V-1 Able to spell basic words commonly used in high school. 4-V-2 Able to use correct English writing format in paragraphs. 4-V-3 Able to write notes, letters, emails, etc. using correct style and format. 4-V-4 Able to write sentences that convey the correct meaning according to the topic or situation. 4-V-5 Can translate Chinese sentences into correct English. 4-V-6 Able to write stories or personal experiences with plot development and detailed description according to prompts. *4-V-7 Able to translate Chinese paragraphs into English that conveys the correct meaning. *4-V-8 Able to follow prompts to write paragraphs or explanations that are consistent with the topic, coherent in meaning, and well organized.

因此,教師必須依照上述教育部所頒之十二年國民基本教育課程綱要中之「語文領域-英語文科目學習重點與核心素養呼應表參考示例」,使學習重點與核心素養能夠相互呼應,且透過學習重點落實本科目核心素養,並引導跨領域/科目的課程設計,增進課程發展的嚴謹度。Therefore, teachers must follow the "Reference Example of the Correspondence Table between Learning Focus and Core Competencies in the Language Field-English Subject" in the 12-year National Basic Education Curriculum issued by the Ministry of Education so that the learning focus and core competencies can echo each other, and Implement the core competencies of this subject through learning focus, and guide cross-field/subject curriculum design to enhance the rigor of curriculum development.

此外,現今的教育政策強調針對學生的性向做特質化發展,希望學生能夠適才適所地考取與性向發展相同的升學管道,所以教師更需要透過測驗後的級分、PR值、平均、標準差、五標各種統計數據分析學生的學習性向以便因材施教,考試最大的目的是讓學生更清楚地瞭解自己目前的學習情況,反思自己學習中的錯誤。一份好的試題,可以協助老師了解學生學習的學力程度,以及困難所在,有助於老師調適教學的步調,並作為補救教學的參考依據。In addition, today's education policy emphasizes the idiosyncratic development of students' aptitudes, hoping that students can take the same admissions channels as their aptitudes. Therefore, teachers need to use post-test scores, PR values, averages, standard deviations, Various statistical data of the five standards analyze students' learning aptitudes in order to teach students in accordance with their aptitude. The biggest purpose of the exam is to allow students to have a clearer understanding of their current learning situation and reflect on their mistakes in learning. A good test paper can help teachers understand students' academic level and difficulties, help teachers adjust the pace of teaching, and serve as a reference for remedial teaching.

然而,在目前教育上,為遵循教育部之規範,開始重視學生的學習表現之學習診斷與試卷答題之學力診斷,但如何有效地提供學生去做學習計畫或是補救計畫,一直為本創作人研究之方向。However, in current education, in order to comply with the regulations of the Ministry of Education, attention has been paid to the learning diagnosis of students' learning performance and the academic ability diagnosis of test paper answers. However, how to effectively provide students with learning plans or remedial plans has always been the focus. The direction of creator research.

本創作之主要目的在提供一種透過人工智能根據學生之學力診斷與學習診斷機器學習後,形成適合該學生學習或補救課程之智能排課系統。The main purpose of this creation is to provide an intelligent class scheduling system suitable for the student's learning or remedial courses through artificial intelligence diagnosis and machine learning based on the student's academic ability and learning diagnosis.

為解決前述問題,以達到所預期之功效,本創作提供一種智能排課系統,包括一雲端伺服器及一AI智能學習模組,其中該雲端伺服器包含有一學力診斷資料庫與一學習診斷資料庫,其中該學力診斷資料庫係儲存至少一個學力診斷資訊,該學力診斷資訊係為一學生於一應試作答後之試卷中,每一試題答題的結果所對應該試題等級之學力,該學習診斷資料庫係儲存至少一個學習診斷資訊,該學習診斷資訊係為一學生於一應試作答後之試卷中,每個試題之學習表現是否達標之訊息,該AI智能學習模組係與該雲端伺服器連接,用以將該學力診斷資料庫與該學習診斷資料庫中的學力診斷資訊與學習診斷資訊學習分析後,產生一學習課程計畫。In order to solve the aforementioned problems and achieve the expected results, this invention provides an intelligent course scheduling system, which includes a cloud server and an AI intelligent learning module. The cloud server includes an academic diagnostic database and a learning diagnostic data. A database, in which the academic ability diagnosis database stores at least one academic ability diagnosis information. The academic ability diagnosis information is the academic ability of the test question level corresponding to the answer result of each test question in a test paper after a student answers the exam. The learning diagnosis diagnosis information is The database stores at least one piece of learning diagnosis information. The learning diagnosis information is information on whether a student's learning performance for each test question reaches the standard in the test paper after answering the test. The AI intelligent learning module is connected with the cloud server. The connection is used to generate a learning course plan after learning and analyzing the academic ability diagnosis information and learning diagnosis information in the academic ability diagnosis database and the learning diagnosis database.

實施時,於該學力診斷資訊中,該試卷中包含有不同難易度等級之試題,使得根據每一試題答題的結果,判斷該應試者對應每一題試題等級之學力後,以取得該學力診斷資訊。When implemented, the academic ability diagnosis information will include test questions of different difficulty levels in the test paper, so that based on the results of answering each test question, the academic ability of the test taker corresponding to each test question level can be determined to obtain the academic ability diagnosis. information.

實施時,於該學習診斷資訊中,該試卷中每個試題之學習表現係根據教育部十二年國民基本教育課程綱要中學習重點所包含的學習表現,其對應有規範之代碼。When implemented, in the learning diagnosis information, the learning performance of each question in the test paper is based on the learning performance included in the learning key points in the 12-year National Basic Education Curriculum of the Ministry of Education, which corresponds to a standardized code.

實施時,該AI智能學習模組將該學力診斷資料庫與該學習診斷資料庫中的學力診斷資訊與學習診斷資訊學習分析後,可產生一測驗計畫,並提供一具有試題之試卷。During implementation, the AI intelligent learning module can generate a test plan and provide a test paper with test questions after learning and analyzing the academic ability diagnosis information and learning diagnosis information in the academic ability diagnosis database and the learning diagnosis database.

為進一步了解本創作,以下舉較佳之實施例,配合圖式、圖號,將本創作之具體構成內容及其所達成的功效詳細說明如下。In order to further understand this invention, the following is a preferred embodiment, and together with the drawings and figure numbers, the specific components of this invention and the effects achieved are described in detail as follows.

請參閱圖1所示,其為本創作智能排課系統之較佳實施例,主要係由一雲端伺服器1及一AI智能學習模組2所組成。Please refer to Figure 1, which is a preferred embodiment of the intelligent class scheduling system of this invention, which is mainly composed of a cloud server 1 and an AI intelligent learning module 2.

該雲端伺服器1至少包含有一學力診斷資料庫11與一學習診斷資料庫12,其中該學力診斷資料庫11係儲存至少一個學力診斷資訊,該學力診斷資訊係為一學生於一應試作答後之試卷中,每一試題答題的結果所對應該試題等級之學力,其中,於該學力診斷資訊中,該試卷中包含有不同難易度等級之試題,使得根據每一試題答題的結果,判斷該應試者對應每一題試題等級之學力後,以取得該學力診斷資訊。該學習診斷資料庫12係儲存至少一個學習診斷資訊,該學習診斷資訊係為一學生於一應試作答後之試卷中,每個試題之學習表現是否達標之訊息,其中,於該學習診斷資訊中,該試卷中每個試題之學習表現係根據教育部十二年國民基本教育課程綱要中學習重點所包含的學習表現,其對應有規範之代碼。The cloud server 1 at least includes an academic diagnostic database 11 and a learning diagnostic database 12. The academic diagnostic database 11 stores at least one academic diagnostic information. The academic diagnostic information is obtained after a student answers an exam. In the test paper, the answer result of each test question corresponds to the academic ability of the test question level. In the academic ability diagnosis information, the test paper contains test questions of different difficulty levels, so that the test taker can be judged based on the answer result of each test question. After corresponding to the academic ability of each test question level, the academic ability diagnostic information can be obtained. The learning diagnosis database 12 stores at least one piece of learning diagnosis information. The learning diagnosis information is information about whether a student's learning performance for each test question meets the standard in a test paper after answering the test. Among them, in the learning diagnosis information , the learning performance of each question in this test paper is based on the learning performance included in the learning key points in the 12-year National Basic Education Curriculum of the Ministry of Education, and its corresponding code is standardized.

該AI智能學習模組2係與該雲端伺服器1連接,用以將該學力診斷資料庫11與該學習診斷資料庫12中的學力診斷資訊與學習診斷資訊學習分析後,產生一學習課程計畫。The AI intelligent learning module 2 is connected to the cloud server 1 to generate a learning course plan after learning and analyzing the academic diagnostic information and learning diagnostic information in the academic diagnostic database 11 and the learning diagnostic database 12 Painting.

此外,該AI智能學習模組2將該學力診斷資料庫11與該學習診斷資料庫12中的學力診斷資訊與學習診斷資訊學習分析後,亦可產生一測驗計畫,並提供一具有試題之試卷。又,該雲端伺服器1更包含有一試題題庫,該AI智能學習模組2經學習分析後,可自該試題題庫中挑選適當之試題。In addition, after learning and analyzing the academic diagnostic information and learning diagnostic information in the academic diagnostic database 11 and the learning diagnostic database 12, the AI intelligent learning module 2 can also generate a test plan and provide a test plan with test questions. test paper. In addition, the cloud server 1 further includes a test question bank, and the AI intelligent learning module 2 can select appropriate test questions from the test question bank after learning and analysis.

因此,實施時,該AI智能學習模組2可將雲端伺服器1中的學力診斷資料庫11與學習診斷資料庫12中的學力診斷資訊與學習診斷資訊學習分析後,針對該學生的學力與學習表現來產生學習課程計畫或測驗計畫,貼近與符合課綱之規範,且學生可透過學習課程計畫進行補強、補救的學習路徑,透過測驗計畫使得經由反覆的測驗練習與學習達成提升自我的學力的目標,而老師或校方也可藉由學習課程計畫得到適性化教學建議,提供更多建議學習的範圍或學習資源,並透過測驗計畫來測評學生,了解自己班上同學對於各素養領域的能力分布狀況,提供做為教學的適性方向。Therefore, during implementation, the AI intelligent learning module 2 can learn and analyze the academic diagnostic information and learning diagnostic information in the academic diagnostic database 11 and the learning diagnostic database 12 in the cloud server 1, and then target the student's academic ability and Learning performance is used to generate learning course plans or test plans, which are close to and consistent with the standards of the curriculum, and students can use the learning course plan to carry out reinforcement and remedial learning paths. Through the test plan, students can achieve success through repeated test practice and learning. With the goal of improving one's own academic ability, teachers or schools can also use learning curriculum plans to get tailored teaching suggestions, provide more recommended learning areas or learning resources, and evaluate students through test plans to understand their classmates. Provide appropriate directions for teaching based on the distribution of abilities in each literacy field.

以上所述乃是本創作之具體實施例及所運用之技術手段,根據本文的揭露或教導可衍生推導出許多的變更與修正,仍可視為本創作之構想所作之等效改變,其所產生之作用仍未超出說明書及圖式所涵蓋之實質精神,均應視為在本創作之技術範疇之內,合先陳明。The above are specific embodiments of this invention and the technical means used. Many changes and modifications can be derived based on the disclosure or teaching of this article, which can still be regarded as equivalent changes to the concept of this invention, and the resulting The functions do not exceed the essential spirit covered by the instructions and drawings, and should be deemed to be within the technical scope of this creation and shall be stated in advance.

綜上所述,依上文所揭示之內容,本創作確可達到創作之預期目的,提供一種智能排課系統,極具產業上利用之價值,爰依法提出新型專利申請。To sum up, based on the content disclosed above, this creation can indeed achieve the intended purpose of creation and provide an intelligent class scheduling system that is of great industrial value. A new patent application can be filed in accordance with the law.

1:雲端伺服器 11:學力診斷資料庫 12:學習診斷資料庫 2:AI智能學習模組1:Cloud server 11: Academic ability diagnostic database 12:Learning diagnostic database 2:AI intelligent learning module

圖1係為本創作實施例智能排課系統之架構圖。Figure 1 is an architecture diagram of the intelligent class scheduling system according to this embodiment of the invention.

1:雲端伺服器 1:Cloud server

11:學力診斷資料庫 11: Academic ability diagnostic database

12:學習診斷資料庫 12:Learning diagnostic database

2:AI智能學習模組 2:AI intelligent learning module

Claims (4)

一種智能排課系統,包括: 一雲端伺服器,至少包含有一學力診斷資料庫與一學習診斷資料庫,其中該學力診斷資料庫係儲存至少一個學力診斷資訊,該學力診斷資訊係為一學生於一應試作答後之試卷中,每一試題答題的結果所對應該試題等級之學力,該學習診斷資料庫係儲存至少一個學習診斷資訊,該學習診斷資訊係為一學生於一應試作答後之試卷中,每個試題之學習表現是否達標之訊息;以及 一AI智能學習模組,係與該雲端伺服器連接,用以將該學力診斷資料庫與該學習診斷資料庫中的學力診斷資訊與學習診斷資訊學習分析後,產生一學習課程計畫。 An intelligent class scheduling system, including: A cloud server includes at least an academic diagnostic database and a learning diagnostic database, wherein the academic diagnostic database stores at least one academic diagnostic information, and the academic diagnostic information is a test paper after a student answers an exam, The result of answering each test question corresponds to the academic ability of the test question level. The learning diagnosis database stores at least one learning diagnosis information. The learning diagnosis information is a student's learning performance for each test question in the test paper after answering the test. Information on whether the standards are met; and An AI intelligent learning module is connected to the cloud server to generate a learning course plan after learning and analyzing the academic diagnostic information and learning diagnostic information in the academic diagnostic database and the learning diagnostic database. 如請求項1所述之智能排課系統,其中於該學力診斷資訊中,該試卷中包含有不同難易度等級之試題,使得根據每一試題答題的結果,判斷該應試者對應每一題試題等級之學力後,以取得該學力診斷資訊。The intelligent course scheduling system as described in claim 1, wherein in the academic ability diagnosis information, the test paper contains test questions of different difficulty levels, so that based on the results of answering each test question, it is determined that the examinee corresponds to each test question After entering the level of academic ability, you can obtain the diagnostic information of the academic ability. 如請求項1所述之智能排課系統,其中於該學習診斷資訊中,該試卷中每個試題之學習表現係根據教育部十二年國民基本教育課程綱要中學習重點所包含的學習表現,其對應有規範之代碼。The intelligent course scheduling system as described in claim 1, wherein in the learning diagnosis information, the learning performance of each question in the test paper is based on the learning performance included in the learning key points in the 12-year National Basic Education Curriculum of the Ministry of Education, It corresponds to a standardized code. 如請求項1所述之智能排課系統,其中該AI智能學習模組將該學力診斷資料庫與該學習診斷資料庫中的學力診斷資訊與學習診斷資訊學習分析後,可產生一測驗計畫,並提供一具有試題之試卷。The intelligent course scheduling system as described in claim 1, wherein the AI intelligent learning module can generate a test plan after learning and analyzing the academic diagnostic information and learning diagnostic information in the academic diagnostic database and the learning diagnostic database. , and provide a test paper with test questions.
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