CN107194587A - It is a kind of to be circulated based on block chain and the art work of expert system and identification register method - Google Patents
It is a kind of to be circulated based on block chain and the art work of expert system and identification register method Download PDFInfo
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Abstract
本发明公开了一种基于区块链及专家系统的艺术品流通及鉴定登记方法,该方法首先由鉴定市场智能合约完成对艺术品鉴定结果的登记,再允许其在交易市场智能合约流通并记录,本发明利用鉴定市场智能合约中积累的区块信息,在区块链外对鉴定信息的机器学习获取知识,建立专家系统,通过对询问专家系统的艺术品提供鉴定意见,满足对于商品鉴定有效性与鉴定结果核查的需求。另外交易市场智能合约在保护交易者身份隐私免遭泄露之下,结合鉴定市场智能合约,建立文物登记,以具体记载文物的流通状况与鉴定结果。最终凭借着上述方法共同确保在艺术品交易过程中实现了去中心化,同时,达到了可信、便捷、低成本的增益效果。
The invention discloses a method for art circulation and appraisal registration based on block chain and expert system. In the method, the art appraisal result is firstly registered by the appraisal market smart contract, and then it is allowed to circulate and record in the transaction market smart contract. , the present invention utilizes the block information accumulated in the smart contract of the identification market, obtains knowledge through machine learning of identification information outside the block chain, establishes an expert system, and provides identification opinions for works of art inquiring the expert system, satisfying the requirements that are effective for product identification. Requirements for verification of sex and identification results. In addition, the smart contract in the trading market protects the identity and privacy of traders from being leaked, combined with the smart contract in the appraisal market, establishes a registration of cultural relics to specifically record the circulation status and appraisal results of cultural relics. In the end, by virtue of the above methods, we can jointly ensure that decentralization is realized in the process of art trading, and at the same time, it achieves a credible, convenient, and low-cost gain effect.
Description
技术领域technical field
本发明涉及艺术品流通领域,具体涉及一种基于区块链及专家系统的艺术品流通及鉴定登记方法。The invention relates to the field of art circulation, in particular to a method for art circulation and identification and registration based on a block chain and an expert system.
背景技术Background technique
目前在艺术品交易的主流正规途径中,通常作为中心化机构的拍卖行给艺术品交易带来高成本。主要体现在:拍卖行经常高估艺术品价值,造成低成交率和高定金、高保管费和高额佣金。甚至出现拍卖行勾结鉴定机构虚构买方和鉴定报告欺骗委托人高额鉴定费的现象。在非正规交易的过程中,交易合同的缺失,导致交易存在维权风险。At present, in the mainstream formal way of art transaction, auction houses, which are usually centralized institutions, bring high costs to art transactions. Mainly reflected in: Auction houses often overestimate the value of artworks, resulting in low turnover rates and high deposits, high storage fees and high commissions. There is even a phenomenon that the auction house colludes with the appraisal agency to fabricate the buyer and the appraisal report to cheat the client of high appraisal fees. In the process of informal transactions, the lack of transaction contracts leads to the risk of rights protection in transactions.
区块链是随着比特币等数字货币而兴起的一门新兴技术,具备去中心化和不可篡改等特性,它将一段时间内的信息记录到区块中,相邻区块之前通过哈希链接在一起,形成一个无法篡改的分布式记账本。通过区块链技术记载交易和鉴定信息具有不可篡改的特性,可使交易记录为交易事实的存在提供证明,防止卖方因信息不全而抵赖,也可以及时发现滥发虚假鉴定报告的鉴定者。而其分布式的存储特点,可以防止中心数据库被攻击而造成的危害。使其相较于中心化的文物登记库更加安全。Blockchain is an emerging technology that has emerged with digital currencies such as Bitcoin. It has the characteristics of decentralization and non-tampering. It records information within a period of time into blocks, and adjacent blocks pass hashes before Linked together to form a distributed ledger that cannot be tampered with. Recording transactions and identification information through blockchain technology has the characteristics of non-tampering, which can make transaction records provide proof of the existence of transaction facts, prevent sellers from denying due to incomplete information, and can also promptly detect appraisers who spam false identification reports. And its distributed storage feature can prevent the harm caused by the central database being attacked. Make it more secure than the centralized cultural relics registry.
专家系统是一个智能计算机程序系统,可以利用其内部含有某领域专家水平的知识经验,解决该领域问题。它应用人工智能技术和计算机技术,从专家提供的知识和经验,模拟人类专家的决策过程,以解决复杂问题。艺术品鉴定专家系统利用在区块链上记录的公开信息进行机器学习,通过组合分析形成专家系统。当遇到需要询问其对某件具体艺术品的判断时,以其积累的知识经验对该艺术品的描述信息进行分析,做出是否为赝品的可能性判断。An expert system is an intelligent computer program system that can use the knowledge and experience of experts in a certain field to solve problems in this field. It applies artificial intelligence technology and computer technology to simulate the decision-making process of human experts from the knowledge and experience provided by experts to solve complex problems. The art identification expert system uses the public information recorded on the blockchain for machine learning, and forms an expert system through combined analysis. When it is necessary to inquire about its judgment on a specific artwork, analyze the description information of the artwork based on its accumulated knowledge and experience, and make a judgment on the possibility of whether it is a fake.
目前尚未出现利用区块链同时记载交易和鉴定的技术,也没有出现利用区块链中记录的信息进行机器学习并影响接下来的区块链信息的产生,同时没有以此建立的艺术品鉴定专家系统。At present, there is no technology that uses the blockchain to record transactions and appraisals at the same time, nor does it use the information recorded in the blockchain to perform machine learning and affect the generation of subsequent blockchain information. At the same time, there is no artwork appraisal based on this expert system.
发明内容Contents of the invention
本发明的目的是针对上述现有技术的不足,提供了一种基于区块链及专家系统的艺术品流通及鉴定登记方法,该方法结合交易市场智能合约和鉴定市场智能合约,利用区块链技术,在交易中去除拍卖商等中心机构,并建立文物登记和艺术品鉴定专家系统。The purpose of the present invention is to address the deficiencies of the above-mentioned prior art and provide a method for art circulation and appraisal registration based on block chain and expert system. Technology, removing central institutions such as auctioneers in the transaction, and establishing an expert system for cultural relics registration and art identification.
本发明的目的可以通过如下技术方案实现:The purpose of the present invention can be achieved through the following technical solutions:
一种基于区块链及专家系统的艺术品流通及鉴定登记方法,所述方法包括以下步骤:A method for artwork circulation and appraisal registration based on block chain and expert system, said method comprising the following steps:
步骤一、准备阶段:对所有参与交易市场智能合约的买方卖方开放申请个人区块链钱包,分配地址、私钥;鉴定者身份管理机构对鉴定市场智能合约的鉴定机构或个人的资质进行审查,对通过审查的鉴定机构或个人建立区块链钱包,分配地址、私钥,完成进入联盟链的过程;Step 1. Preparatory stage: All buyers and sellers participating in the smart contract in the trading market are open to apply for personal blockchain wallets, and assign addresses and private keys; Establish blockchain wallets for authentication institutions or individuals that have passed the review, assign addresses and private keys, and complete the process of entering the alliance chain;
步骤二、鉴定阶段:以鉴定市场智能合约记录送检人与鉴定者之间的鉴定过程和艺术品鉴定结果;Step 2. Appraisal stage: use the appraisal market smart contract to record the appraisal process and artwork appraisal results between the submitter and the appraiser;
步骤三、选择阶段:收藏状态中的艺术品有三种情况供持有人选择,以满足持有人的各种需要,分别为继续收藏、准备出售和再次鉴定,持有人能够根据需要来选择不同的操作;Step 3. Selection stage: There are three situations for the holder to choose from the artwork in the collection state to meet the various needs of the holder. They are continuing to collect, preparing for sale and re-appraisal. The holder can choose according to needs different operations;
步骤四、交易阶段:以交易市场智能合约记录买卖双方的艺术品直接交易过程,基于区块链去中心化及智能合约自动执行的特性,避免中心机构的参与;Step 4, transaction stage: record the process of direct art transactions between buyers and sellers with smart contracts in the trading market, based on the characteristics of blockchain decentralization and automatic execution of smart contracts, avoiding the participation of central institutions;
步骤五、专家系统阶段:通过对智能合约中积累的区块链中记录的信息进行机器学习,建立艺术品鉴定专家系统,并为后续鉴定提供意见;Step 5, expert system stage: through machine learning of the information recorded in the blockchain accumulated in the smart contract, an expert system for art appraisal is established, and opinions are provided for subsequent appraisal;
步骤六、文物查询阶段:建立基于区块链数据的信息查询接口,构建文物登记的通用查询机制,查询已经完成鉴定输入信息的文物。Step 6. Cultural relics query stage: establish an information query interface based on blockchain data, build a general query mechanism for cultural relics registration, and query cultural relics that have completed identification and input information.
进一步地,步骤一中,买方能够选择用不同的地址购买不同的商品,使得他人无法从单一的购买记录推测地址背后的个人身份,得以保护交易者真实身份隐私免遭泄露;但是买方成为持有人后能够选择主动公开其身份与地址之间的关联,以将商品从收藏状态改为公开交易状态,同时转变为卖方。Furthermore, in step 1, the buyer can choose to use different addresses to purchase different products, so that others cannot guess the personal identity behind the address from a single purchase record, which can protect the privacy of the real identity of the trader from being leaked; but the buyer becomes a holder of The queen can choose to actively disclose the association between his identity and address, so as to change the commodity from the collection state to the public transaction state, and at the same time become a seller.
进一步地,通过一组相互不信任且加入需要审查的组织,对艺术品进行鉴定后,才许可该艺术品进入市场交易,这一组市场交易的参与者是相互不信任且自由加入的,在流程上,艺术品必须先通过步骤二的鉴定市场智能合约才允许其在步骤四的交易市场智能合约中进行流通并记录。Furthermore, through a group of organizations that do not trust each other and need to be reviewed, the artwork is authenticated before it is allowed to enter the market. The participants in this group of market transactions are mutually distrusted and join freely. In terms of process, artworks must first pass the identification market smart contract in step 2 before they are allowed to circulate and record in the trading market smart contract in step 4.
进一步地,步骤二的鉴定阶段对艺术品适用范围特征的鉴定分类方法,包括以下三类:Furthermore, the identification and classification methods for the characteristics of the scope of application of artworks in the identification stage of step two include the following three categories:
知名艺术品:包括利用区块链可追溯性可以确定的,存在数量确定的艺术品,包括著名文物;Well-known works of art: including works of art that can be determined using blockchain traceability and have a certain number of existences, including famous cultural relics;
普通文物:包括数量众多的多个产地差异较大的正品,若有配套文献记载的文物,通过描述指标确定唯一性,若没有,利用专家系统提供的鉴定意见识别赝品;Ordinary cultural relics: including a large number of authentic products with large differences in multiple origins. If there are cultural relics recorded in supporting documents, the uniqueness is determined through description indicators. If not, the identification opinions provided by the expert system are used to identify counterfeit products;
工艺品:不包括一个产地批量生产的具有微小工差的正品。Handicrafts: Genuine products produced in batches in one place of origin with slight differences in workmanship are not included.
进一步地,步骤二中的鉴定市场智能合约中记录有能够确定商品唯一性的唯一性描述信息,用来证明持有商品即是登记商品,解决相似正品无法彼此区别的问题,从而间接证明其他的赝品,同时防止已经被销售的商品多次销售。Furthermore, the identification market smart contract in step 2 records the unique description information that can determine the uniqueness of the commodity, which is used to prove that the commodity held is the registered commodity, and solve the problem that similar genuine products cannot be distinguished from each other, thereby indirectly proving that other Counterfeiting, while preventing multiple sales of items that have already been sold.
进一步地,所述唯一性描述信息只有进入交易状态的买家和退货监督人才能获取授权查看,从而防止他人查看资料后进行针对性的造假。Further, the unique description information can only be authorized to be viewed by the buyer and the return supervisor in the transaction state, so as to prevent others from conducting targeted fraud after viewing the information.
进一步地,在步骤四的交易市场智能合约中,要求商品持有人必须以购买商品时的地址出售该商品,用以证明商品归属权并满足追踪商品流通链的需要。Furthermore, in the trading market smart contract in Step 4, the commodity holder is required to sell the commodity at the address when purchasing the commodity, so as to prove the ownership of the commodity and meet the needs of tracking the commodity circulation chain.
进一步地,步骤五中,通过对智能合约中积累的区块链上公开记录交易事实和鉴定内容进行机器学习研究,提取出艺术品鉴定专家系统,具体步骤如下:Further, in Step 5, through machine learning research on the publicly recorded transaction facts and identification content on the blockchain accumulated in the smart contract, an expert system for art identification is extracted. The specific steps are as follows:
S1、专家系统用读取区块信息的工具从区块链公开鉴定信息中收集到必要的数据;S1. The expert system uses tools to read block information to collect necessary data from the public identification information of the blockchain;
S2、由链外设备进行学习,通过将学习到的知识进行组合,形成一定的专家鉴定能力;S2. Learn from off-chain equipment, and form a certain expert identification ability by combining the learned knowledge;
S3、专家系统作为鉴定者,对具体艺术品给出鉴定结果,将真实程度的具体判断结果增加以一次交易形式到该艺术品的描述字段中。S3. The expert system, as an appraiser, gives appraisal results for specific works of art, and adds the specific judgment results of authenticity to the description field of the art in the form of a transaction.
进一步地,步骤五中专家系统提供的对文物真假的鉴定意见以概率估计方式增加到该文物的描述字段中。Further, the identification opinion on the authenticity of the cultural relic provided by the expert system in step five is added to the description field of the cultural relic in a probability estimation manner.
进一步地,步骤六中的文物登记建立在鉴定市场智能合约和交易市场只能合约的共同记载上,其中文物鉴定过程就是文物资料登记过程,文物交易过程就是文物流通登记过程。Furthermore, the registration of cultural relics in step 6 is based on the common record of the smart contract in the appraisal market and the smart contract in the trading market. The process of cultural relics appraisal is the process of registration of cultural relics data, and the process of cultural relics trading is the process of registration of cultural relics circulation.
本发明与现有技术相比,具有如下优点和有益效果:Compared with the prior art, the present invention has the following advantages and beneficial effects:
本发明通过结合交易市场智能合约和鉴定市场智能合约,利用区块链记载交易和鉴定信息具有不可篡改的特性,使交易记录为交易事实的存在提供证明,防止卖方因信息不全而抵赖,也能够及时发现滥发虚假鉴定报告的鉴定者,而其分布式的存储特点,可以防止中心数据库被攻击而造成的危害,使其相较于中心化的文物登记库更加安全,同时在交易中去除了拍卖商等中心机构,建立了文物登记和艺术品鉴定专家系统,可以满足对于商品鉴定有效性与鉴定核查的需求,有效加强对交易商品真实性的保证,达到了可信、便捷、低成本的增益效果。In the present invention, by combining the transaction market smart contract and the identification market smart contract, the transaction and identification information recorded in the block chain are non-tamperable, so that the transaction record provides proof for the existence of the transaction fact, and prevents the seller from denying due to incomplete information. Timely discover the appraisers who spam false appraisal reports, and its distributed storage characteristics can prevent the harm caused by the central database being attacked, making it safer than the centralized cultural relics registry, and at the same time remove the Auctioneers and other central institutions have established an expert system for cultural relics registration and artwork appraisal, which can meet the needs for commodity appraisal validity and appraisal verification, effectively strengthen the guarantee of the authenticity of traded commodities, and achieve credible, convenient, and low-cost buff.
附图说明Description of drawings
图1为本发明实施例的一种基于区块链及专家系统的艺术品流通及鉴定登记方法的流程图。Fig. 1 is a flow chart of an art circulation and appraisal registration method based on blockchain and expert system according to an embodiment of the present invention.
图2为本发明实施例的一个艺术品进行流通及鉴定登记的流程图。Fig. 2 is a flow chart of circulation and authentication registration of an artwork according to the embodiment of the present invention.
图3为本发明实施例的一个艺术品鉴定专家系统的鉴定流程图。Fig. 3 is an identification flowchart of an art identification expert system according to an embodiment of the present invention.
具体实施方式detailed description
下面结合实施例及附图对本发明作进一步详细的描述,但本发明的实施方式不限于此。The present invention will be further described in detail below in conjunction with the embodiments and the accompanying drawings, but the embodiments of the present invention are not limited thereto.
实施例:Example:
本实施例提供了一种基于区块链及专家系统的艺术品流通及鉴定登记方法,流程图如图1所示,包括以下步骤:This embodiment provides a method for art circulation and appraisal registration based on blockchain and expert system, the flow chart is shown in Figure 1, including the following steps:
步骤一、准备阶段,具体包括:Step 1, the preparation stage, specifically includes:
S1、对所有参与交易市场智能合约的买方卖方开放申请个人区块链钱包,分配地址、私钥;S1. All buyers and sellers participating in smart contracts in the trading market are open to apply for personal blockchain wallets, and assign addresses and private keys;
S2、鉴定者身份管理机构对鉴定市场智能合约的鉴定机构或个人的资质进行审查;S2. The identity management organization of the authenticator reviews the qualifications of the authentication institutions or individuals in the authentication market smart contracts;
S3、对通过审查的鉴定机构或个人建立区块链钱包,分配地址、私钥,完成进入联盟链的过程;S3. Establish a blockchain wallet for the authentication institution or individual that has passed the review, assign addresses and private keys, and complete the process of entering the alliance chain;
步骤二、鉴定阶段:以鉴定市场智能合约记录送检人与鉴定者之间的鉴定过程和艺术品鉴定结果,具体包括:Step 2. Appraisal stage: The appraisal process and artwork appraisal results between the submitter and the appraiser are recorded by the appraisal market smart contract, specifically including:
S4、持有人对艺术品适用范围特征的鉴定分类,选择合适的艺术品类别提交鉴定;S4. The holder identifies and classifies the characteristics of the scope of application of the artwork, and selects the appropriate category of artwork to submit for identification;
S5、送检人向鉴定者证明其对文物的归属权,鉴定者接收文物,第一次鉴定的文物需要分配文物ID、添加基本描述,并在区块链上完成一次交易输入,此时文物处于待鉴定状态;S5. The inspector proves his ownership of the cultural relic to the appraiser, and the appraiser receives the cultural relic. The cultural relic identified for the first time needs to be assigned a cultural relic ID, add a basic description, and complete a transaction input on the blockchain. At this time, the cultural relic is pending identification;
S6、鉴定者在线下进行鉴定,随后在区块链上以鉴定者身份写入公开鉴定信息和唯一性描述信息,艺术品随即进入已鉴定状态;S6. The appraiser conducts the appraisal offline, and then writes the public appraisal information and unique description information on the blockchain as the verifier, and the artwork then enters the authenticated state;
其中,公开鉴定信息足够证明真品已经登记,可以避免赝品登记。主要信息包括:真品,年代/仿品,年代、仿年代、名称、类别、地域、质地、工艺;描述信息包括:功用、形态、色泽、完残、人文、附属;价值信息包括:历史价值、科学价值和艺术价值。技术信息包括:分析要求、样品规格、检测结果、结论;唯一性描述信息能够确定商品的唯一性,证明持有商品即是登记商品,一般是特殊瑕疵、工艺难点、高清照片指针、文物损坏情况、证明资料补充等;Among them, the public identification information is sufficient to prove that the genuine product has been registered, which can avoid the registration of counterfeit products. The main information includes: genuine product, age/imitation product, age, imitation age, name, category, region, texture, craftsmanship; description information includes: function, shape, color, complete damage, humanities, attachment; value information includes: historical value, scientific and artistic value. Technical information includes: analysis requirements, sample specifications, test results, conclusions; unique description information can determine the uniqueness of the product, and prove that the product in possession is the registered product, usually special defects, technical difficulties, high-definition photo pointers, and damage to cultural relics , Supplementary evidence, etc.;
S7、商品返回送检人,送检人收货同时将鉴定费用交付鉴定者,此时将文物状态修改为收藏中。S7. The product is returned to the sender, and the sender receives the goods and at the same time pays the appraisal fee to the appraiser. At this time, the status of the cultural relic is changed to being in collection.
步骤三、选择阶段:Step 3. Selection stage:
S8、收藏状态中的艺术品有三种情况供持有人选择,以满足持有人的各种需要,分别为:S8. There are three situations for the holder to choose from the artwork in the collection state to meet the various needs of the holder, which are:
(1)、持有人继续收藏该艺术品;(1), the holder continues to collect the artwork;
(2)、如果对鉴定结果不满意,可以在小于鉴定最高次数限定的情况下重复鉴定阶段过程;(2) If you are not satisfied with the identification results, you can repeat the identification process under the condition that the maximum number of identifications is less than the limit;
(3)、如果想出售则发起欲出售交易,让艺术品从匿名状态进入交易市场智能合约的待交易状态,在该交易字段中允许卖方以任何形式公开自己的联系方式,比如将个人主页地址关联到区块字段中;(3) If you want to sell, initiate a sale transaction, let the artwork enter the pending transaction state of the transaction market smart contract from the anonymous state, and allow the seller to disclose his contact information in any form in this transaction field, such as personal homepage address Associated to the block field;
步骤四、交易阶段:Step 4, transaction stage:
S9、当买方浏览到相关网站看到区块链鉴定结果后,自行与卖方协商,达成意向后交付定金到中间账户上,文物状态变为交易前;S9. When the buyer browses to the relevant website and sees the blockchain identification result, he negotiates with the seller on his own, and after reaching an agreement, he pays the deposit to the intermediate account, and the status of the cultural relic changes to pre-transaction;
S10、根据与买方达成的约定,卖方面临三种选择:S10. According to the agreement reached with the buyer, the seller faces three choices:
(1)、需要履行一次提交鉴定,则重复鉴定阶段的过程,鉴定结束时回到交易前状态;(1) If it is necessary to perform a submission appraisal, repeat the process of the appraisal stage, and return to the pre-transaction state at the end of the appraisal;
(2)、希望继续购买则进行下一步完成交货及支付;(2) If you want to continue to purchase, proceed to the next step to complete the delivery and payment;
(3)、不希望购买,则从交易前状态退回到待交易状态。(3) If you do not wish to purchase, return from the pre-transaction state to the pending transaction state.
S11、卖方完成交货,买方通过比较实物与公开鉴定信息和唯一性描述信息来验证此时文物处于交易中状态,此时买方拥有两种选择:S11. The seller completes the delivery, and the buyer verifies that the cultural relic is in the transaction state at this time by comparing the physical object with the public identification information and unique description information. At this time, the buyer has two options:
(1)、如果买方希望终止交易,则随机选出的三名交易人作为退货监督人,需要至少两人同意,确认该交易终止;(1) If the buyer wishes to terminate the transaction, three traders are randomly selected as the return supervisors, and at least two of them need to agree to confirm the termination of the transaction;
(2)、买方确认收货,买方预付的定金从中间账户支付到卖方,并将文物状态改为买方的收藏中状态。(2) The buyer confirms the receipt of the goods, the buyer's prepaid deposit is paid from the intermediate account to the seller, and the status of the cultural relic is changed to the buyer's collection status.
步骤五、专家系统阶段:通过对智能合约中积累的区块链中记录的信息进行机器学习,建立艺术品鉴定专家系统,目的是用艺术品基本特性方面的知识为鉴定艺术品真假提供参考,并为后续鉴定提供意见;以青花为例,唐宋已见端倪,元代技法成熟,明清出现五彩,那么青花可能的年代区间最早只能是唐代,而元代也不可能出现五彩,在上面这段话中,我们可以提取出一些信息。如图3所示,下面是建立知识内容和提供鉴定的过程:Step 5. Expert system stage: Through machine learning of the information recorded in the blockchain accumulated in the smart contract, an expert system for art identification is established, with the purpose of using the knowledge of the basic characteristics of the art to provide reference for identifying the authenticity of the art , and provide advice for subsequent identification; taking blue and white as an example, the Tang and Song Dynasties have seen clues, the techniques of the Yuan Dynasty were mature, and five colors appeared in the Ming and Qing Dynasties. , in the above passage, we can extract some information. As shown in Figure 3, the following is the process of building knowledge content and providing qualifications:
S12、专家系统从区块链公开鉴定信息中收集到必要的数据,用读取区块信息的工具从区块链中抽取所有瓷器鉴定信息中存储的瓷器工艺X与艺术品年代Y,样本数量n;S12. The expert system collects the necessary data from the public identification information of the blockchain, and uses the tool to read the block information to extract from the blockchain all porcelain craftsmanship X and artwork age Y stored in the identification information of porcelain, and the number of samples n;
S13、由链外设备进行学习,通过K-均值聚类等算法可以发现一条元代成熟青花的知识,远离质心的点,可能是赝品或稀有文物,专家系统针对这些点进行其他类别的学习,综合判断。S13. Learning by off-chain equipment, through algorithms such as K-means clustering, a piece of knowledge of mature blue and white in the Yuan Dynasty can be found. Points far away from the centroid may be fakes or rare cultural relics. The expert system conducts other types of learning for these points. Comprehensive judgment.
S14、专家系统作为鉴定者,将鉴定结果以概率估计方式增加到字段中,该节点借助专家系统对已经登记的鉴定信息进行验证,组合不同知识进行综合判断,给出一个真实程度的具体判断数值,以一次交易形式添加在对该文物的描述字段中。本实施例的一个艺术品进行流通及鉴定登记的流程图如图2所示。S14. The expert system, as the appraiser, adds the appraisal result to the field in the form of probability estimation. The node verifies the registered appraisal information with the help of the expert system, combines different knowledge to make a comprehensive judgment, and gives a specific judgment value of the degree of authenticity. , added in the description field of the artifact as a transaction. The flow chart of circulation and appraisal registration of a work of art in this embodiment is shown in FIG. 2 .
步骤六、文物查询阶段:Step 6, cultural relics query stage:
S15、建立基于区块链数据的信息查询接口,构建文物登记的通用查询机制,查询已经完成鉴定输入信息的文物。S15. Establish an information query interface based on blockchain data, build a general query mechanism for cultural relics registration, and query cultural relics that have completed identification and input information.
以上所述,仅为本发明专利较佳的实施例,但本发明专利的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本发明专利所公开的范围内,根据本发明专利的技术方案及其发明专利构思加以等同替换或改变,都属于本发明专利的保护范围。The above is only a preferred embodiment of the patent of the present invention, but the scope of protection of the patent of the present invention is not limited thereto. The equivalent replacement or change of the technical solution and its invention patent concept all belong to the protection scope of the invention patent.
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CN111177274A (en) * | 2019-12-31 | 2020-05-19 | 中国建设银行股份有限公司 | Article leasing method and device based on block chain, server and storage medium |
CN111177274B (en) * | 2019-12-31 | 2023-10-27 | 中国建设银行股份有限公司 | Block chain-based item leasing method, device, server and storage medium |
CN112036885A (en) * | 2020-09-11 | 2020-12-04 | 杭州米链科技有限公司 | Artwork identification method and platform based on block chain |
CN112615933A (en) * | 2020-12-25 | 2021-04-06 | 航天信息股份有限公司 | Block chain-based target object transaction control method and device |
CN112615933B (en) * | 2020-12-25 | 2023-07-18 | 航天信息股份有限公司 | Transaction control method and device for target object based on blockchain |
WO2022257315A1 (en) * | 2021-06-09 | 2022-12-15 | 万维数码智能有限公司 | Artwork identification method and system based on artificial intelligence, and artwork trading method and system |
CN113919837A (en) * | 2021-10-12 | 2022-01-11 | 星矿科技(北京)有限公司 | A blockchain-based art transaction method and carrier terminal |
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