Pub Date : 2021-11-10DOI: 10.1109/ICTAI53825.2021.9673382
J. Nagaraju, J. Vijaya
Customer Relationship Management (CRM) is essential for many business organizations looking to maximize their customer interactions via Machine Learning and Deep Learning strategies came to be reshaping how businesses communicate with their customers. This paper look over the writing on the avail of ML and DL approaches to optimize CRM, as well as a description of the techniques used and how they are applied to every CRM dimension and component. Further, various functional effects of recent CRM method advances in the fields of ML and DL are examined. This article describes a method for applying ML strategies to assist such a corporation in dealing with client churn. We investigate different machine learning and Deep Learning algorithms utilizing real information from the XYZ Insurance customer churn dataset, which is headquartered in Indonesia. The classifiers used in this paper are Decision Tree using feature selection (DT using forward selection), Nave Bayes (NB), and Artificial Neural Network (ANN). DT with forward selection delivers the greatest results, with 91.3111 percent accuracy and 0.970, trailed by ANN and NB. It is advised that XYZ Insurance adopt the Decision Tree approach for such customer churn dataset and in overall. The paper provides useful information for further research moreover CRM resources that want to better their critical and automated functions.
{"title":"Methodologies used for Customer Churn Detection in Customer Relationship Management","authors":"J. Nagaraju, J. Vijaya","doi":"10.1109/ICTAI53825.2021.9673382","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673382","url":null,"abstract":"Customer Relationship Management (CRM) is essential for many business organizations looking to maximize their customer interactions via Machine Learning and Deep Learning strategies came to be reshaping how businesses communicate with their customers. This paper look over the writing on the avail of ML and DL approaches to optimize CRM, as well as a description of the techniques used and how they are applied to every CRM dimension and component. Further, various functional effects of recent CRM method advances in the fields of ML and DL are examined. This article describes a method for applying ML strategies to assist such a corporation in dealing with client churn. We investigate different machine learning and Deep Learning algorithms utilizing real information from the XYZ Insurance customer churn dataset, which is headquartered in Indonesia. The classifiers used in this paper are Decision Tree using feature selection (DT using forward selection), Nave Bayes (NB), and Artificial Neural Network (ANN). DT with forward selection delivers the greatest results, with 91.3111 percent accuracy and 0.970, trailed by ANN and NB. It is advised that XYZ Insurance adopt the Decision Tree approach for such customer churn dataset and in overall. The paper provides useful information for further research moreover CRM resources that want to better their critical and automated functions.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128667637","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-11-10DOI: 10.1109/ICTAI53825.2021.9673313
A. Khursheed, Neena Godara, Murari Lal Azad
The world is moving towards generation of electricity from clean energy resources to reduce emission of greenhouse gases. Sufficient research work has done to meliorate the power output quality of distributed sources. This paper assesses the methods to mitigate output power oscillations caused by grid-integrated PV system outages, as well as battery banks and inverter control approach. The analysis is part of a larger study that also comprises a hybrid super - capacitors and BESS for ramp rate control, moving average control, and VSM control.
{"title":"Mitigation of output power fluctuations in Solar PV systems- A study","authors":"A. Khursheed, Neena Godara, Murari Lal Azad","doi":"10.1109/ICTAI53825.2021.9673313","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673313","url":null,"abstract":"The world is moving towards generation of electricity from clean energy resources to reduce emission of greenhouse gases. Sufficient research work has done to meliorate the power output quality of distributed sources. This paper assesses the methods to mitigate output power oscillations caused by grid-integrated PV system outages, as well as battery banks and inverter control approach. The analysis is part of a larger study that also comprises a hybrid super - capacitors and BESS for ramp rate control, moving average control, and VSM control.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"79 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122533075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-11-10DOI: 10.1109/ICTAI53825.2021.9673329
P. Bahadur, Shalini Jaiswal, Ruchira Srivastava, Ankesh Kumar
Nanotechnology has been produced for being utilized as a part of numerous fields of studies together with physical science, science, material science, designing, and software engineering. We recognize the nanotechnology improvement group and desires of nanotechnology in the field of software engineering and the present advancement, openings happened as of late in this article. This review paper gives brief data regarding the examination occurred till this date and furthermore tells regarding the advantages of nano technology utilizing Nano tubes set up of silicon chip that will be utilized as a part of the CPU’s of PC. Also tells us about the use of quantum dot in recent TV technologies.
{"title":"Advanced Application of Nanotechnology in Engineering","authors":"P. Bahadur, Shalini Jaiswal, Ruchira Srivastava, Ankesh Kumar","doi":"10.1109/ICTAI53825.2021.9673329","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673329","url":null,"abstract":"Nanotechnology has been produced for being utilized as a part of numerous fields of studies together with physical science, science, material science, designing, and software engineering. We recognize the nanotechnology improvement group and desires of nanotechnology in the field of software engineering and the present advancement, openings happened as of late in this article. This review paper gives brief data regarding the examination occurred till this date and furthermore tells regarding the advantages of nano technology utilizing Nano tubes set up of silicon chip that will be utilized as a part of the CPU’s of PC. Also tells us about the use of quantum dot in recent TV technologies.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"103 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127138416","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-11-10DOI: 10.1109/ICTAI53825.2021.9673282
Y. Borole, Anurag Shrivastava, Amarjeet Poonia, Atul Katiyar, R. Santhosh Kumar, M. Rinawa
We are all aware that the tricycle is a popular mode of transportation in India. The basic tricycle is a three-wheeled configuration with handicapped people pedaling on one side and a seat in the center for seating. The bumpy, uneven roads in our nation have the greatest impact on hand-powered tricycles. The majority of those who rely on tricycles are daily wage employees who travel large distances on a regular basis. Regular trike riders are prone to spinal problems because driving requires a lot of energy, putting a physical strain on the back. Furthermore, many people cannot afford proper medical treatment. There are an estimated million tricycle pullers in India alone, with many more in Bangladesh and other developing nations. Tricycles, on the other hand, are gaining popularity in industrialized nations, thanks to government support. To address this issue, we created a model tricycle that may be extremely helpful for individuals who have lower-limb disabilities. To complete this research, a literature study was conducted using a variety of sources such as journals, books, articles, and other sources.
{"title":"Design, Modeling, and Development of Solar Based Tricycle","authors":"Y. Borole, Anurag Shrivastava, Amarjeet Poonia, Atul Katiyar, R. Santhosh Kumar, M. Rinawa","doi":"10.1109/ICTAI53825.2021.9673282","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673282","url":null,"abstract":"We are all aware that the tricycle is a popular mode of transportation in India. The basic tricycle is a three-wheeled configuration with handicapped people pedaling on one side and a seat in the center for seating. The bumpy, uneven roads in our nation have the greatest impact on hand-powered tricycles. The majority of those who rely on tricycles are daily wage employees who travel large distances on a regular basis. Regular trike riders are prone to spinal problems because driving requires a lot of energy, putting a physical strain on the back. Furthermore, many people cannot afford proper medical treatment. There are an estimated million tricycle pullers in India alone, with many more in Bangladesh and other developing nations. Tricycles, on the other hand, are gaining popularity in industrialized nations, thanks to government support. To address this issue, we created a model tricycle that may be extremely helpful for individuals who have lower-limb disabilities. To complete this research, a literature study was conducted using a variety of sources such as journals, books, articles, and other sources.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127945038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
In the present scenario, Web Administration and cloud computing are the spine architecture of any e-authorities application due to its interoperable and robust nature. Web benefits that are kept up in Cloud computing bring in easy consideration in examination and industry as far as getting the conveyed Web administrations. Consequently, gaining more trust between the imparted Web administrations which has been continuously getting more accessible for Web administrations shoppers, executives, and Web specialist organizations particularly the e-government administrations. Likewise, the proposed architecture is handling the issues that emerge when Web administration purchasers are speaking with most of the e-legislative Web administrations are furnished through a depended on Cloud-based system that is not bound via any administrative authority. Furthermore, Cloudlet computing is used to quantify the supplier of Web benefits' reliability and compliance to the distributed strategy using input from the Web administration customer.
{"title":"A protection and assurance version for E-authorities Web Services based totally on Cloudlet computing","authors":"Devang Pratap Singh, Subhadra Rajpoot, Puneet Singh","doi":"10.1109/ICTAI53825.2021.9673203","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673203","url":null,"abstract":"In the present scenario, Web Administration and cloud computing are the spine architecture of any e-authorities application due to its interoperable and robust nature. Web benefits that are kept up in Cloud computing bring in easy consideration in examination and industry as far as getting the conveyed Web administrations. Consequently, gaining more trust between the imparted Web administrations which has been continuously getting more accessible for Web administrations shoppers, executives, and Web specialist organizations particularly the e-government administrations. Likewise, the proposed architecture is handling the issues that emerge when Web administration purchasers are speaking with most of the e-legislative Web administrations are furnished through a depended on Cloud-based system that is not bound via any administrative authority. Furthermore, Cloudlet computing is used to quantify the supplier of Web benefits' reliability and compliance to the distributed strategy using input from the Web administration customer.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123966306","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-11-10DOI: 10.1109/ICTAI53825.2021.9673442
Virendrakumar A. Dhotre, Y. Borole, A. Verma, A. Shrivastava, S. V. Tikore, S. Hemavathi
Randomly remote sensors are conveyed to shape a specially appointed organization in a non-deterministic environment. Different hierarchical clustering supporting algorithms are available for efficient coverage, information processing and connectivity in the literature. For increasing efficiency of these highly supporting tiny notes very few researchers have considered employing mobile agents. Affirmation of detected information transmission to the sink hub is one of the key problems for WSNs in the presence of failed sensor nodes. For the data aggregation and dispersion styles this arises as a severe problem. The strategy of information collection, becomes the key necessities, for example, consider less number of messages for assembling steering tree, huge number of covering courses, guaranteed data transmission, and increased data complete rate. Work on the course of information conglomeration and transmission is the aim of EDOT as its name indicates. EDOT protocol has a good property is to fabricate directing tree with a modest number of messages, higher covering ways in number, expanded collection rate, information, accumulation, dependability and assured information spread by most brief way tree (SPT) and information combination arrangement. EDOT actual purpose is built with the shortest paths energy efficient and reliable tree connecting all the source sensor hubs to the planned sink increasing performance of information accumulation and dispersal. When contrasted with condition of-workmanship conventions the recreation results requested that EDOT works on the exhibition.
{"title":"IoT enabled Wireless Sensor Networks Novel Tree-based Efficient Data Aggregation & Dissemination: EDOT","authors":"Virendrakumar A. Dhotre, Y. Borole, A. Verma, A. Shrivastava, S. V. Tikore, S. Hemavathi","doi":"10.1109/ICTAI53825.2021.9673442","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673442","url":null,"abstract":"Randomly remote sensors are conveyed to shape a specially appointed organization in a non-deterministic environment. Different hierarchical clustering supporting algorithms are available for efficient coverage, information processing and connectivity in the literature. For increasing efficiency of these highly supporting tiny notes very few researchers have considered employing mobile agents. Affirmation of detected information transmission to the sink hub is one of the key problems for WSNs in the presence of failed sensor nodes. For the data aggregation and dispersion styles this arises as a severe problem. The strategy of information collection, becomes the key necessities, for example, consider less number of messages for assembling steering tree, huge number of covering courses, guaranteed data transmission, and increased data complete rate. Work on the course of information conglomeration and transmission is the aim of EDOT as its name indicates. EDOT protocol has a good property is to fabricate directing tree with a modest number of messages, higher covering ways in number, expanded collection rate, information, accumulation, dependability and assured information spread by most brief way tree (SPT) and information combination arrangement. EDOT actual purpose is built with the shortest paths energy efficient and reliable tree connecting all the source sensor hubs to the planned sink increasing performance of information accumulation and dispersal. When contrasted with condition of-workmanship conventions the recreation results requested that EDOT works on the exhibition.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127691995","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-11-10DOI: 10.1109/ICTAI53825.2021.9673352
Tushar Pardhe, A. Sood
After the introduction of computer, there has been an influx of applications. Every application sates different human needs, however, each one of them uses software maturity model to assess and deliver a reliable and scalable application. Since, every organization uses a varied model, or calculation standard, a universal standard is necessary. This research paper proposes an ubiquitous formula that, not only solves the above ambiguity but also considers every aspect of development basis on their individual prominence. Each valuable process is divided into sub categories and given respective weightage based on the use case of the application, such a dichotomy dramatically increases the assessment accuracy of the software application and provides a rate of maturity on a scale of 0-10 where the former being the lowest and later being highest level of maturity.
{"title":"Dynamic Universal Maturity Assessment System","authors":"Tushar Pardhe, A. Sood","doi":"10.1109/ICTAI53825.2021.9673352","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673352","url":null,"abstract":"After the introduction of computer, there has been an influx of applications. Every application sates different human needs, however, each one of them uses software maturity model to assess and deliver a reliable and scalable application. Since, every organization uses a varied model, or calculation standard, a universal standard is necessary. This research paper proposes an ubiquitous formula that, not only solves the above ambiguity but also considers every aspect of development basis on their individual prominence. Each valuable process is divided into sub categories and given respective weightage based on the use case of the application, such a dichotomy dramatically increases the assessment accuracy of the software application and provides a rate of maturity on a scale of 0-10 where the former being the lowest and later being highest level of maturity.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127804387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
With the expansion in the world of Internet of Things (IoT), the number of networked devices in IoT is also increasing. Consequently, connectivity requirements (e.g., energy efficiency, cost deployment, scalability etc.) are also budding rapidly to ensure effective communication between these devices. The recent developments in the emerging IoT technology i.e., Low Power Wide Area Networks (LPWAN) technology promise to meet these requirements. This paper will introduce the emerging LPWAN technology followed by the requirements and its specifications. Furthermore, its representatives such as LoRa, Sigfox, NB-IoT will be introduced of which characteristics, topology and some significant techniques are inspected. The following techniques are compared together in a frequency spectrum to detect risk bands causing collisions. The main contribution of this paper is a summary of characteristics, which influence the resulting coexistence.
{"title":"A Study of Low Power Wide Area Network Solutions for IoT Applications","authors":"Raghav Khandelwal, Arsh Makhdumi, Gagandeep Kaur, Samarth Singh","doi":"10.1109/ICTAI53825.2021.9673396","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673396","url":null,"abstract":"With the expansion in the world of Internet of Things (IoT), the number of networked devices in IoT is also increasing. Consequently, connectivity requirements (e.g., energy efficiency, cost deployment, scalability etc.) are also budding rapidly to ensure effective communication between these devices. The recent developments in the emerging IoT technology i.e., Low Power Wide Area Networks (LPWAN) technology promise to meet these requirements. This paper will introduce the emerging LPWAN technology followed by the requirements and its specifications. Furthermore, its representatives such as LoRa, Sigfox, NB-IoT will be introduced of which characteristics, topology and some significant techniques are inspected. The following techniques are compared together in a frequency spectrum to detect risk bands causing collisions. The main contribution of this paper is a summary of characteristics, which influence the resulting coexistence.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128724689","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-11-10DOI: 10.1109/ICTAI53825.2021.9673454
Mani Goyal, Avinash Sharma
In today's information technology era, data security is a big concern. Because data is stored in various locations throughout the world, it becomes especially dangerous in the cloud environment. Encryption is a technique, and various encryption methods play an imperative role to provide cloud data security. In cloud computing, encryption algorithms are employed to protect data security. The goal of data security is to limit access to just those who are concerned and permitted. In this work, we explain file size using AES, DES, BLOWFISH and Pailier, and compare their performance based on the examination of various data formats such as text files, image files, and word documents, among others, at various setups for individual users.
{"title":"Implementation and Analysis of various Encryption Techniques with Blowfish on various Data Files","authors":"Mani Goyal, Avinash Sharma","doi":"10.1109/ICTAI53825.2021.9673454","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673454","url":null,"abstract":"In today's information technology era, data security is a big concern. Because data is stored in various locations throughout the world, it becomes especially dangerous in the cloud environment. Encryption is a technique, and various encryption methods play an imperative role to provide cloud data security. In cloud computing, encryption algorithms are employed to protect data security. The goal of data security is to limit access to just those who are concerned and permitted. In this work, we explain file size using AES, DES, BLOWFISH and Pailier, and compare their performance based on the examination of various data formats such as text files, image files, and word documents, among others, at various setups for individual users.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"159 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129236751","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-11-10DOI: 10.1109/ICTAI53825.2021.9673320
Gurwinder Singh, Amarinder Singh
The Time Minimization Transportation Problems (TMTP) is a critical variant of transportation problem that deal with urgent/earliest supply of goods or services to the destinations. The required source-destination solution pairs have been found with the exact or the analytical methods. However, the dimension increased, the problems become NP Hard and need to be solved using alternative techniques. In this expedition, met heuristic techniques came into force such as Particle Swarm Optimization (PSO) algorithm which has utilized to address a wide range of real life optimization problems (mostly continuous). But PSO has been encapsulated, with different encoding and decoding techniques, to deal with the discrete problems as well. In this paper, the authors propose two modules of amending the negative and the fractional allocations incorporated within the iterations of basic PSO. These modules convert the infeasible solutions that arise because of parameters in PSO, into the feasible ones. The proposed technique has been found to be a good alternative for logistic decisions as compared with existing techniques while tested on different test problems. The extensive search capability of proposed PSO has ascertained in terms of alternate optimal solutions irrespective of the count of allocations (m + n - 1) and independent position of allocated cells within intermediate or global optimal solution. This performance substantiate the scope of Particle Swarm Optimization for discrete combinatorial optimization problems.
时间最小化运输问题(TMTP)是运输问题的一个重要变体，它处理紧急/最早向目的地提供货物或服务的问题。用精确的或分析的方法找到了所需的源-目标解对。然而，随着维度的增加，问题变得NP困难，需要使用替代技术来解决。在这次考察中，一些启发式技术开始发挥作用，例如粒子群优化(PSO)算法，该算法已用于解决广泛的现实生活优化问题(大多数是连续的)。但是粒子群被封装了，用不同的编码和解码技术来处理离散问题。在本文中，作者提出了修正基本粒子群迭代中包含的负分配和分数分配两个模块。这些模块将粒子群中由于参数的影响而产生的不可行解转化为可行解。通过对不同测试问题的测试，与现有技术相比，所提出的技术已被发现是逻辑决策的一个很好的替代方案。所提出的粒子群优化算法具有广泛的搜索能力，无论分配数量(m + n - 1)和分配单元在中间或全局最优解中的独立位置，都可以确定备选最优解。这证实了粒子群算法在离散组合优化问题中的应用范围。
{"title":"Retaining feasibility conditions to solve Time Minimization Transportation Problem using modified Particle Swarm Optimization Algorithm","authors":"Gurwinder Singh, Amarinder Singh","doi":"10.1109/ICTAI53825.2021.9673320","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673320","url":null,"abstract":"The Time Minimization Transportation Problems (TMTP) is a critical variant of transportation problem that deal with urgent/earliest supply of goods or services to the destinations. The required source-destination solution pairs have been found with the exact or the analytical methods. However, the dimension increased, the problems become NP Hard and need to be solved using alternative techniques. In this expedition, met heuristic techniques came into force such as Particle Swarm Optimization (PSO) algorithm which has utilized to address a wide range of real life optimization problems (mostly continuous). But PSO has been encapsulated, with different encoding and decoding techniques, to deal with the discrete problems as well. In this paper, the authors propose two modules of amending the negative and the fractional allocations incorporated within the iterations of basic PSO. These modules convert the infeasible solutions that arise because of parameters in PSO, into the feasible ones. The proposed technique has been found to be a good alternative for logistic decisions as compared with existing techniques while tested on different test problems. The extensive search capability of proposed PSO has ascertained in terms of alternate optimal solutions irrespective of the count of allocations (m + n - 1) and independent position of allocated cells within intermediate or global optimal solution. This performance substantiate the scope of Particle Swarm Optimization for discrete combinatorial optimization problems.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114672356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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