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                                                                                                                                                                                                The Egyptian International Journal of 
                                                                                                                                                                                                   Engineering Sciences and Technology 
                                                                                                                                                                                                                                                                                                                                                                                
                                                                                                                                                                                                                                                                                                                                Vol. 32 (2020) 59–65 
                                                                                                                                                                                                                                                                                                                                                                                  
                                                                                                                                                                                                                                                                                                                 https://eijest.journals.ekb.eg/ 
                                                                                                                                                                                                                                                                                                                                                                                
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
                                                                                                                                                                                                                                                                                                                                                                           
                                                                                                                                                                                                                                                                                                                                                                           
                                                              An Intelligent Warehouse Management System Using the Internet 
                                                                                                                                                                                                                                                                                                                              of Things 
                                                                                                                                                                                                                                                                                 a                                                                                                                    a,b*                                                                                                                                                        a
                                                                                                                                                                             Walaa hamdy  , Noha Mostafa                                                                                                                                                                                                                 , Hesham Alawady   
                                                                                                                                                                           a Industrial Engineering Department, Zagazig University, Zagazig 44519, Sharkia, Egypt 
                                                                                                                                      b
                                                                                                                                          Mechanical Engineering Department, The British University in Egypt, Shorouk City 11837, Cairo, Egypt 
                                                  A R T I C L E  I N F O                                                                                                                                                           A B S T R A C T 
                                                                                                                                                                                                                                    
                                                  Keywords:                                                                                                                                                                        Nowadays, the warehouse acts as a competitive factor in any supply chain as it has 
                                                    st                                                                                                                                                                             a main role in linking all the partners in it. Hence, it has become very necessary to 
                                                  1   Internet of Things 
                                                       nd
                                                  2  Warehouse Management                                                                                                                                                          allocate  its  resources  efficiently  and  manage  it  effectively.  A  sound  warehouse 
                                                  System                                                                                                                                                                           management  system  can  contribute  to  cost  reduction  and  improve  customer 
                                                       rd
                                                  3  Supply Chain                                                                                                                                                                  satisfaction.  However,  traditional  warehouse  management  system  models  have 
                                                                                                                                                                                                                                   become unsuitable and inefficient for today's market requirements. So, companies 
                                                                                                                                                                                                                                   have started to adopt innovative approaches and technologies to be used for such 
                                                                                                                                                                                                                                   applications; one of these technologies is the Internet of Things that enables the 
                                                                                                                                                                                                                                   connection between several physical objects and produces a massive amount of 
                                                                                                                                                                                                                                   real-time data that can be transferred to useful information that helps in managing 
                                                                                                                                                                                                                                   and decision making. In this paper, the architecture of this application is illustrated, 
                                                                                                                                                                                                                                   its  potential  benefits  are  overviewed,  and  a  framework  for  implementing  this 
                                                                                                                                                                                                                                   technology in a warehouse is proposed. This system can help in achieving more 
                                                                                                                                                                                                                                   control and monitoring on all the operations in the warehouse in real time, increase 
                                                                                                                                                                                                                                   speed  and  efficiency,  and  prevent  counterfeiting  and  inventory  shortage.  The 
                                                                                                                                                                                                                                   proposed  framework  can  be  taken  as  a  roadmap  for  enterprises  to  improve 
                                                                                                                                                                                                                                   warehouses by using the Internet of Things. Also, the benefits of implementing the 
                                                                                                                                                                                                                                   proposed framework and its challenges are proposed. 
                                                                                                                                                                                                                                    
                                                   
                                                  1. Introduction                                                                                                                                                                                                                                                                                                                                 across the supply chain and make the supply chain 
                                                                                                                                                                                                                                                                                                                                                                                                  more agile [2].  
                                                     Supply  chain  is  consisted  of  all  the  processes,                                                                                                                                                                                                                                                                                       WMS is used for optimizing warehousing decisions 
                                                  transformations  and  flows  that  are  involved  in                                                                                                                                                                                                                                                                                            by  integrating  many  software  systems  that  can 
                                                  producing a product from raw material to the finished                                                                                                                                                                                                                                                                                           monitor,  manage  and  control  anything  in  the 
                                                  product.    "The  supply  chain  consists  of  all  parties                                                                                                                                                                                                                                                                                     warehouse [3]. ERP and APS systems are the most 
                                                  involved directly or indirectly in fulfilling a customer                                                                                                                                                                                                                                                                                        popular systems used in warehouses. Nowadays these 
                                                  request.  The  supply  chain  includes  not  only  the                                                                                                                                                                                                                                                                                          systems cannot face the supply chain challenges such 
                                                  manufacturer  and  suppliers,  but  also  transporters,                                                                                                                                                                                                                                                                                         as                       agility,                                           flexibility                                                       and  responsiveness  [4]. 
                                                  warehouses,                                                                          retailers                                                       and                                    even                                         customers                                                                                              Traditional  WMSs  are  become  not  able  to  face 
                                                  themselves" [1]. Supply Chain Management (SCM)                                                                                                                                                                                                                                                                                                  today's market challenges, enterprises now in need to 
                                                  aims to meet customer requirements on time with the                                                                                                                                                                                                                                                                                             be  more  flexible  and  creative.  Adapting  IoT  help 
                                                  highest quality and lowest cost that can be obtained                                                                                                                                                                                                                                                                                            enterprises  to  face  these  challenges  as  it  provides 
                                                  by improving the process and achieving the linkage                                                                                                                                                                                                                                                                                              more  flexibility  and  hence,  improves  the  all 
                                                  between them, removing non-value added activities                                                                                                                                                                                                                                                                                               performance of the enterprises.    
                                                  ________ 
                                                   
                                                  * Corresponding author. Tel.: +2-01004242672 
                                                  E-mail  address: noha.mostafa@bue.edu.eg; namostafa@eng.zu.edu.eg 
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              59
                                  Walaa hamdy,et. al / An Intelligent Warehouse Management System Using the Internet of Things 
               IoT make every object talk to each other through         logisticians need to be more creative and flexible to 
          the  internet  by  using  many  technologies.  These          help enterprises in facing these challenges. The five 
          technologies  can  be  used  in  tracking,  tracing,          factors of future logistics are presented (automation, 
          monitoring and control. That can produce a massive            economic  sustainability,  ecological  sustainability, 
          amount of  data  that  could  be  transferred  to  useful     individualization  and  social  sustainability)  and  the 
          information [5].                                              authors illustrated how industry 4.0, cloud computing 
           IoT  can  help  in  optimizing  demand  forecasting,         and e-commerce help enterprises to overcome these 
          making  an  intelligent  transportation  system,  and         challenges. [12] Argued that traditional WMS cannot 
          creating  an  intelligent  warehouse  management              meet today's challenges of market because of its low 
          system.                                                       efficiency. The author presented a study of a smart 
               In this paper, section 2 presented a review about        WMS based on IoT and he founded that adapting IoT 
          how adapting WMS impact on supply chain and also              has a great impacts on the warehouses as it helps in 
          how information sharing and implementing IoT in the           improving the speed of the storage, reducing numbers 
          warehouse  impact  on  it.  Section  3  illustrates  IoT      of  manual  labors,  simplifying  the  processes  of 
          architecture and its building blocks. In section 4 the        inventory,  reducing  error  rate  and  costs  and 
          impact  of  using  IoT  in  supply  chain,  a  framework      improving the efficiency of the warehouse.   
          structure  of  using  IoT  in  warehousing  and  the 
          expected  benefits  and  challenged  are  presented.  At      2.2. How Information Sharing and the use of IoT 
          the end a conclusion are presented in section 5.              impact on demand forecasting and Supply Chain 
          2. Literature review                                          In [13], the role of sharing information and is studied 
                                                                        with showing its impact on transportation activities. 
          2.1. How Adapting Warehouse Management System                 It was found that, it has a great role in increasing the 
          Impacts on Supply Chains                                      transport  efficiency,  improving  transport  quality, 
                                                                        optimizing  the  driver's  performance  and  decreasing 
               Adopting  WMS  have  a  positive  impact  on  the        transportation costs. In [14], a study was presented to 
          supply  chain  performance,  for  example,  using             know the impact of information sharing on the supply 
          Management Information System (MIS) and wireless              chain;  the  authors  found  that  information  sharing 
          barcodes  can  achieve  cost  reduction,  flexibility,        across the supply chain is essential but not enough 
          inventory reduction, and delivery time reduction, thus        and  to  make  a  significant  improvement  over  the 
          achieve customer satisfaction [6].                            supply  chain,  there  should  be  more  focus  on 
              In [7], a framework based on RFID is proposed to          strengthening the internal integration and cooperation 
          track work-in-progress, track inventory, and improve          between  partners  and  building  the  relationships  on 
          picking and receiving goods in a wool yarn industry.          trust between them by achieving tasks together.  
          In  [8],  the  problem  of  inaccurate  inventory  was            In  [15],  the  authors  studied  the  effect  of  using 
          studied that resulted from the bullwhip effect through        some applications of IT such as business intelligence 
          the supply chain; the authors have studied the impact         on  the  supply  chain  by  proposing  a  hypothetical 
          of  applying  RFID  on  this  problem  and  found  that       model.  The  two  dimensions  that  were  taken  into 
          utilizing  RFID  in  the  upstream  stages  is  less          consideration   were  competitive  advantage  for 
          beneficial and efficient compared to when utilizing in        resource-based view and service quality for market-
          the  downstream  stages.  In  [9],  the  barcode              based view. The authors found that although many 
          management application is used and discussed for the          techniques,  such  as  RFID,  were  recommended  by 
          WMS of  a  pharmaceutical  enterprise;  the  authors          several researchers; most of enterprises do not realize 
          found  that  it  helps  in  managing  inventory,  support     the value of it. The hypothetical model presented can 
          decision making and decrease workforce costs, thus            be considered as a roadmap for LSPs for improving 
          achieves   improved  overall  performance.  [10]              their  competitiveness.  In  [16],  a  simulation  model 
          Presented a case study for digital WMS using RFID             was developed to study the impact of participating 
          in tobacco industry, they founded that adapting RFID          information about planning on inventory capital. The 
          help in achieving more inventory control, increasing          information  was;  point-of-sales  data,  customer 
          efficiency  of  the  operations,  enhancing  warehouse        forecasts,  stock-on-hand  and  planned  order  data. 
          utilization,  reducing  manpower,  reducing  loading          They used the re-order point methods and found that 
          time and increasing inventory accuracy. According to          the  stock-on  hand  data  has  high  value  when  the 
          [11]  supply  chains  are  facing  unprecedented              demand  is  stationary.  Demand  forecast  data  and 
          challenges and they need to be more dynamic. The              planned order data have high value when the demand 
                                                                                                                                60
                                                         EIJEST Vol. 32 (2020) 59–65 
          is not stationary, and sharing point-of sales data has          positive impact on the service and production sectors 
          no value whether the demand is stationary or not.               and they help in improving the overall performance 
          All  organizations  seek  to  achieve  competitive              of them. 
          advantage and this can be reached when it understand                  In  [25],  an  IoT-based  model  was  proposed  to 
          customer  needs.  Enterprises  do  this  through                solve the imperfect sharing of information problem 
          forecasting methods. [17] presented an overall view             using RFID, and two methods of information inquiry 
          about forecasting and discussed the two methods of it           were introduced for dynamic and static information. 
          (qualitative and quantitative), the authors argued that         The methods introduced help in tracing, tracking, and 
          the data has a critical role in the two methods so it           inspecting  products  at  any  stage  anytime,  hence 
          must be collected carefully with minimum error that             improving  quality,  authenticity  and  increasing  the 
          can be obtained using IoT as it provides a real- time           efficiency of the supply chain. In [26], a framework 
          data  that  help  in  doing  more  accurate  demand             was  proposed  to  illustrate  how  to  improve  SCM 
          forecast.  [18]  Presented  a  conceptual  framework  to        performance  by  using  IoT,  especially  supply  chain 
          study  the  impact  of  IoT  on  the  warehouse  and            innovation  (SCI)  using  the  integration  between 
          founded  that  it;  because  of  the  availability  of  the     resources,  activities  and  processes  that  help  in 
          accurate  data  that  generated  from  IoT  system,  the        improving the overall performance of all the supply 
          enterprises can improve their forecast and managers             chain partners.  
          can  take  more  accurate  decision  that  help  in 
          improving  the  company's'  performance  and  make              3. About IoT Architecture 
          more     profit.  [19]    Presented     an    interface 
          implementation  for  monitoring  and  controlling                   The  architecture  of  IoT  varies  according  to  the 
          warehouse  using  IoT,  the  authers  argued  that  the         application where it is implemented; the four basic 
          device  has  a  great  role  in  monitoring  products           building blocks for implementing IoT are illustrated 
          location and the wireless sensors help in controlling           in Fig. 1. 
          the environmental conditions such as temperature and             
          humidity.  Thus,  make  warehouse  more  efficient,              
          reduce  costs  and  increase  the  quality  of  materials.             1.   Things 
          [20, 21, 22] confirmed that applying IoT in inventory,                  Using technologies           2.  Gateways 
          warehousing operations and logistics has a major and                     such as RFID and            Offer connectivity 
          a  great  impact  on  the  warehouse.  It  help  in  aking               actuators                    support between 
          warehouse more efficient as it help in tracking and                     Measure and collect          things and the cloud. 
          managing  information  of  the  warehouse,  tracing                      data about physical 
          everything in it, reducing manpower, increasing the                      objects in real-time. 
          efficiency  of  warehouse  operations,  reducing  costs                                       IoT 
          and improving the performance of the organization.                                         Building 
                                                                                                      Blocks 
              [23]   Presented   an   IoT    quality   inventory                   3.  Network                      4.   Cloud 
          management model for enterprises that called IIOT.                         infrastructure                   infrastructure 
          The model illustrated how item in the warehouse can                  Using technologies such            Using technologies 
                                                                               as Aggregators,                      such as Virtualized 
          be easily identified and managed itself using IoT. The               Gateways, Routers and                Servers and Data 
          author argued that the proposed model can be used                    Repeaters.                           Storage Units. 
          for automation and demand forecasting as it provides                 Tracks control and                 It provides logical 
                                                                               provide security over                and analytical 
          more  accurate  information  that  help  in  managing                data flow from things to             computing 
          enterprise's functions easily, reducing costs and make               cloud.                               capabilities. 
          enterprises more efficient.                                      
          Since  the  evolution  of  IoT,  the  researchers  have                                     
          studied  and  explored  the  using  and  impacts  of                       Fig.1:  IoT building blocks [27] 
          implementing this technology in several fields. But,             
          few researches showed its implementation in the field           Many authors proposed different architecture of IoT, 
          of SCM. In [24], the authors investigated the role of 
          industry  4.0  factors  on  the  service  and  production       this is shown in Table 1. 
          sectors  in  a  texile  industry  in  Pakistan  through  a       
          survey  questionnaire  that  collected  data  from               
          managers.  The  factors  are  b-g  data,  cyber-physical         
          system (CPS), smart factory, IoT and interoperability.           
          The author found that these factors have a significant           
                                                                                                                                   61
                                            Walaa hamdy,et. al / An Intelligent Warehouse Management System Using the Internet of Things 
               Table1. Architecture layers of IoT                                             information  to  support  decisions  and  improve  total 
                                                                                              performance. 
               Architecture            Layers name and its objectives                          
                  layers                                                                                                          
                                1)  Perception layer: connect objects together                       Demand                  Manufacturing                   Inventory 
                                    and capture data using sensors and RFID.                         planning                                              management 
                                2)  Network  layer:  act  as  a  link  between                                                    
               Three layers         perception  layer  and  IoT  hub  using                                                     Improving 
                 [28], [29]         gateway, Wi-Fi and hub.                                            Collecting               visibility   at 
                                                                                                        data by                                               Improving 
                                3)  Application  layer:  responsible  for  the                                                   each  step  of 
                                    required  services.  In  this  layer  every                         IoT                                                    visibility 
                                                                                                                                 the 
                                    application has different requirements.                             devices,                 production                    of 
                                1)  Sensing layer:  identify,  track  and  collect                      then                                                   demand. 
                                    data  from  objects  using  actuators  and                                                   process.                     Preventin
                                                                                                        analyzing                 
                                    WSNs and RFID.                                                                              Improving                     g stock 
                                2)  Network layer: act as a link between cloud                          and using                efficiency  and 
                                                                                                        it in                                                  out and 
                                    and  objects.  It  transmit  data  to  service                                               scalability.                  inventory 
                                                                                                        various                 Enabling  easy 
                Four layers         layer using many protocols such as Zigbee                                                                                  shrinkage. 
                   [30]             and LoWPAN.                                                         forecastin               and  accurate                Monitorin
                                                                                                        g models                  
                                3)  Service  layer:  It  is  responsible  for                                                    breakdown                     g real-
                                    collecting,  exchanging,  analyzing  and                            that help                prediction. 
                                                                                                                                                               time 
                                    storing  data  to  help  in  decision  making                       in making               Improving                     informatio
                                    using Service management and analytics.                             accurate                  
                                4)  Interface   layer:   deliver   the    output                                                 performance                   n of 
                                                                                                        demand                   and                           inventory 
                                    smoothly to the user.                                                                         
                                1)  Device  layer:  capture  information  from                          forecasts                decreasing                    (Qin et al. 
                                                                                                        (Yerpude                                               2017). 
                                    objects using sensors and actuators.                                                         ingredient 
                                                                                                        and                      waste  (Anita 
                                2)  Network     layer:  provide    connectivity                                                   
                                    from/to nodes using internet, WSNs, etc.                            Singhal                  and  Abhinav 
                Four layers                                                                             2017 ).                   
                                3)  Service  layer:  act  as  a  link  between                                                   2017). 
                   [31]             application and network layer.                                                                
                                4)  Application  layer:  provides  interaction                                                                             Warehousing 
                                    methods for user according to his request 
                                    using many technologies such as mobile                         Transportation                 
                                    applications.                                                                                 Supply                   Provide 
                                                                                                                                   Chain                    collaboration 
                                                                                                       Improving                                           between 
            4. Implementing IoT in Supply chain                                                         collaboration                                       shelves and 
                                                                                                        between                                             products that 
                                                                                                        carriers,              Customer                     depends on 
            4.1. Impacts of applying IoT in Supply Chain                                                shippers and              
                                                                                                        customers.              Service                     the product 
                                                                                                       Making                                              intelligence 
                                                                                                        service more             Enhancin                  concept, 
            According to literature, IOT has a significant role in                                      agile.                      g                       where a 
            improving  and  enhancing  the  performance  of  all                                       Reducing                    relations               product can 
            functions  of  SCM.  [32]  Descried  the  functions  of                                     hazards and                 hip with                communicate 
            SCM as production, purchasing, routing, inventory,                                          disruption.                 customer                its location 
            distribution,  location  and  marketing.  All  of  these                                   Providing                   through                Solving 
            functions       have      the    ability     to    benefit      from                        users with                  real-time               security and 
            implementing IoT. These benefits are shown in Fig.                                          relevant                    communi                 authenticity 
            2.  The  improvement  of  the  warehouse  could  be                                         information                 cation.                 problems. 
                                                                                                        in real-time             Improvin                 Improving 
            measured  through  the  speed  to  satisfy  customers'                                      (Schoen e al,               g                       decentralized 
            needs,  decreased  non  value  added  activities  and                                       2016).                      competiti               management 
            effective  management  [33,  34].  So,  warehouses                                                                      veness                  (Richards 
            should  be  adapted  to  achieve  this  improvement.                                                                 (Ives et                   2017). 
                                                                                                                                al, 2016).
            Implementing IoT in warehousing ensures a positive                                                                    
            impact as it could be used to provide a real-time data                             
            about all processes and functions. IoT can eliminate                                Fig.2: Benefits of implementing IoT in supply chain [18] 
            manual interferences and make everything connected                                                                    
            to  provide  a  vast  amount  of  data  from  these 
            connections  which  can  be  translated  to  important 
                                                                                                                                                                       62
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...The egyptian international journal of engineering sciences and technology vol https eijest journals ekb eg an intelligent warehouse management system using internet things a b walaa hamdy noha mostafa hesham alawady industrial department zagazig university sharkia egypt mechanical british in shorouk city cairo r t i c l e n f o s keywords nowadays acts as competitive factor any supply chain it has st main role linking all partners hence become very necessary to nd allocate its resources efficiently manage effectively sound can contribute cost reduction improve customer rd satisfaction however traditional models have unsuitable inefficient for today market requirements so companies started adopt innovative approaches technologies be used such applications one these is that enables connection between several physical objects produces massive amount...

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