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<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Bohr. Amr.</journal-id>
<journal-title>BOHR International Journal of Advances in Management Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Bohr. Amr.</abbrev-journal-title>
<issn pub-type="epub">2583-6943</issn>
<publisher>
<publisher-name>BOHR</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.54646/bijamr.2025.39</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Case study</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Applying value stream management to improve production processes in LED manufacturing industry - a case study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Nhu</surname> <given-names>Phong Nguyen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Doan</surname> <given-names>Thuy Vy</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Nhu</surname> <given-names>Tu Anh Nguyen</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Industrial Systems Engineering, University of Technology &#x2013; VNU-HCM</institution>, <addr-line>Ho Chi Minh City</addr-line>, <country>Vietnam</country></aff>
<aff id="aff2"><sup>2</sup><institution>Faculty of Information Technology, Monash University</institution>, <addr-line>Melbourne, VIC</addr-line>, <country>Australia</country></aff>
<author-notes>
<corresp id="c001">&#x002A;Correspondence: Phong Nguyen Nhu, <email>nnphong@hcmut.edu.vn</email></corresp>
<fn fn-type="other" id="fn002"><p><bold><sup>&#x2020;</sup>ORCID:</bold> Phong Nguyen Nhu <ext-link ext-link-type="uri" xlink:href="https://orcid.org/0009-0007-9147-9318">0009-0007-9147-9318</ext-link></p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>09</month>
<year>2025</year>
</pub-date>
<volume>4</volume>
<issue>1</issue>
<fpage>35</fpage>
<lpage>41</lpage>
<history>
<date date-type="received">
<day>12</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Nhu, Doan and Nhu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Nhu, Doan and Nhu</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>&#x00A9; The Author(s). 2024 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</p></license>
</permissions>
<abstract>
<p>The company under study is a company specializing in producing light-emitting diodes (LED). The revenue of the company has declined sharply in recent years. After analyzing, the root causes of the problem are high production lead time (LT) and high cycle time (CT) in the production process. The paper applied value stream management to improve the LED production process of the company. The primary objectives were to reduce the production LT and reduce the production CT to meet the takt time (TT) and therefore improve the revenue of the company. The results had shown that the LT had been reduced by 16.44%, from 235.5 minutes to 197 minutes, and the CT reduced by 36.68%, from 45.8 seconds to 29 seconds, meeting the TT.</p>
</abstract>
<kwd-group>
<kwd>value stream management</kwd>
<kwd>SMED</kwd>
<kwd>job design</kwd>
<kwd>line balancing</kwd>
<kwd>work cells</kwd>
<kwd>Kanban</kwd>
<kwd>FIFO</kwd>
<kwd>LED manufacturing</kwd>
</kwd-group>
<counts>
<fig-count count="11"/>
<table-count count="10"/>
<equation-count count="6"/>
<ref-count count="14"/>
<page-count count="7"/>
<word-count count="3426"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>The company under study was founded in June 2018, producing LED lighting equipment in Vietnam. The production process of the company had so much waste, leading to the problems of increasing production lead time (LT) and cycle time (CT). The problems led to high production costs, low productivity, loss of contracts, and drop in sales, affecting the revenue of the company. The company wants to reduce waste, increase productivity, and reduce production LT in order to receive more contracts and then increase revenue.</p>
<p>Value Stream Management (VSM) is the appropriate methodology to solve the problem. The lean tools and techniques had been used with the objectives to reduce waste, reduce production LT, and reduce production CT to meet takt time (TT).</p>
<p>The current state value stream map (CSM) was constructed, and the current performance indexes were assessed. Lean tools, including Single-Minute Exchange of Dies (SMED), job design, line balancing, Kanban, First In First Out (FIFO), were used to construct the future state value stream map, and the future performance indexes were assessed. The results showed that the LT was reduced by 16.44%, from 235.5 minutes to 197 minutes, and the CT was reduced by 36.68%, from 45.8 seconds to 29 seconds, meeting the TT.</p>
</sec>
<sec id="S2">
<title>Literature review</title>
<p>VSM is an effective methodology for improving manufacturing processes with the goal of reducing manufacturing LTs and CTs using lean tools such as SMED, work design, line balancing, work cells, Kanban, FIFO, etc. (<xref ref-type="bibr" rid="B1">1</xref>)</p>
<p>William M. Goriwondo et al. (<xref ref-type="bibr" rid="B2">2</xref>) used VSM tools in reducing waste in bread manufacturing for a company in Zimbabwe. The case study showed how the VSM tool was used to identify and reduce defects by 20%, unnecessary inventory by 18%, and motion by 37% (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>Anand Sasikumar and Kundan Kumar (<xref ref-type="bibr" rid="B3">3</xref>) mapped the current state for the product molded case circuit breaker, which is manufactured by one of the leading companies in India, to identify and reduce the Non-Value Added (NVA) activities and proposed a future state to reduce the production LT and improve the value-added time (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Rumbidzayi Muvunzi et al. (<xref ref-type="bibr" rid="B4">4</xref>) applied value stream mapping to reduce waste and improve productivity in a tile manufacturing company in Zimbabwe. A current state map (CSM) of the product family was created. The problems with the CSM were identified. Possible improvements were proposed, and a future state map (FSM), which has more efficient processes and optimum space and labor utilization, was created (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>Dorota Stadnicka and Dario Antonelli (<xref ref-type="bibr" rid="B5">5</xref>) used Value Stream Mapping to map the current state map (CSM) and the FSM of the sleeve manufacturing process. The authors used Value Stream Analysis (VSA) to identify and eliminate wastes. The authors also used computer simulations to analyze the data concerning a manufacturing process of the sleeve in order to use the results of VSA (<xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>Phong et al. used VSM for improving processes of manufacturing trolley bags (<xref ref-type="bibr" rid="B6">6</xref>) in 2015, of producing Printed Circuit Board (PCB) (<xref ref-type="bibr" rid="B7">7</xref>) in 2017, of producing packages in the cosmetics industry (<xref ref-type="bibr" rid="B8">8</xref>) in 2019, of producing lighting equipment (<xref ref-type="bibr" rid="B9">9</xref>) in 2019, and of warehouse operations (<xref ref-type="bibr" rid="B10">10</xref>) in 2023.</p>
<p>In using lean tools, Nystha Baishya and Sathish Rao U. (<xref ref-type="bibr" rid="B11">11</xref>) applied SMED/Quick Changeover (QCO) to improve the productivity at the screwing station of Hot Forged Rail (HFR) assembly at Robert Bosch. Ashwinkumar Arivoli and Vignesh Ravichandran (<xref ref-type="bibr" rid="B12">12</xref>) used line balancing to reduce manufacturing CT with a case study. Ahmad Naufal et al. (<xref ref-type="bibr" rid="B13">13</xref>) developed a Kanban system at a manufacturing company in Malaysia. Christoph Roser (<xref ref-type="bibr" rid="B14">14</xref>) determined the size of your FIFO lane based on the distributions of the CTs of front and back workstations and the station downtime of front workstations.</p>
</sec>
<sec id="S3">
<title>Research methodology</title>
<p>The research methodology in this paper includes the following steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Choose the value stream.</p>
</list-item>
<list-item>
<label>2.</label>
<p>Map the current state.</p>
</list-item>
<list-item>
<label>3.</label>
<p>Map the future state.</p>
</list-item>
</list>
<p>The step of choosing the value stream includes the following sub-steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Collect data on the number of products consumed.</p>
</list-item>
<list-item>
<label>2.</label>
<p>Use Pareto chart to identify the product to be researched.</p>
</list-item>
<list-item>
<label>3.</label>
<p>Use Suppliers Inputs Process Outputs Customers (SIPOC) to define the scope of the process to be researched.</p>
</list-item>
</list>
<p>The step for mapping the current state includes the following sub-steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Identify all workstations of the value stream.</p>
</list-item>
<list-item>
<label>2.</label>
<p>Collect data on the workstation attributes.</p>
</list-item>
<list-item>
<label>3.</label>
<p>Collect data on the available production time and customer daily demand (DD).</p>
</list-item>
<list-item>
<label>4.</label>
<p>Collect data on the inventories of the value stream.</p>
</list-item>
<list-item>
<label>5.</label>
<p>Calculate times in the process of the inventories.</p>
</list-item>
<list-item>
<label>6.</label>
<p>Map the current state value stream.</p>
</list-item>
<list-item>
<label>7.</label>
<p>Assess the current performance indexes.</p>
</list-item>
</list>
<p>The step for mapping the future state includes the following sub-steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Draw the current balanced chart</p>
</list-item>
<list-item>
<label>2.</label>
<p>Use SMED to increase the workstation TTs</p>
</list-item>
<list-item>
<label>3.</label>
<p>Use job design to reduce the workstation CTs</p>
</list-item>
<list-item>
<label>4.</label>
<p>Use line balancing to balance the line and meet workstation TTs</p>
</list-item>
<list-item>
<label>5.</label>
<p>Use work cells, Kanban, and FIFO to control inventories in the value stream</p>
</list-item>
<list-item>
<label>6.</label>
<p>Map the future state value stream</p>
</list-item>
<list-item>
<label>7.</label>
<p>Assess the future performance indexes</p>
</list-item>
<list-item>
<label>8.</label>
<p>Assess the lean improvement</p>
</list-item>
</list>
<p>With review from (<xref ref-type="bibr" rid="B1">1</xref>), the SMED procedure used in this research includes the following steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Identify and classify internal and external activities.</p>
</list-item>
<list-item>
<label>2.</label>
<p>Separate internal from external activities.</p>
</list-item>
<list-item>
<label>3.</label>
<p>Convert internal activities to external activities.</p>
</list-item>
<list-item>
<label>4.</label>
<p>Eliminate internal waste to minimize internal activities time.</p>
</list-item>
</list>
<p>The job design procedure (<xref ref-type="bibr" rid="B1">1</xref>) used in this research includes the following steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Identify and classify left-hand and right-hand operations.</p>
</list-item>
<list-item>
<label>2.</label>
<p>Eliminate all waste in left-hand and right-hand operations.</p>
</list-item>
<list-item>
<label>3.</label>
<p>Design physical tools to reduce operations time.</p>
</list-item>
<list-item>
<label>4.</label>
<p>Allocating operations evenly to left and right hands.</p>
</list-item>
</list>
<p>Line balancing evenly distributes the work elements among workstations within the value stream to meet workstations TT by the following sub-steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Identify work elements and workers of the current workstations.</p>
</list-item>
<list-item>
<label>2.</label>
<p>Rearrange work elements and workers to future workstations.</p>
</list-item>
</list>
<p>The work elements and workers are rearranged to balance the work between stations so that the new workstation CTs do not exceed workstation TTs.</p>
<p>After line balancing, workstations with approximately the same CT are grouped together to form work cells. The material flow in the work cell is continuous.</p>
<p>Kanban systems are constructed by the following sub-steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Define the positions of the Kanban systems.</p>
</list-item>
<list-item>
<label>2.</label>
<p>Collect data and calculate the number of Kanban cards.</p>
</list-item>
</list>
<p>The Kanban system is placed between two workstations where the CT of the front station is smaller than that of the back workstation. The number of Kanban card N is calculated according to the following model.</p>
<disp-formula id="S3.Ex1"><mml:math id="M1">
<mml:mrow>
<mml:mi mathvariant="normal">N</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">D</mml:mi>
<mml:mo>&#x002A;</mml:mo>
<mml:mi mathvariant="normal">L</mml:mi>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mi>SS</mml:mi>
</mml:mrow>
<mml:mi mathvariant="normal">Q</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where D is the DD of the back workstation, L is the LT of the front workstations, SS is the safety stock, and Q is the container size.</p>
<p>FIFO systems are constructed by the following sub-steps:</p>
<list list-type="simple">
<list-item>
<label>1.</label>
<p>Define the positions of the FIFO systems.</p>
</list-item>
<list-item>
<label>2.</label>
<p>Collect data and calculate the sizes of the FIFO lanes.</p>
</list-item>
</list>
<p>The FIFO system is placed between two workstations that their CTs are stochastic. The size of the FIFO lane is calculated by the Christoph Roser model in (<xref ref-type="bibr" rid="B6">6</xref>) according to CT means and standard deviations of front and back workstations and station downtime of front workstations.</p>
<p>The methodology was presented for the case in the following sections.</p>
</sec>
<sec id="S4">
<title>Choosing the value stream</title>
<p>The company produced many products. The Pareto chart for products according to demands was shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>The Pareto chart of products according to demands.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g001.tif"/>
</fig>
<p>From the Pareto chart, the value stream of Led Bulb 7W Daylight was selected for further research. The SIPOC diagram of the product was shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. In which the process included seven workstations.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>SIPOC diagram of Led Bulb 7W Daylight.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g002.tif"/>
</fig>
</sec>
<sec id="S5">
<title>Current state mapping</title>
<p>The workstations in the process were shown in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Stations in the process.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Station</td>
<td valign="top" align="left">Name</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">W1</td>
<td valign="top" align="left">Attach chip LED and driver</td>
</tr>
<tr>
<td valign="top" align="left">W2</td>
<td valign="top" align="left">Attach the tail light and tail light button</td>
</tr>
<tr>
<td valign="top" align="left">W3</td>
<td valign="top" align="left">Press and measure</td>
</tr>
<tr>
<td valign="top" align="left">W4</td>
<td valign="top" align="left">Shot silicon and attach lampshades</td>
</tr>
<tr>
<td valign="top" align="left">W5</td>
<td valign="top" align="left">Try bright</td>
</tr>
<tr>
<td valign="top" align="left">W6</td>
<td valign="top" align="left">Cleaning</td>
</tr>
<tr>
<td valign="top" align="left">W7</td>
<td valign="top" align="left">Packing</td>
</tr>
</tbody>
</table></table-wrap>
<p>The workstation attributes, including CT, LT, and change over time (COT) were collected and shown in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>The work stations attributes.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">W1</td>
<td valign="top" align="center">W2</td>
<td valign="top" align="center">W3</td>
<td valign="top" align="center">W4</td>
<td valign="top" align="center">W5</td>
<td valign="top" align="center">W6</td>
<td valign="top" align="center">W7</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CT(s)</td>
<td valign="top" align="center">45.8</td>
<td valign="top" align="center">14.2</td>
<td valign="top" align="center">17.2</td>
<td valign="top" align="center">19.8</td>
<td valign="top" align="center">31.8</td>
<td valign="top" align="center">13.2</td>
<td valign="top" align="center">15.2</td>
</tr>
<tr>
<td valign="top" align="left">LT(s)</td>
<td valign="top" align="center">45.8</td>
<td valign="top" align="center">14.2</td>
<td valign="top" align="center">17.2</td>
<td valign="top" align="center">28.6</td>
<td valign="top" align="center">38.2</td>
<td valign="top" align="center">13.2</td>
<td valign="top" align="center">15.2</td>
</tr>
<tr>
<td valign="top" align="left">COT(s)</td>
<td valign="top" align="center">2840</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2310</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2110</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table></table-wrap>
<p>The company worked one shift per day, 9 hours per shift. The total break time per day was 60 minutes. The available production time was calculated as follows:</p>
<disp-formula id="S5.Ex2"><mml:math id="M2">
<mml:mrow>
<mml:mtext>APT</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mn>9</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mmultiscripts>
<mml:mn>3600</mml:mn>
<mml:mprescripts/>
<mml:none/>
<mml:mo>&#x002A;</mml:mo>
</mml:mmultiscripts>
<mml:mo>=</mml:mo>
<mml:mpadded width="+2.8pt">
<mml:mn>28800</mml:mn>
</mml:mpadded>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mtext>s</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The maximum DD was 960 products; the process TT PTT was calculated as follows:</p>
<disp-formula id="S5.Ex3"><mml:math id="M3">
<mml:mrow>
<mml:mtext>PTT</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mtext>APT</mml:mtext>
<mml:mo>/</mml:mo>
<mml:mtext>DD</mml:mtext>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mn>28800</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>960</mml:mn>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mpadded width="+2.8pt">
<mml:mn>30</mml:mn>
</mml:mpadded>
<mml:mo>&#x2062;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mtext>s</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The inventories I of raw materials RM, WIP between workstations, and finish good (FG) were collected and shown in <xref ref-type="table" rid="T3">Table 3</xref>. In addition, the corresponding times in process (TIP), with the above DD were also calculated and shown in the same table.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Inventories and TIP.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">I</td>
<td valign="top" align="center">TIP (minutes)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">RM</td>
<td valign="top" align="center">300</td>
<td valign="top" align="center">150</td>
</tr>
<tr>
<td valign="top" align="left">W1&#x2013;W2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">W2&#x2013;W3</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">W3&#x2013;W4</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">10</td>
</tr>
<tr>
<td valign="top" align="left">W4&#x2013;W5</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">15</td>
</tr>
<tr>
<td valign="top" align="left">W5&#x2013;W6</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left">W6&#x2013;W7</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">5</td>
</tr>
<tr>
<td valign="top" align="left">FG</td>
<td valign="top" align="center">80</td>
<td valign="top" align="center">40</td>
</tr>
</tbody>
</table></table-wrap>
<disp-formula id="S5.Ex4"><mml:math id="M4">
<mml:mrow>
<mml:mi>TIP</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mi mathvariant="normal">I</mml:mi>
<mml:mi>DD</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>From all the above data, Igrafx had been used to draw the current state value stream map, as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>The current value stream map CSM.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g003.tif"/>
</fig>
<p>From the map, the current value stream performance indexes were shown in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>The current indexes.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g004.tif"/>
</fig>
<p>Looking at the table, the production LT of 235.5 minutes was very long due to a long time in process, which showed high non-value-added time; the CT, 45.8 seconds, did not meet the TT of 30 seconds; the value stream was unbalanced. Lean tools needed to be applied to solve all the above problems.</p>
</sec>
<sec id="S6">
<title>Future state mapping</title>
<p>In order to improve the current state map, some lean tools had been used. With the available production time APT of 28,800 seconds, the DD of 960 products, workstation TTs were calculated and shown in <xref ref-type="table" rid="T4">Table 4</xref>.</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>The work stations TTs.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">W1</td>
<td valign="top" align="center">W2</td>
<td valign="top" align="center">W3</td>
<td valign="top" align="center">W4</td>
<td valign="top" align="center">W5</td>
<td valign="top" align="center">W6</td>
<td valign="top" align="center">W7</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CT(s)</td>
<td valign="top" align="center">45.8</td>
<td valign="top" align="center">14.2</td>
<td valign="top" align="center">17.2</td>
<td valign="top" align="center">19.8</td>
<td valign="top" align="center">31.8</td>
<td valign="top" align="center">13.2</td>
<td valign="top" align="center">15.2</td>
</tr>
<tr>
<td valign="top" align="left">COT(s)</td>
<td valign="top" align="center">2840</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2310</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2110</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">TT(s)</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">27.9</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">27.8</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
</tr>
</tbody>
</table></table-wrap>
<disp-formula id="S6.Ex5"><mml:math id="M5">
<mml:mrow>
<mml:mi>TT</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>APT</mml:mi>
<mml:mo>-</mml:mo>
<mml:mi>COT</mml:mi>
</mml:mrow>
<mml:mi>DD</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The balance chart with workstation CT and workstation TT was shown in <xref ref-type="fig" rid="F5">Figure 5</xref>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>The balance chart of the current value stream.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g005.tif"/>
</fig>
<sec id="S6.SS1">
<title>SMED</title>
<p>Some workstation CTs exceeded the corresponding workstation TT. SMED should be used to reduce workstation changeover times to lift up workstation TT. After using SMED, the workstation COTs were reduced, then workstation TT were changed as in <xref ref-type="table" rid="T5">Table 5</xref>.</p>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>The work station TTs after SMED.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">W1</td>
<td valign="top" align="center">W2</td>
<td valign="top" align="center">W3</td>
<td valign="top" align="center">W4</td>
<td valign="top" align="center">W5</td>
<td valign="top" align="center">W6</td>
<td valign="top" align="center">W7</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CT(s)</td>
<td valign="top" align="center">45.8</td>
<td valign="top" align="center">14.2</td>
<td valign="top" align="center">17.2</td>
<td valign="top" align="center">19.8</td>
<td valign="top" align="center">31.8</td>
<td valign="top" align="center">13.2</td>
<td valign="top" align="center">15.2</td>
</tr>
<tr>
<td valign="top" align="left">COT(s)</td>
<td valign="top" align="center">240</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">70</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">330</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">TT(s)</td>
<td valign="top" align="center">29.8</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">29.7</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
</tr>
</tbody>
</table></table-wrap>
<p>The balance chart after using SMED was shown in <xref ref-type="fig" rid="F6">Figure 6</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>The balance chart after SMED.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g006.tif"/>
</fig>
</sec>
<sec id="S6.SS2">
<title>Job design</title>
<p>After using SMED, CTs still exceeded TT in some workstations. With review from (<xref ref-type="bibr" rid="B1">1</xref>), job design had been used to reduce workstation CTs by eliminating redundant operations and allocating operations evenly to left and right hands. The two-hands method was used to remove non-operations and arrange value-added operations properly. In addition, some tools were designed to reduce operation times. After using job design, CTs of workstations W1 and W2 were reduced as in <xref ref-type="table" rid="T6">Table 6</xref>.</p>
<table-wrap position="float" id="T6">
<label>TABLE 6</label>
<caption><p>Workstation CTs after <italic>job design</italic>.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">W1</td>
<td valign="top" align="center">W2</td>
<td valign="top" align="center">W3</td>
<td valign="top" align="center">W4</td>
<td valign="top" align="center">W5</td>
<td valign="top" align="center">W6</td>
<td valign="top" align="center">W7</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CT(s)</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">17.2</td>
<td valign="top" align="center">19.8</td>
<td valign="top" align="center">31.8</td>
<td valign="top" align="center">13.2</td>
<td valign="top" align="center">15.2</td>
</tr>
<tr>
<td valign="top" align="left">TT(s)</td>
<td valign="top" align="center">29.8</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">29.7</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
</tr>
</tbody>
</table></table-wrap>
<p>The balance chart after applying <italic>job design</italic> was shown in <xref ref-type="fig" rid="F7">Figure 7</xref>.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>The balance chart after using <italic>job design.</italic></p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g007.tif"/>
</fig>
</sec>
<sec id="S6.SS3">
<title>Line balancing</title>
<p>Looking at <xref ref-type="fig" rid="F7">Figure 7</xref>, the value stream was still unbalanced, and some workstation CTs still exceeded TTs. With review from (<xref ref-type="bibr" rid="B1">1</xref>), line balancing needs to be applied to solve the problems. The work elements and workers of old stations were rearranged to new workstations to balance the work between stations so that the new CTs did not exceed TTs. After using line balancing, there were five news stations in the value stream, with CTs shown in <xref ref-type="table" rid="T7">Table 7</xref>.</p>
<table-wrap position="float" id="T7">
<label>TABLE 7</label>
<caption><p>Workstation CTs after <italic>Line Balancing</italic>.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">W1</td>
<td valign="top" align="center">W2</td>
<td valign="top" align="center">W3</td>
<td valign="top" align="center">W4</td>
<td valign="top" align="center">W5</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CT(s)</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">19.8</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">26</td>
</tr>
<tr>
<td valign="top" align="left">TT(s)</td>
<td valign="top" align="center">29.8</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">29.7</td>
</tr>
</tbody>
</table></table-wrap>
<p>The balance chart after applying <italic>line balancing</italic> was shown in <xref ref-type="fig" rid="F8">Figure 8</xref>.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>The balance chart after <italic>line balancing</italic>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g008.tif"/>
</fig>
</sec>
<sec id="S6.SS4">
<title>Work cells</title>
<p>Looking at <xref ref-type="fig" rid="F8">Figure 8</xref>, the CTs of stations W2 and W3 were nearly the same; these stations would be grouped to be a work cell. Similarly, stations W4 and W5 would be grouped to be a work cell. The materials flow in these work cells is nearly continuous, as shown in <xref ref-type="fig" rid="F9">Figure 9</xref>.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption><p>Work cells W2&#x2013;W3, and W4&#x2013;W5.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g009.tif"/>
</fig>
<p>The work stations in the value stream were now still unbalanced. Kanban &#x0026; FIFO systems needed to be installed to control WIP. To control WIP, a Kanban system would be placed between stations W3 and W4, and a FIFO lane would be placed between stations W1 and W2.</p>
</sec>
<sec id="S6.SS5">
<title>Kanban systems</title>
<p>With review from (<xref ref-type="bibr" rid="B1">1</xref>), the dual Kanban system was used; the numbers of Kanban cards in the supermarket were calculated from the following model, with parameters of DD (D), LT (L) (day), safety stock (SS), and container size (Q).</p>
<disp-formula id="S6.Ex6"><mml:math id="M6">
<mml:mrow>
<mml:mi mathvariant="normal">N</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="normal">D</mml:mi>
<mml:mo>&#x002A;</mml:mo>
</mml:msup>
<mml:mo>&#x2062;</mml:mo>
<mml:mi mathvariant="normal">L</mml:mi>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mi>SS</mml:mi>
</mml:mrow>
<mml:mi mathvariant="normal">Q</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Data had been collected to estimate the parameters; then the number of Kanban cards was calculated as in <xref ref-type="table" rid="T8">Table 8</xref>.</p>
<table-wrap position="float" id="T8">
<label>TABLE 8</label>
<caption><p>The number of Kanban card between stations.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">n</td>
<td valign="top" align="center">Supermarket</td>
<td valign="top" align="center">Stations</td>
<td valign="top" align="center">D</td>
<td valign="top" align="center">L</td>
<td valign="top" align="center">SS</td>
<td valign="top" align="center">Q</td>
<td valign="top" align="center">N</td>
<td valign="top" align="center">N</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">S1</td>
<td valign="top" align="center">W3&#x2013;W4</td>
<td valign="top" align="center">960</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">2.213</td>
<td valign="top" align="center">3</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S6.SS6">
<title>FIFO lanes</title>
<p>The size of the FIFO lane between stations 1 and 2 was calculated based on the supporting software provided by Christoph Roser, with parameters of station CT mean (M), standard deviation (SD), and station down time (DT). Data had been collected to estimate the parameters; then the size S of the FIFO lane was calculated as in <xref ref-type="table" rid="T9">Table 9</xref>.</p>
<table-wrap position="float" id="T9">
<label>TABLE 9</label>
<caption><p>The calculation of FIFO lane size.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left" colspan="2">FIFO</td>
<td valign="top" align="center">M(s)</td>
<td valign="top" align="center">SD(s)</td>
<td valign="top" align="center">DT(s)</td>
<td valign="top" align="center">S</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">W1&#x2013;W2</td>
<td valign="top" align="center">W1</td>
<td valign="top" align="center">29.1</td>
<td valign="top" align="center">1.51</td>
<td valign="top" align="center">300</td>
<td valign="top" align="center">11</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">W2</td>
<td valign="top" align="center">19.9</td>
<td valign="top" align="center">1.14</td>
<td/>
<td/>
</tr>
</tbody>
</table></table-wrap>
<p>From all the above data and the Igrafx support, the future state value stream map was drawn as in <xref ref-type="fig" rid="F10">Figure 10</xref>.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption><p>Future value stream map FSM.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g010.tif"/>
</fig>
<p>From the future map, the future value stream performance indexes were shown in <xref ref-type="fig" rid="F11">Figure 11</xref>.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption><p>The future indexes.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="bijamr-2025-39-g011.tif"/>
</fig>
<p>In order to assess the lean improvement, the critical performance indexes of the maps CSM and FSM are shown in <xref ref-type="table" rid="T10">Table 10</xref>.</p>
<table-wrap position="float" id="T10">
<label>TABLE 10</label>
<caption><p>The results of the implementation.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">CSM</td>
<td valign="top" align="center">FSM</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">LT (minute)</td>
<td valign="top" align="center">235.5</td>
<td valign="top" align="center">197</td>
</tr>
<tr>
<td valign="top" align="left">CT (seconds)</td>
<td valign="top" align="center">45.8</td>
<td valign="top" align="center">29</td>
</tr>
</tbody>
</table></table-wrap>
<p>From the table, we see that the LT reduced by 16.44%, from 235.5 minutes to 197 minutes, and the CT reduced by 36.68%, from 45.8 seconds to 29 seconds, meeting the process TT.</p>
</sec>
</sec>
<sec id="S7" sec-type="conclusion">
<title>Conclusion</title>
<p>This article discusses the application of the VSM methodology to improve the production process Led Bulb 7W Daylight with the objective to reduce process of the LT and to reduce process CT to meet TT. The current state map (CSM) was constructed, and the current performance indexes were assessed. The FSM was constructed using lean tools of SMED, job design, line balancing, work cells, Kanban, and FIFO systems. From the map, the future performance indexes were assessed.</p>
<p>The results had shown that the objectives had been achieved. The LT had been reduced by 16.44%, from 235.5 minutes to 197 minutes, and the CT had been reduced by 36.68%, from 45.8 seconds to 29 seconds, meeting the process TT. All of these would improve the company&#x2019;s sales performance and then increase revenue.</p>
<p>However, the method discussed in the article had also some restrictions. The data had been collected in a short time duration, not enough for better parameter estimations to make better results. The future state map had not been experimented to assess the real improvement. These restrictions help determine the direction of future research.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>The research was not funded from any source.</p>
</sec>
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