<?xml version="1.0" encoding="UTF-8" ?><!-- generator=Zoho Sites --><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><atom:link href="https://www.rattusapps.com/blogs/tag/machinelearning/feed" rel="self" type="application/rss+xml"/><title>Rattusapps - Cloud-based Warehouse Management System - Blogs #Machinelearning</title><description>Rattusapps - Cloud-based Warehouse Management System - Blogs #Machinelearning</description><link>https://www.rattusapps.com/blogs/tag/machinelearning</link><lastBuildDate>Fri, 12 Dec 2025 20:59:18 +0530</lastBuildDate><generator>http://zoho.com/sites/</generator><item><title><![CDATA[Why Digital Twins are Essential in 21st Century Industry?]]></title><link>https://www.rattusapps.com/blogs/post/digitaltwin</link><description><![CDATA[<img align="left" hspace="5" src="https://www.rattusapps.comhttps://images.unsplash.com/photo-1616161560417-66d4db5892ec?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=Mnw0NTc5N3wwfDF8c2VhcmNofDQ4fHxhcnRpZmljaWFsJTIwaW50ZWxsaWdlbmNlfGVufDB8fHx8MTYyMjI2MTExMg&amp;ixlib=rb-1.2.1&amp;q=80&amp;w=1080"/>For those who have not yet been initiated into the definition of it, digital twin, in the simplest words, alludes to the virtual replication of every possible aspect that is associated with the supply chain and that can include assets, warehousing, inventory positions et al.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_KmaI7r1XSz22IglQID7uQQ" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_EfeE1nW5RyegIA_Dop5mjw" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_bsJppQ98Soadp5USKHS30Q" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_KzTDVBiLRAiCDIpyKB57HA" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_KzTDVBiLRAiCDIpyKB57HA"].zpelem-text { border-radius:1px; } </style><div class="zptext zptext-align-center " data-editor="true"><p style="text-align:justify;">While exploring various ideas for the next issue of the blog the author came across a unique terminology that seems to have got the supply chain industry by storm. The trend is somewhat in the embryonic stage in terms of operational implementation, but the way the logistics sector is being catapulted towards a digital overhaul, it would not be a prophetic thing to say that a few years down the line, this phenomenon would gradually take the centre stage in supply chain management and optimization. The term that is being referred to over here is 'digital twin'.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">For those who have not yet been initiated into the definition of it, digital twin, in the simplest words, alludes to the virtual replication of every possible aspect that is associated with the supply chain and that can include assets, warehousing, inventory positions et al. With the industrial world is undergoing the 4th revolution in the digital space and the coinage ‘Industry 4.0’ gaining momentum, digital twinning has become a key player in which many of the big players have invested judiciously and are reaping the benefits of it due to the technical and operational competence that it has brought in the ambit.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">It must be noted that digital twinning is an umbrella term that contains a number of digital and computational upping such as cloud computing, IoT, AI, ML, simulation and so on. The biggest advantage that digital twin offers is that by digitizing the entire process of manufacturing and proving real-time data in operation, it upholds the entire lifecycle of a product, ranging from commissioning to maintenance. And in tandem, it generates reliable metadata that renders help in crunching numbers in the planning and optimization process.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">While simulating the vantage points of the business, digital twinning also assists in pointing out the volatility in the businesses which in turn is fruitful in resolving these stumbling blocks. The process of digital twinning has been brought to prominence especially in the post-covid outbreak. The pandemic exposed the drawbacks that lay latent in the framework of the industry on the macro scale. And to withstand further breakdowns and disruptions, companies have scaled their business efficiencies to get armed with resilience and that is exactly where the efficacy of digital twinning comes to the fore.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">There is no dearth in the veracity of the statement that supply chain business is an extremely complex multi-tier affair that involves multiple stakeholders and copious internal, as well as external factors impacting the business performances and balancing the difficult trade-offs, can be a cumbersome task. Since the digital twinning process encloses facets such as manufacturers, suppliers, distribution facilities, transportation routes and customer locations, it is efficacious in assessing the inventory, throughput, services by providing end-to-end visibility in AR/VR mode. With the real-time representation bringing transparency in the entire process, companies can strike a balance between the expectations and the reality in every possible sphere and can come up with corrective measures to mitigate the raptures and resolving bottleneck issues.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">Since digital twinning can be an expensive enterprise, companies may start the procedure by short-term planning. Steadily they may veer into simulating sales and operational planning with the objective of optimizing the plan, minimizing losses and evoking scalable data to load the business further. Identifying the latent bottlenecks can empower the business, provide durability and help gain insights even in issues like market, customer retention, replenishment and maintenance.</p><p style="text-align:justify;"><br></p><p style="text-align:left;"><span style="color:inherit;"></span></p><p style="text-align:justify;">The companies that have already adapted to the digital twinning and have created a digital space for themselves have a better edge over the others in gaining perspectives from a vantage point. Hence, it is indeed advisable that business leaders and executives ponder upon the viability of digital twinning and brace themselves for a massive swap in the system.</p></div>
</div></div></div></div></div></div> ]]></content:encoded><pubDate>Sat, 29 May 2021 09:40:56 +0530</pubDate></item><item><title><![CDATA[Tread Softly: Warehouse Automation and the Pitfalls Entailed]]></title><link>https://www.rattusapps.com/blogs/post/warehouseautomation</link><description><![CDATA[<img align="left" hspace="5" src="https://www.rattusapps.comhttps://images.unsplash.com/photo-1584275370375-5bd84e90af87?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=Mnw0NTc5N3wwfDF8c2VhcmNofDU1fHxyb2JvdGljcyUyMGluJTIwd2FyZWhvdXNlfGVufDB8fHx8MTYyMDc0NjIyOQ&amp;ixlib=rb-1.2.1&amp;q=80&amp;w=1080"/>As the eponymous term goes, warehouse automation refers to the inclusion of machine, software, AI and all other ancillary technology in the corpus of the warehouse to reduce human involvement and errors and amp up efficiency and productivity]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_O1vl1stVQCuxbPQ2svF7_g" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_WuKw-CraSqKr7daAzDX7Hw" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_roaLtbMiQUqcZPwvrpL2lw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_Wz2i_EUaNAo_dOMijt08fQ" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_Wz2i_EUaNAo_dOMijt08fQ"].zpelem-text { border-radius:1px; } </style><div class="zptext zptext-align-left " data-editor="true"><p style="text-align:justify;">With a dreaded pandemic sweeping across the world and changing the dynamics of economy and consumer behaviour, logistics industry has undergone a sea-change in terms of its goals and operation. The age can veritably be called an epoch of booming e-commerce, where buyers have strongly leaned towards buying items online. It has resulted in an unprecedented increase in the traffic of supply chain and concurrently the need of streamlining it to stop the gigantic amount of energy from going haywire has become the need of the hour. Hence, along with all other practices that have been instated and reinstated, the importance of warehouse automation has also come to the fore.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">As the eponymous term goes, warehouse automation refers to the inclusion of machine, software, AI and all other ancillary technology in the corpus of the warehouse to reduce human involvement and errors and amp up efficiency and productivity. Having said that this particular process is extremely efficacious, let us not delude ourselves by thinking that it is a very seamless procedure and would invoke raining money on the warehouses from the very word go. It is indeed an expensive enterprise, with money worth millions getting pumped in. Sometimes, with a lack of proper vision and without a prior fixed goal in the form of KPIs, the money invested may get drained down in huge losses. Thus it is of utmost significance that companies chalk out an even-handed plan as to what degree they wish their warehouses to get automated and should have a very clear objective and step-by-step plan to go about achieving their target.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">The embryonic form of warehouse automation lies in an effective WMS which can give a clear definition to the warehouse and directs the workers in picking, receiving, putaway in a well-orchestrated way. It can also help in the backend jobs by replacing simple spreadsheets in the tasks of monitoring and documenting. With the help of AIDC technology such as barcoding, SKU, RFID and other types of sensors warehouses can securely label locations, pallets and even individual items which can greatly reduce operational mistakes, cut down on hollow time and curtail risks and render help to inventory control. WMS can also help in clubbing the data of the orders together so that the items are picked at one go, so that workers need not go back and forth doing the same thing. These sophisticated software solutions are highly configurable as they can get easily integrated with the legacy system of the warehouses with the help of API or EDI.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">However, the physical aspect of the warehouse automation is the incorporation of robotics, machine learning, internet of things and artificial intelligence. While this facet of automation is revolutionary in itself and bears testimony to the magnitude of scientific progression, it incurs high-end cost in planning and implementation requires regular maintenance and may end up becoming burdensome. While the cobotics model of automation uses robots and other ultra-modern machines to aid human beings, there are some companies that have gone forth with advanced automation techniques where human intervention is greatly reduced and drones, carousels, conveyers, automatic guided vehicles, autonomous mobile robots, forklifts loaded with sensors, vertical lift systems, mini loaders, tote shuttles and other forms of automated storage and retrieval systems are fully deployed in all the stages of a consignment’s life-time in a warehouse. It ranges from locating times to receiving; from picking to packing, from putaway to shipping. Such automation system can also provide aid in sorting the consignment and thus saves the time and resources that would have otherwise gone wasted in running pillar to post in procuring items and thus is hugely beneficial in just-in-time and FIFO deliveries. While many would argue that such a system is directly detrimental to labour-intensive jobs and would thus majorly affect employability of skilled workers, it is also true that it requires a good amount of labour force to configure, install and maintain these machines. Thus the apprehension of lay-off is partially wrong. Moreover, if we go by the current trends, we would see that the manufacturing sector that produces these modern gizmos is flourishing and they also require a good deal of skilled workers. Thus the problem of employability is finely balanced.</p><p style="text-align:justify;"><br></p><p style="text-align:justify;">Since automation can burn a hole in the company’s pocket and the fear of the company’s running into loss may not entirely be ruled out, there must be a prolonged and careful planning that should precede the process. Before the plans are laid out, an experts’ committee has to be formed who would review the company’s needs of automation and the degree of it. They must communicate with the peers from the other companies that have taken the plunge into automation to know the pros and cons, judiciously go through the market trends and then zero in on the vendors according to the need and financial stability of the business. They must request the vendors for detailed demonstration, warranty policies so that there is no hidden clause that may end up being bone of contention. Clear KPIs must be set so that there is a yardstick to measure the success of the enterprise. And once everything has been fixed, the big data regarding the company that is there is the ERP or the WMS needs to be collected so that an easeful integration can be formulated.</p><p style="text-align:justify;"><br></p><p><span style="color:inherit;"></span></p><p style="text-align:justify;">Assessment of risk and being abreast with the market trends is the key to reap fruit in an overhaul that is unquestionably costly. However, in order to stop repetitive task, to increase customer satisfaction through order fulfilment accuracy, to utilise resources in a sensible way, enhance data accuracy and security, analyse the collected data in a more efficient way, reduce stockout, tackle shortage of trained employees and manage inventory and warehouse space in a better way, automation is a good investment that can promise handsome ROI, provided one channelises and handles this overwhelming phenomenon with a lot of ownership and pragmatic wisdom.</p></div>
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</div></div></div></div></div></div></div> ]]></content:encoded><pubDate>Tue, 11 May 2021 20:51:21 +0530</pubDate></item></channel></rss>