{"id":41906,"date":"2023-02-13T08:09:22","date_gmt":"2023-02-13T07:09:22","guid":{"rendered":"https:\/\/lcm-content.web-email.at\/industrial-ai-integration\/"},"modified":"2024-02-14T12:37:16","modified_gmt":"2024-02-14T11:37:16","slug":"industrial-ai-integration","status":"publish","type":"page","link":"https:\/\/lcm-content.web-email.at\/en\/industrial-ai-integration\/","title":{"rendered":"Industrial AI-Integration"},"content":{"rendered":"

[et_pb_section fb_built=\u201d1\u2033 fullwidth=\u201don\u201d admin_label=\u201dVolle Breite\u201d _builder_version=\u201d4.9.7\u2033 _module_preset=\u201ddefault\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d][et_pb_fullwidth_slider _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d header_text_align=\u201dcenter\u201d background_image=\u201dhttps:\/\/lcm-content.web-email.at\/wp-content\/uploads\/2023\/11\/Header_KI.png\u201d global_colors_info=\u201d{}\u201d][et_pb_slide heading=\u201dArtificial Intelligence
for your Company!\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d sticky_transition=\u201don\u201d][\/et_pb_slide][\/et_pb_fullwidth_slider][\/et_pb_section][et_pb_section fb_built=\u201d1\u2033 admin_label=\u201dTitel + Intro\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_row column_structure=\u201d1_5,3_5,1_5\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d1_5\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][\/et_pb_column][et_pb_column type=\u201d3_5\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d]<\/p>

Innovative AI solutions<\/h1>\n

Artificial Intelligence (AI) is a hot topic in today\u2019s world. At LCM, we are your trusted partner in mechatronics research and development, providing our customers with the capability to seamlessly incorporate AI into their products. This integration not only enhances efficiency, accuracy, and reliability but also grants you a significant competitive edge. AI unlocks possibilities that were once unimaginable.<\/p>\n

Discover how AI can revolutionize your industrial business, and let LCM guide you in harnessing the full potential of this transformative technology!<\/p>\n

[\/et_pb_text][et_pb_button button_url=\u201d#contact\u201d button_text=\u201dContact us today!\u201d button_alignment=\u201dcenter\u201d admin_label=\u201dKontaktieren Sie uns noch heute\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d background_layout=\u201ddark\u201d global_colors_info=\u201d{}\u201d][\/et_pb_button][\/et_pb_column][et_pb_column type=\u201d1_5\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u201d1\u2033 admin_label=\u201dMEN\u00dc\u201d module_id=\u201doverview\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d background_color=\u201d#FFFFFF\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d][et_pb_row column_structure=\u201d1_3,1_3,1_3\u2033 admin_label=\u201dList\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d1_3\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dIndustrial Use of AI\u201d module_class=\u201ddescriptionIconText\u201d _builder_version=\u201d4.10.4\u2033 background_color=\u201d#FFFFFF\u201d text_orientation=\u201dcenter\u201d z_index_tablet=\u201d500\u2033 border_radii=\u201d|0px|0px|0px|0px\u201d border_color_all=\u201drgba(0,0,0,0.5)\u201d box_shadow_horizontal_tablet=\u201d0px\u201d box_shadow_vertical_tablet=\u201d0px\u201d box_shadow_blur_tablet=\u201d40px\u201d box_shadow_spread_tablet=\u201d0px\u201d global_colors_info=\u201d{}\u201d]<\/p>\n

Industrial Use of AI<\/a><\/h3>\n

AI is a topic of conversation everywhere you turn. But what\u2019s the real story behind it in terms of industrial use?<\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u201d1_3\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dLCM AI-Solutions\u201d module_class=\u201ddescriptionIconText\u201d _builder_version=\u201d4.10.4\u2033 background_color=\u201d#FFFFFF\u201d text_orientation=\u201dcenter\u201d z_index_tablet=\u201d500\u2033 border_radii=\u201d|0px|0px|0px|0px\u201d border_color_all=\u201drgba(0,0,0,0.5)\u201d box_shadow_horizontal_tablet=\u201d0px\u201d box_shadow_vertical_tablet=\u201d0px\u201d box_shadow_blur_tablet=\u201d40px\u201d box_shadow_spread_tablet=\u201d0px\u201d global_colors_info=\u201d{}\u201d]<\/p>\n

LCM AI-Solutions<\/a><\/h3>\n

LCM employs AI across diverse applications. Explore our solutions for inspiration!<\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u201d1_3\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dAI Boarding\u201d module_class=\u201ddescriptionIconText\u201d _builder_version=\u201d4.10.4\u2033 background_color=\u201d#FFFFFF\u201d z_index_tablet=\u201d500\u2033 border_radii=\u201d|0px|0px|0px|0px\u201d border_color_all=\u201drgba(0,0,0,0.5)\u201d box_shadow_horizontal_tablet=\u201d0px\u201d box_shadow_vertical_tablet=\u201d0px\u201d box_shadow_blur_tablet=\u201d40px\u201d box_shadow_spread_tablet=\u201d0px\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d]<\/p>\n

AI Boarding<\/a><\/h3>\n

How can I initiate the integration of AI in my company, and what are the best tools for this purpose?<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u201d1\u2033 admin_label=\u201dDEFINITION\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d background_color=\u201d#d8d9da\u201d global_colors_info=\u201d{}\u201d][et_pb_row column_structure=\u201d1_5,3_5,1_5\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d1_5\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][\/et_pb_column][et_pb_column type=\u201d3_5\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dText: Definition of AI\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d max_width=\u201d90%\u201d global_colors_info=\u201d{}\u201d]<\/p>

Definition of AI<\/h2>\n

\u201cArtificial Intelligence<\/b> is the ability of a machine to display human-like capabilities such as reasoning, learning, planning and creativity. AI enables technical systems to perceive their environment, deal with what they perceive, solve problems and act to achieve a specific goal. The computer receives data \u2013 already prepared or gathered through its own sensors such as a camera \u2013 processes it and responds. AI systems are capable of adapting their behaviour to a certain degree by analysing the effects of previous actions and working autonomously.\u201d
\n(Source: EP<\/a>).<\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u201d1_5\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u201d1\u2033 admin_label=\u201dKI-EINSATZ IN DER INDUSTRIE\u201d module_id=\u201dwhat-is-ai\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d background_color=\u201d#FFFFFF\u201d global_colors_info=\u201d{}\u201d][et_pb_row _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d4_4\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dTitel \u2014 Einsatz von KI im industriellen Umfeld.\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d]<\/p>

Implementing AI in Industrial Settings<\/h2>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u201d1_2,1_2\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d1_2\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dText \u2013 Industrieller Einsatz (Erkl\u00e4rung Schaubild)\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d max_width=\u201d90%\u201d global_colors_info=\u201d{}\u201d]

Implementing AI Solutions with LCM<\/h3>\n

LCM assists you in deploying AI for your specific applications, for instance in condition monitoring. Both LCM and your company usually possess deep understanding of the system named \u201cdomain knowledge\u201d.<\/p>\n

We start with employing customized sensor technology to collect precise system data. Simultaneously, we can create a computer model for system simulation that generates extra data, including possible undesirable states. The domain knowledge is integral to both data collection and model simulation.<\/p>\n

Next, the gathered data is analyzed using AI algorithms to assess the current state of components or machinery. Based on this analysis, we activate suitable actuators or actions to maintain optimal system performance.<\/p>\n

Leverage the benefits of LCM\u2019s AI solutions to enhance your company\u2019s performance!<\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u201d1_2\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_image src=\u201dhttps:\/\/lcm-content.web-email.at\/wp-content\/uploads\/2023\/11\/AI_Illustration_c.png\u201d title_text=\u201dAI_Illustration_c\u201d admin_label=\u201dIllustration AI\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d width=\u201d100%\u201d max_width=\u201d100%\u201d global_colors_info=\u201d{}\u201d][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d4_4\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dTitel: Wichtige Begriffe\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d]<\/p>\n

Important Terms<\/h3>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u201d1_3,1_3,1_3\u2033 admin_label=\u201dList\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d1_3\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dMachine Learning\u201d module_class=\u201ddescriptionIconText\u201d _builder_version=\u201d4.10.4\u2033 background_color=\u201d#FFFFFF\u201d text_orientation=\u201dcenter\u201d z_index_tablet=\u201d500\u2033 border_radii=\u201d|0px|0px|0px|0px\u201d border_color_all=\u201drgba(0,0,0,0.5)\u201d box_shadow_horizontal_tablet=\u201d0px\u201d box_shadow_vertical_tablet=\u201d0px\u201d box_shadow_blur_tablet=\u201d40px\u201d box_shadow_spread_tablet=\u201d0px\u201d global_colors_info=\u201d{}\u201d]<\/p>\n

Machine Learning<\/h3>\n

Machine learning enables understanding a system through data analysis. With adequate data from various operating states at hand, it\u2019s possible to distinguish between these states, aiding in early fault detection. Key algorithmic methods include supervised learning, unsupervised learning, and reinforcement learning.<\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u201d1_3\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dDigital Twin\u201d module_class=\u201ddescriptionIconText\u201d _builder_version=\u201d4.10.4\u2033 background_color=\u201d#FFFFFF\u201d text_orientation=\u201dcenter\u201d z_index_tablet=\u201d500\u2033 border_radii=\u201d|0px|0px|0px|0px\u201d border_color_all=\u201drgba(0,0,0,0.5)\u201d box_shadow_horizontal_tablet=\u201d0px\u201d box_shadow_vertical_tablet=\u201d0px\u201d box_shadow_blur_tablet=\u201d40px\u201d box_shadow_spread_tablet=\u201d0px\u201d global_colors_info=\u201d{}\u201d]<\/p>\n

Digital Twin<\/h3>\n

At LCM, the digital twin encompasses more than just the CAD model; it incorporates the physical behavior and the simulation of the entire model. This extensive simulation enables the generation of data also of operating states of which typically only limited measurement data is available, such as undesirable or infrequently occurring conditions. Consequently, the digital twin plays a crucial role in averting operational downtimes.<\/p>\n

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Domain Knowledge<\/h3>\n

Data can be sourced from measurement devices or created through system modeling and simulation, incorporating existing knowledge about the system. This approach not only generates a broader range of data but also enables the simulation of operating states that are rare or undesirable in normal operations.<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u201d1_2,1_2\u2033 admin_label=\u201dCall-for-action\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d1_2\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_button button_url=\u201d#contact\u201d button_text=\u201dYour free consultation\u201d button_alignment=\u201dleft\u201d admin_label=\u201dYour free consultation\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d background_layout=\u201ddark\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d][\/et_pb_button][\/et_pb_column][et_pb_column type=\u201d1_2\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_button button_url=\u201d#overview\u201d button_text=\u201dTo Overview\u201d button_alignment=\u201dright\u201d admin_label=\u201dTo Overview\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d background_layout=\u201ddark\u201d global_colors_info=\u201d{}\u201d][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=\u201d1\u2033 admin_label=\u201dLCM BEISPIELE\u201d module_id=\u201dexamples\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d background_color=\u201d#d8d9da\u201d global_colors_info=\u201d{}\u201d][et_pb_row _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d4_4\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dLCM KI-L\u00f6sungen\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d]<\/p>

LCM AI-Solutions<\/h2>\n

This section showcases specific AI solutions successfully implemented by LCM.<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u201d1_2,1_2\u2033 admin_label=\u201dExamples I\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d1_2\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dFault detection on ball bearings\u201d module_class=\u201ddescriptionIconText\u201d _builder_version=\u201d4.10.4\u2033 background_color=\u201d#FFFFFF\u201d z_index_tablet=\u201d500\u2033 border_radii=\u201d|0px|0px|0px|0px\u201d box_shadow_horizontal_tablet=\u201d0px\u201d box_shadow_vertical_tablet=\u201d0px\u201d box_shadow_blur_tablet=\u201d40px\u201d box_shadow_spread_tablet=\u201d0px\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d]<\/p>

Fault detection on ball bearings<\/h3>\n

Quality assurance using vibration measurement<\/b><\/p>\n

In a gearbox-mounted ball bearing, faults are identified and categorized, ranging from \u201cfaultless\u201d to \u201cslightly damaged,\u201d and up to \u201cdefective.\u201d Using four key features, LCM\u2019s solution achieves an impressive fault detection accuracy of 99%!<\/p>\n

<\/p>\n

Pichler, K. et al, \u201cData-driven vibration-based bearing fault diagnosis using non-steady-state data\u201d, Journal of Sensors and Sensor Systems, No. 9, 2020.<\/p>\n

[\/et_pb_text][\/et_pb_column][et_pb_column type=\u201d1_2\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dGenerating Data via Fault Simulation\u201d module_class=\u201ddescriptionIconText\u201d _builder_version=\u201d4.10.4\u2033 background_color=\u201d#FFFFFF\u201d hover_enabled=\u201d0\u2033 z_index_tablet=\u201d500\u2033 border_radii=\u201d|0px|0px|0px|0px\u201d box_shadow_horizontal_tablet=\u201d0px\u201d box_shadow_vertical_tablet=\u201d0px\u201d box_shadow_blur_tablet=\u201d40px\u201d box_shadow_spread_tablet=\u201d0px\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d sticky_enabled=\u201d0\u2033]<\/p>

Generating Data via Fault Simulation<\/h3>\n

Obtaining fault data without operational downtime<\/b><\/p>\n

Essential for identifying faults in components, machines, or systems, specific fault data can be effectively generated through the simulation of various fault scenarios. This approach is crucial in preventing undesirable operating conditions. Faults that are infrequent or never occur make AI training challenging, thus, simulation data proves to be exceedingly valuable.<\/p>\n

<\/p>\n

Edwin Lughofer, Patrick Zorn and Edmund Marth, \u201cTransfer learning of fuzzy classifiers for optimized joint representation of simulated and measured data in anomaly detection of motor phase currents,\u201d Applied Soft Computing, Vol. 124, July 2022.<\/p>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=\u201d1_2,1_2\u2033 admin_label=\u201dExamples II\u201d _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d][et_pb_column type=\u201d1_2\u2033 _builder_version=\u201d4.10.4\u2033 _module_preset=\u201ddefault\u201d global_colors_info=\u201d{}\u201d][et_pb_text admin_label=\u201dDigital Twin for Predictive Maintainence\u201d module_class=\u201ddescriptionIconText\u201d _builder_version=\u201d4.10.4\u2033 background_color=\u201d#FFFFFF\u201d hover_enabled=\u201d0\u2033 z_index_tablet=\u201d500\u2033 border_radii=\u201d|0px|0px|0px|0px\u201d box_shadow_horizontal_tablet=\u201d0px\u201d box_shadow_vertical_tablet=\u201d0px\u201d box_shadow_blur_tablet=\u201d40px\u201d box_shadow_spread_tablet=\u201d0px\u201d locked=\u201doff\u201d global_colors_info=\u201d{}\u201d sticky_enabled=\u201d0\u2033]<\/p>

Digital Twin for Predictive Maintainence<\/h3>\n

Tracking Component Lifespan through Monitoring<\/b><\/p>\n

We\u2019ve created a digital twin tailored for predictive maintenance, allowing us to accurately monitor and calculate the remaining service life of machine components, including bearings, actuators, and rotary clamps.<\/p>\n

Our digital twin, grounded in simulation outcomes, computes non-measurable variables like the evolving contact pressure in bearings during production. Integrating virtual sensors with real-time measurements, it enables us to monitor the wear of various parts and accurately estimate their remaining useful life.<\/p>\n