Return-Path: Delivered-To: alvarochf@traceseis.com Received: from cs510.bluehost.com by cs510.bluehost.com with LMTP id eOm1Aa7Q1mm6lAwAWiBQxw (envelope-from ) for ; Wed, 08 Apr 2026 16:03:26 -0600 Return-path: Envelope-to: alvarochf@traceseis.com Delivery-date: Wed, 08 Apr 2026 16:03:26 -0600 Received: from maile-bd.linkedin.com ([108.174.3.204]:34907) by cs510.bluehost.com with esmtps (TLS1.3) tls TLS_AES_256_GCM_SHA384 (Exim 4.98.2) (envelope-from ) id 1wAazd-00000003ZT1-2g6J for alvarochf@traceseis.com; Wed, 08 Apr 2026 16:03:25 -0600 DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=maile.linkedin.com; s=d2048-202308-0e; t=1775685794; bh=aCIoL/xIFbjHJjZMYvfW8pxL7EPLO4A1i0qpK6ij+u8=; h=Date:From:Subject:MIME-Version:Content-Type:To:X-LinkedIn-Class: X-LinkedIn-Template:X-LinkedIn-fbl; b=Rrer90vkH8Y3PvmR9/NDwU63xKfEF4gKq7MQ1g5dOKlP201Q8+EwZwLKOMs/6d5e3 IXbnsOvt0KWnU/b5gs6FkIanDZHgZlqApEtf6s/UtJ9GU4H8uV0f+wjhoNsuQ9QUA3 tva3NouOM7l9KxYp6WwtKH6f1e2Fmc++lR0kyjpQo4aH6vbq9GsehvedZgbcbsEu6l mTqrf+XiziIZMVGcMmnbxYx5u+QuHvKhiETnczqzoltYwuys5rm5dfOQV/kbIycKm3 oIUIAYpon0bv2ocNydU1BI2O4NAkbi9oes/nklUawYFcEZ35N90PnUNqh6hvmLbmXm A+sNd6/yHf/JQ== DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=linkedin.com; s=d2048-202308-00; t=1775685794; bh=aCIoL/xIFbjHJjZMYvfW8pxL7EPLO4A1i0qpK6ij+u8=; h=Date:From:Subject:MIME-Version:Content-Type:To:X-LinkedIn-Class: X-LinkedIn-Template:X-LinkedIn-fbl; b=QziIo/r/0OAGoCWbkkUf3kUJuF91RFrMERgpSO9j94h/nGg0HkAuV7Ncs5nWHE/hV S+rN/l21kLtRfPpDYv8nBlMkpARv9wdFuwU+TByYtFMPRfrJ3je990rJbHAUBv08Pu CSyg3rfFy8rhoE1f4WDGLBrZoSmYZIef3A9iK+BKeSwmf15DpuLZnYGiWtiYGELjKe KaDYkM0z7pJUrajyNBzijU7uwLZIC9CUJb09tq0cLElcfB23jLYeNk+cDUwyCLeZMH SOFpmZb2VMli5qNK0EVZDLfP3J932wx7qeohfYHKc5WVKCFxOyNBGOcSNklMRn/t6J sPU4PxMk6EZ6g== Date: Wed, 8 Apr 2026 22:03:14 +0000 (UTC) From: "Reservoir Solutions (RES) via LinkedIn" Message-ID: <546576719.160326.1775685794644@lva1-app160619.prod.linkedin.com> Subject: Seismic Attribute Analysis: Extracting Hidden Insights from Subsurface Data MIME-Version: 1.0 Content-Type: multipart/alternative; boundary="----=_Part_160322_1770896511.1775685794642" To: "Alvaro Chaveste Jr." X-LinkedIn-Class: EMAIL-DEFAULT X-LinkedIn-Template: email_series_follow_newsletter_02 X-LinkedIn-fbl: m2-aszzknmvdjhj1uodj3c0eeegnryhu0ichlj5sbw4wflm7d74vw9yhsikj30m13fmytug00066nwc10udj0pw9plmb90s456563aut2 X-LinkedIn-Id: niwq2c-mnqlgs8t-fn List-Unsubscribe: List-Unsubscribe-Post: List-Unsubscribe=One-Click Require-Recipient-Valid-Since: alvarochf@traceseis.com; Wed, 13 Nov 2024 04:36:45 +0000 X-Spam-Status: No, score=-0.7 X-Spam-Score: -6 X-Spam-Bar: / X-Spam-Flag: NO ------=_Part_160322_1770896511.1775685794642 Content-Type: text/plain;charset=UTF-8 Content-Transfer-Encoding: quoted-printable Content-ID: text-body Reservoir Solutions (RES) By Reservoir Solutions (RES) By Reservoir Solutions (RES) =20 =20 Read this article on LinkedIn to join the conversation Read on LinkedIn https://www.linkedin.com/comm/pulse/seismic-attribute-analysis-extracting-h= idden-insights-p8lbf?lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_new= sletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSi= g=3D2Oski1pyabBcc1&trk=3Deml-email_series_follow_newsletter_02-null-0-read_= more_banner_cta_&trkEmail=3Deml-email_series_follow_newsletter_02-null-0-re= ad_more_banner_cta_-null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t= -fn =20 Introduction Seismic data has long been a fundamental tool in subsurface ex= ploration. However, raw seismic sections alone often do not reveal the full= complexity of geological features. This is where seismic attribute analysi= s becomes essential. By transforming seismic data into measurable propertie= s, geoscientists can extract subtle patterns that are otherwise difficult t= o detect. Seismic attributes provide a deeper understanding of reservoir ch= aracteristics, structural features, and stratigraphic variations. As explor= ation targets become more complex, the importance of attribute-based interp= retation continues to grow. What Are Seismic Attributes? Seismic attributes= are quantitative measures derived from seismic data. They are calculated f= rom seismic traces and represent specific physical or geometric characteris= tics of the subsurface. These attributes can be broadly categorized into: A= mplitude attributes: Related to reflection strength, often linked to lithol= ogy and fluid content. Time and geometric attributes: Highlight structural = features such as faults and fractures. Frequency attributes: Provide insigh= ts into bed thickness and stratigraphic details. Attenuation attributes: He= lp identify hydrocarbon indicators and fluid effects. Each attribute emphas= izes a different aspect of the seismic signal, allowing interpreters to bui= ld a more complete geological picture. Why Seismic Attribute Analysis Matte= rs Traditional seismic interpretation relies heavily on visual inspection. = While effective, it can miss subtle features or introduce interpreter bias.= Seismic attribute analysis enhances interpretation by providing objective,= data-driven insights. Key benefits include: Improved fault detection: Attr= ibutes like coherence and curvature make discontinuities more visible. Enha= nced stratigraphic interpretation: Frequency and amplitude variations revea= l depositional patterns. Better reservoir characterization: Attributes help= distinguish between different rock types and fluid contents. Risk reductio= n: More accurate interpretations lead to better drilling decisions. In mode= rn workflows, attribute analysis is not optional=E2=80=94it is a core compo= nent of seismic interpretation. Commonly Used Seismic Attributes Several se= ismic attributes are widely used in the industry due to their effectiveness= : RMS Amplitude: Highlights zones of strong reflection, often associated wi= th hydrocarbons. Coherence (Similarity): Detects discontinuities such as fa= ults and fractures. Instantaneous Phase: Useful for tracking continuous ref= lectors. Spectral Decomposition: Breaks seismic data into frequency compone= nts to reveal thin beds. Curvature: Identifies subtle structural deformatio= ns. Each attribute serves a specific purpose, and combining multiple attrib= utes often yields the best results. Integration with Modern Technologies Wi= th the advancement of computing power, seismic attribute analysis has evolv= ed significantly. Machine learning and artificial intelligence are now bein= g integrated into interpretation workflows. These technologies allow for: A= utomated pattern recognition Multi-attribute analysis at scale Reduction of= human bias Faster interpretation cycles Additionally, interactive visualiz= ation tools enable interpreters to analyze multiple attributes simultaneous= ly, improving decision-making efficiency. Challenges and Limitations Despit= e its advantages, seismic attribute analysis is not without challenges: Dat= a quality dependency: Poor seismic data leads to unreliable attributes. Ove= r-interpretation risk: Misunderstanding attribute responses can result in i= ncorrect conclusions. Attribute redundancy: Many attributes may provide sim= ilar information, complicating analysis. To overcome these challenges, inte= rpreters must combine technical expertise with geological understanding. Be= st Practices for Effective Use To maximize the value of seismic attribute a= nalysis, the following practices are recommended: Start with clear geologic= al objectives Select attributes relevant to the problem Validate interpreta= tions with well data Use multiple attributes for cross-verification Avoid r= elying on a single attribute A structured and disciplined approach ensures = more reliable results. Conclusion Seismic attribute analysis has transforme= d the way geoscientists interpret subsurface data. By converting seismic si= gnals into meaningful geological insights, it enables more accurate and eff= icient exploration. As the industry moves toward more complex reservoirs an= d deeper targets, the role of seismic attributes will continue to expand. W= hen combined with modern technologies and sound geological reasoning, seism= ic attribute analysis becomes a powerful tool for reducing uncertainty and = unlocking subsurface potential. Keep reading on LinkedIn https://www.linkedin.com/comm/pulse/seismic-attribute-analysis-extracting-h= idden-insights-p8lbf?lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_new= sletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSi= g=3D2Oski1pyabBcc1&trk=3Deml-email_series_follow_newsletter_02-newsletter_c= ontent_preview_text-0-readmore_button_&trkEmail=3Deml-email_series_follow_n= ewsletter_02-newsletter_content_preview_text-0-readmore_button_-null-niwq2c= ~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn =20 =20 ---------------------------------------- This email was intended for Alvaro Chaveste Jr. (TraceSeis, Inc: Mapping th= e Subsurface with Measured Precision.) Learn why we included this: https://www.linkedin.com/help/linkedin/answer/4= 788?lang=3Den&lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_newsletter= _02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Os= ki1pyabBcc1&trk=3Deml-email_series_follow_newsletter_02-SecurityHelp-0-text= footerglimmer&trkEmail=3Deml-email_series_follow_newsletter_02-SecurityHelp= -0-textfooterglimmer-null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8= t-fn You are receiving LinkedIn notification emails. Others can see that you are= a subscriber. Unsubscribe: https://www.linkedin.com/series-notifications/?action=3Dunsubs= cribe&memberToken=3DADoAAFTJWfQBOTnbLtv9QLy1t5Ss1J6r4Rd4okQ&newsletterId=3D= 7221979031120805889&newsletterTitle=3DReservoir Solutions (RES)&lipi=3Durn%= 3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2Fv= VMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&ek=3Demail_se= ries_follow_newsletter_02&e=3Dniwq2c-mnqlgs8t-fn&eid=3Dniwq2c-mnqlgs8t-fn&m= =3Dunsubscribe&ts=3DfooterGlimmer&li=3D0&t=3Dplh =C2=A0=C2=A0=C2=B7=C2=A0= =C2=A0Help: https://www.linkedin.com/help/linkedin/answer/67?lang=3Den&lipi= =3Durn%3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSC= EuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk=3D= eml-email_series_follow_newsletter_02-help-0-textfooterglimmer&trkEmail=3De= ml-email_series_follow_newsletter_02-help-0-textfooterglimmer-null-niwq2c~m= nqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn =C2=A9 2026 LinkedIn Corporation, 1zwnj000 West Maude Avenue, Sunnyvale, CA= 94085. LinkedIn and the LinkedIn logo are registered trademarks of LinkedIn. ------=_Part_160322_1770896511.1775685794642 Content-Type: text/html;charset=UTF-8 Content-Transfer-Encoding: quoted-printable Content-ID: html-body <= head> </t= itle> <style> @media (max-width: 512px) { .mercado-container { width: 100% = !important; } } </style> <style> @media (max-width: 480px) { .inline-button, .inline-button tabl= e { display: none !important; } .full-width-button, .full-width-button table { display: table != important; } } @media (max-width: 320px) { .games-notification-badge { display: none !important; } } </style> <style>body {font-family: -apple-system, system-ui, Blin= kMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', 'Fira Sans', Ubuntu, Oxygen, 'Oxygen Sans', Cantarell, 'Droid S= ans', 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Lucida Grande', Helvetica= , Arial, sans-serif;}</style> <!--[if mso]><style type=3D"text/css"> </styl= e><![endif]--> <!--[if IE]><style type=3D"text/css"> </style><![endif]--> <= /head> <body dir=3D"ltr" class=3D"font-sans bg-color-background-canvas w-fu= ll m-0 p-0 pt-1" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adj= ust: 100%; margin: 0px; width: 100%; background-color: #f3f2f0; padding: 0p= x; padding-top: 8px; font-family: -apple-system, system-ui, BlinkMacSystemF= ont, 'Segoe UI', Roboto, 'Helvetica Neue', 'Fira Sans', Ubuntu, Oxygen, 'Ox= ygen Sans', Cantarell, 'Droid Sans', 'Apple Color Emoji', 'Segoe UI Emoji',= 'Segoe UI Emoji', 'Segoe UI Symbol', 'Lucida Grande', Helvetica, Arial, sa= ns-serif;"> <div class=3D"h-0 opacity-0 text-transparent invisible overflow= -hidden w-0 max-h-[0]" style=3D"visibility: hidden; height: 0px; max-height= : 0; width: 0px; overflow: hidden; opacity: 0; mso-hide: all;" data-email-p= reheader=3D"true">Introduction Seismic data has long been a fundamental too= l in subsurface=E2=80=A6</div> <div class=3D"h-0 opacity-0 text-transparent= invisible overflow-hidden w-0 max-h-[0]" style=3D"visibility: hidden; heig= ht: 0px; max-height: 0; width: 0px; overflow: hidden; opacity: 0; mso-hide:= all;"> =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F= =C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F= =C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2= =A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2= =A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0= =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0= =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2=A0= =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD= =8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD= =8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD= =8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F= =C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F= =C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2= =A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2= =A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2= =A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0= =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0= =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD= =8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD= =8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD= =8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F= =C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F= =C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2= =A0 =CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2= =A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0 =CD=8F=C2=A0=CD=8F=C2= =A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0=CD=8F=C2=A0= =CD=8F=C2=A0=CD=8F=C2=A0 </div> <table role=3D"presentation" valign=3D"top"= border=3D"0" cellspacing=3D"0" cellpadding=3D"0" width=3D"512" align=3D"ce= nter" class=3D"mercado-container w-[512px] max-w-[512px] mx-auto my-0 p-0 "= style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-t= able-lspace: 0pt; mso-table-rspace: 0pt; margin-left: auto; margin-right: a= uto; margin-top: 0px; margin-bottom: 0px; width: 512px; max-width: 512px; p= adding: 0px;"> <tbody> <tr> <td style=3D"-webkit-text-size-adjust: 100%; -m= s-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <= table role=3D"presentation" valign=3D"top" border=3D"0" cellspacing=3D"0" c= ellpadding=3D"0" width=3D"100%" class=3D"bg-color-background-container " st= yle=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-tabl= e-lspace: 0pt; mso-table-rspace: 0pt; background-color: #ffffff;"> <tbody> = <tr> <td class=3D"text-center p-3" style=3D"-webkit-text-size-adjust: 100%;= -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt; = padding: 24px; text-align: center;"> <table role=3D"presentation" valign=3D= "top" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" width=3D"100%" class= =3D"min-w-full" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adju= st: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt; min-width: 100%;"> = <tbody> <tr> <td align=3D"left" valign=3D"middle" style=3D"-webkit-text-siz= e-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-tabl= e-rspace: 0pt;"> <a href=3D"https://www.linkedin.com/comm/feed/?lipi=3Durn%= 3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2Fv= VMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&t= rk=3Deml-email_series_follow_newsletter_02-header-0-home_glimmer_static_bad= ging_with_count&trkEmail=3Deml-email_series_follow_newsletter_02-header= -0-home_glimmer_static_badging_with_count-null-niwq2c~mnqlgs8t~fn-null-null= &eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" class=3D"w-[84px]" style= =3D"color: #0a66c2; cursor: pointer; display: inline-block; text-decoration= : none; -webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; width: = 84px;"> <img class=3D"h-[37px] w-[101px]" alt=3D"LinkedIn" src=3D"https://s= tatic.licdn.com/aero-v1/sc/h/2fp5x7ci191mxbdy1eynscn59" data-test-header-st= atic-badging-img style=3D"outline: none; text-decoration: none; -ms-interpo= lation-mode: bicubic; height: 37px; width: 101px;" width=3D"101" height=3D"= 37"> </a> </td> <td valign=3D"middle" align=3D"right" style=3D"-webkit-text= -size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-= table-rspace: 0pt;"> <table role=3D"presentation" valign=3D"top" border=3D"= 0" cellspacing=3D"0" cellpadding=3D"0" width=3D"auto" data-test-header-noti= fication-badges style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adju= st: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <tbody> <tr> <td = align=3D"right" valign=3D"middle" class=3D"px-0.5" style=3D"-webkit-text-si= ze-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-tab= le-rspace: 0pt; padding-left: 4px; padding-right: 4px;"> <a href=3D"https:/= /www.linkedin.com/comm/messaging/?lipi=3Durn%3Ali%3Apage%3Aemail_email_seri= es_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQH= s81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk=3Deml-email_series_follow_n= ewsletter_02-header-0-messaging_glimmer&trkEmail=3Deml-email_series_fol= low_newsletter_02-header-0-messaging_glimmer-null-niwq2c~mnqlgs8t~fn-null-n= ull&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" class=3D"h-[25px]" styl= e=3D"color: #0a66c2; cursor: pointer; display: inline-block; text-decoratio= n: none; -webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; height= : 25px;"> <img alt=3D"Messaging icon" src=3D"https://static.licdn.com/aero-= v1/sc/h/rh7ssquk5xdn9epcp7y7b5s6" class=3D"h-[25px]" style=3D"outline: none= ; text-decoration: none; -ms-interpolation-mode: bicubic; height: 25px;" he= ight=3D"25"> </a> </td> <td align=3D"right" valign=3D"middle" class=3D"px-0= .5" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; ms= o-table-lspace: 0pt; mso-table-rspace: 0pt; padding-left: 4px; padding-righ= t: 4px;"> <a href=3D"https://www.linkedin.com/comm/mynetwork/?lipi=3Durn%3A= li%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVM= v0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk= =3Deml-email_series_follow_newsletter_02-header-0-my_network_glimmer&tr= kEmail=3Deml-email_series_follow_newsletter_02-header-0-my_network_glimmer-= null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_= blank" class=3D"h-[25px]" style=3D"color: #0a66c2; cursor: pointer; display= : inline-block; text-decoration: none; -webkit-text-size-adjust: 100%; -ms-= text-size-adjust: 100%; height: 25px;"> <img alt=3D"Mynetwork icon" src=3D"= https://static.licdn.com/aero-v1/sc/h/anu0f2h3c0xay9ou5nkdrjk8q" class=3D"h= -[25px]" style=3D"outline: none; text-decoration: none; -ms-interpolation-m= ode: bicubic; height: 25px;" height=3D"25"> </a> </td> <td align=3D"right" = valign=3D"middle" class=3D"px-0.5" style=3D"-webkit-text-size-adjust: 100%;= -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt; = padding-left: 4px; padding-right: 4px;"> <a href=3D"https://www.linkedin.co= m/comm/notifications/?lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_ne= wsletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&= amp;midSig=3D2Oski1pyabBcc1&trk=3Deml-email_series_follow_newsletter_02= -header-0-notifications_glimmer&trkEmail=3Deml-email_series_follow_news= letter_02-header-0-notifications_glimmer-null-niwq2c~mnqlgs8t~fn-null-null&= amp;eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" class=3D"h-[25px]" style=3D= "color: #0a66c2; cursor: pointer; display: inline-block; text-decoration: n= one; -webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; height: 25= px;"> <img alt=3D"Notifications icon" src=3D"https://static.licdn.com/aero-= v1/sc/h/eh1e9j5bszh6p379hn269p3ps" class=3D"h-[25px]" style=3D"outline: non= e; text-decoration: none; -ms-interpolation-mode: bicubic; height: 25px;" h= eight=3D"25"> </a> </td> </tr> </tbody> </table> </td> </tr> </tbody> </tab= le> </td> </tr> <tr> <td class=3D"px-0 pb-3" style=3D"-webkit-text-size-adj= ust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rsp= ace: 0pt; padding-left: 0px; padding-right: 0px; padding-bottom: 24px;"> <d= iv> <table role=3D"presentation" valign=3D"top" border=3D"0" cellspacing=3D= "0" cellpadding=3D"0" width=3D"100%" style=3D"-webkit-text-size-adjust: 100= %; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt= ;"> <tbody> <tr> <td data-test-id=3D"newsletter-entity-lockup" class=3D"px-= 3 pt-1" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%= ; mso-table-lspace: 0pt; mso-table-rspace: 0pt; padding-left: 24px; padding= -right: 24px; padding-top: 8px;"> <table role=3D"presentation" valign=3D"to= p" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" width=3D"100%" class=3D= "font-sans" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: = 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt; font-family: -apple-sys= tem, system-ui, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', '= Fira Sans', Ubuntu, Oxygen, 'Oxygen Sans', Cantarell, 'Droid Sans', 'Apple = Color Emoji', 'Segoe UI Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Lucid= a Grande', Helvetica, Arial, sans-serif;"> <tbody> <tr> <td valign=3D"top" = class=3D"pr-1 w-6" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-a= djust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt; width: 48px; pad= ding-right: 8px;" width=3D"48"> <a href=3D"https://www.linkedin.com/comm/ne= wsletters/7221979031120805889?lipi=3Durn%3Ali%3Apage%3Aemail_email_series_f= ollow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81g= zrEnLQw&midSig=3D2Oski1pyabBcc1&trk=3Deml-email_series_follow_newsl= etter_02-newsletter_entity_lockup-0-newsletter_entity_cta&trkEmail=3Dem= l-email_series_follow_newsletter_02-newsletter_entity_lockup-0-newsletter_e= ntity_cta-null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" t= arget=3D"_blank" style=3D"color: #0a66c2; cursor: pointer; display: inline-= block; text-decoration: none; -webkit-text-size-adjust: 100%; -ms-text-size= -adjust: 100%;"> <img class=3D"inline-block relative bg-color-entity-ghost-= background w-6 h-6 rounded-md" src=3D"https://media.licdn.com/dms/image/v2/= D4D12AQGt2WJKsDDmdw/series-logo_image-shrink_100_100/series-logo_image-shri= nk_100_100/0/1723371514382?e=3D1777507200&v=3Dbeta&t=3Do8MM0ccmG6vV= -u9Ma-qPxWpyTYLOmE1Yx2xvZxnYpE8" alt=3D"Open Reservoir Solutions (RES)" sty= le=3D"outline: none; text-decoration: none; -ms-interpolation-mode: bicubic= ; position: relative; display: inline-block; height: 48px; width: 48px; bor= der-radius: 8px; background-color: #eae6df;" width=3D"48" height=3D"48"> </= a> </td> <td valign=3D"top" style=3D"-webkit-text-size-adjust: 100%; -ms-te= xt-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <tabl= e role=3D"presentation" valign=3D"top" border=3D"0" cellspacing=3D"0" cellp= adding=3D"0" width=3D"100%" style=3D"-webkit-text-size-adjust: 100%; -ms-te= xt-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <tbod= y> <tr> <td style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: = 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <a href=3D"https://ww= w.linkedin.com/comm/newsletters/7221979031120805889?lipi=3Durn%3Ali%3Apage%= 3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&= amp;midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk=3Deml-ema= il_series_follow_newsletter_02-newsletter_entity_lockup-0-newsletter_entity= _cta&trkEmail=3Deml-email_series_follow_newsletter_02-newsletter_entity= _lockup-0-newsletter_entity_cta-null-niwq2c~mnqlgs8t~fn-null-null&eid= =3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" class=3D"no-underline" style=3D"co= lor: #0a66c2; cursor: pointer; display: inline-block; text-decoration: none= ; -webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; text-decorati= on-line: none;"> <div class=3D"pb-0.5" style=3D"padding-bottom: 4px;"> <spa= n class=3D"text-md font-bold text-color-text break-words leading-regular" s= tyle=3D"overflow-wrap: break-word; font-size: 16px; font-weight: 600; line-= height: 1.25; color: rgba(0, 0, 0, 0.9);"> Reservoir Solutions (RES) </span= > </div> </a> </td> </tr> <tr> <td style=3D"-webkit-text-size-adjust: 100%;= -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"= > <a href=3D"https://www.linkedin.com/comm/newsletters/7221979031120805889?= lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5O= RPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pya= bBcc1&trk=3Deml-email_series_follow_newsletter_02-newsletter_entity_loc= kup-0-newsletter_entity_cta&trkEmail=3Deml-email_series_follow_newslett= er_02-newsletter_entity_lockup-0-newsletter_entity_cta-null-niwq2c~mnqlgs8t= ~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" class=3D"no-u= nderline" style=3D"color: #0a66c2; cursor: pointer; display: inline-block; = text-decoration: none; -webkit-text-size-adjust: 100%; -ms-text-size-adjust= : 100%; text-decoration-line: none;"> <span class=3D"text-xs text-color-tex= t-low-emphasis leading-regular" style=3D"font-size: 12px; line-height: 1.25= ; color: rgba(0, 0, 0, 0.6);"> Reservoir Solutions delivers cutting-edge pe= troleum services, training optimizing reservoir=E2=80=A6 </span> </a> </td>= </tr> </tbody> </table> </td> </tr> </tbody> </table> </td> </tr> <tr data= -test-id=3D"newsletter-content-preview"> <td class=3D"px-3 pt-2" style=3D"-= webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace= : 0pt; mso-table-rspace: 0pt; padding-left: 24px; padding-right: 24px; padd= ing-top: 16px;"> <table role=3D"presentation" valign=3D"top" border=3D"0" c= ellspacing=3D"0" cellpadding=3D"0" width=3D"100%" style=3D"-webkit-text-siz= e-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-tabl= e-rspace: 0pt;"> <tbody> <tr> <td class=3D"overflow-hidden " style=3D"-webk= it-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0p= t; mso-table-rspace: 0pt; overflow: hidden;"> <table role=3D"presentation" = valign=3D"top" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" width=3D"10= 0%" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; ms= o-table-lspace: 0pt; mso-table-rspace: 0pt;"> <tbody> <tr> <td style=3D"-we= bkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: = 0pt; mso-table-rspace: 0pt;"> <a href=3D"https://www.linkedin.com/comm/puls= e/seismic-attribute-analysis-extracting-hidden-insights-p8lbf?lipi=3Durn%3A= li%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVM= v0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk= =3Deml-email_series_follow_newsletter_02-newsletter_content_preview-0-headl= ine_&trkEmail=3Deml-email_series_follow_newsletter_02-newsletter_conten= t_preview-0-headline_-null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mn= qlgs8t-fn" target=3D"_blank" class=3D"w-full" style=3D"color: #0a66c2; curs= or: pointer; display: inline-block; text-decoration: none; -webkit-text-siz= e-adjust: 100%; -ms-text-size-adjust: 100%; width: 100%;"> <img class=3D"bl= ock w-full aspect-[744/400] object-cover overflow-hidden" data-test-id=3D"n= ewsletter-content-preview__cover-image" alt=3D"Newsletter cover image" src= =3D"https://media.licdn.com/dms/image/v2/D4D12AQERMPNqkp_cqA/article-cover_= image-shrink_720_1280/B4DZ1u02OoI4AI-/0/1775680871903?e=3D1777507200&v= =3Dbeta&t=3DTgX1suYlnA3jvq0LlwFu7huj7ra62rtajXaKjcpM-ME" style=3D"outli= ne: none; text-decoration: none; -ms-interpolation-mode: bicubic; display: = block; aspect-ratio: 744/400; width: 100%; overflow: hidden; object-fit: co= ver;"> </a> </td> </tr> <tr> <td class=3D"py-2" style=3D"-webkit-text-size-= adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-= rspace: 0pt; padding-top: 16px; padding-bottom: 16px;"> <table role=3D"pres= entation" valign=3D"top" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" w= idth=3D"100%" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust= : 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <tbody> <tr> <td st= yle=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-tabl= e-lspace: 0pt; mso-table-rspace: 0pt;"> <a href=3D"https://www.linkedin.com= /comm/pulse/seismic-attribute-analysis-extracting-hidden-insights-p8lbf?lip= i=3Durn%3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPS= CEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBc= c1&trk=3Deml-email_series_follow_newsletter_02-newsletter_content_previ= ew-0-title_&trkEmail=3Deml-email_series_follow_newsletter_02-newsletter= _content_preview-0-title_-null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2= c-mnqlgs8t-fn" target=3D"_blank" class=3D"no-underline font-medium text-sm = m-0 text-system-gray-90" style=3D"cursor: pointer; display: inline-block; t= ext-decoration: none; -webkit-text-size-adjust: 100%; -ms-text-size-adjust:= 100%; margin: 0px; font-size: 14px; font-weight: 500; color: #282828; text= -decoration-line: none;"> <h2 class=3D"m-0 text-display-sm leading-regular = text-color-text font-bold font-sans" style=3D"margin: 0px; font-family: -ap= ple-system, system-ui, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica N= eue', 'Fira Sans', Ubuntu, Oxygen, 'Oxygen Sans', Cantarell, 'Droid Sans', = 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol',= 'Lucida Grande', Helvetica, Arial, sans-serif; font-size: 24px; font-weigh= t: 600; line-height: 1.25; color: rgba(0, 0, 0, 0.9);"> Seismic Attribute A= nalysis: Extracting Hidden Insights from Subsurface Data </h2> </a> </td> <= /tr> <tr> <td style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust= : 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <table role=3D"pres= entation" valign=3D"top" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" w= idth=3D"100%" data-test-id=3D"newsletter-author-lockup-redesign" class=3D"m= t-1 mb-2" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 10= 0%; mso-table-lspace: 0pt; mso-table-rspace: 0pt; margin-bottom: 16px; marg= in-top: 8px;"> <tbody> <tr> <td valign=3D"middle" align=3D"left" class=3D"w= -3" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; ms= o-table-lspace: 0pt; mso-table-rspace: 0pt; width: 24px;" width=3D"24"> <a = href=3D"https://www.linkedin.com/comm/company/reservoirsolutions-res?lipi= =3Durn%3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSC= EuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc= 1&trk=3Deml-email_series_follow_newsletter_02-newsletter_content_previe= w-0-author_&trkEmail=3Deml-email_series_follow_newsletter_02-newsletter= _content_preview-0-author_-null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq= 2c-mnqlgs8t-fn" target=3D"_blank" style=3D"color: #0a66c2; cursor: pointer;= display: inline-block; text-decoration: none; -webkit-text-size-adjust: 10= 0%; -ms-text-size-adjust: 100%;"> <img class=3D"inline-block relative bg-co= lor-entity-ghost-background w-4 h-4 align-middle" src=3D"https://media.licd= n.com/dms/image/v2/D4E0BAQGaIuAu3oJGmw/company-logo_100_100/company-logo_10= 0_100/0/1688381262263?e=3D1777507200&v=3Dbeta&t=3D6hs_-qnKHWtetogX6= zGOP_pZhPieR7uYme8-fc-N6yU" alt=3D"Author image" style=3D"outline: none; te= xt-decoration: none; -ms-interpolation-mode: bicubic; position: relative; d= isplay: inline-block; height: 32px; width: 32px; background-color: #eae6df;= vertical-align: middle;" width=3D"32" height=3D"32"> </a> </td> <td style= =3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-l= space: 0pt; mso-table-rspace: 0pt;"> <a href=3D"https://www.linkedin.com/co= mm/company/reservoirsolutions-res?lipi=3Durn%3Ali%3Apage%3Aemail_email_seri= es_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQH= s81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk=3Deml-email_series_follow_n= ewsletter_02-newsletter_content_preview-0-author_&trkEmail=3Deml-email_= series_follow_newsletter_02-newsletter_content_preview-0-author_-null-niwq2= c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" cla= ss=3D"no-underline ml-1" style=3D"color: #0a66c2; cursor: pointer; display:= inline-block; text-decoration: none; -webkit-text-size-adjust: 100%; -ms-t= ext-size-adjust: 100%; margin-left: 8px; text-decoration-line: none;"> <spa= n class=3D"font-sans font-bold text-sm mb-3 text-color-text-low-emphasis le= ading-regular" style=3D"margin-bottom: 24px; font-family: -apple-system, sy= stem-ui, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', 'Fira Sa= ns', Ubuntu, Oxygen, 'Oxygen Sans', Cantarell, 'Droid Sans', 'Apple Color E= moji', 'Segoe UI Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Lucida Grand= e', Helvetica, Arial, sans-serif; font-size: 14px; font-weight: 600; line-h= eight: 1.25; color: rgba(0, 0, 0, 0.6);"> Reservoir Solutions (RES) </span>= </a> </td> </tr> </tbody> </table> </td> </tr> <tr> <td class=3D"pb-1" sty= le=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table= -lspace: 0pt; mso-table-rspace: 0pt; padding-bottom: 8px;"> <div class=3D"p= -3 bg-color-surface-tint rounded-md font-sans" data-test-id=3D"newsletter-c= ta-banner" style=3D"border-radius: 8px; background-color: #f5f7f9; padding:= 24px; font-family: -apple-system, system-ui, BlinkMacSystemFont, 'Segoe UI= ', Roboto, 'Helvetica Neue', 'Fira Sans', Ubuntu, Oxygen, 'Oxygen Sans', Ca= ntarell, 'Droid Sans', 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Emo= ji', 'Segoe UI Symbol', 'Lucida Grande', Helvetica, Arial, sans-serif;"> <d= iv class=3D"mb-1.5" style=3D"margin-bottom: 12px;"> <span class=3D"text-md = leading-regular font-bold text-color-text" style=3D"font-size: 16px; font-w= eight: 600; line-height: 1.25; color: rgba(0, 0, 0, 0.9);"> Read this artic= le on LinkedIn to join the conversation </span> </div> <table role=3D"prese= ntation" valign=3D"top" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" wi= dth=3D"100%" class=3D"email-button " data-test-id=3D"email-button" style=3D= "-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspa= ce: 0pt; mso-table-rspace: 0pt;"> <tbody> <tr> <td valign=3D"middle" align= =3D"left" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 10= 0%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <a href=3D"https://www.= linkedin.com/comm/pulse/seismic-attribute-analysis-extracting-hidden-insigh= ts-p8lbf?lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3= BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D= 2Oski1pyabBcc1&trk=3Deml-email_series_follow_newsletter_02-newsletter_c= ontent_preview-0-read_more_banner_cta_&trkEmail=3Deml-email_series_foll= ow_newsletter_02-newsletter_content_preview-0-read_more_banner_cta_-null-ni= wq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" = aria-label=3D"Open this article on LinkedIn" class=3D"align-top no-underlin= e " style=3D"color: #0a66c2; cursor: pointer; display: inline-block; text-d= ecoration: none; -webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%= ; vertical-align: top; text-decoration-line: none;"> <table role=3D"present= ation" valign=3D"top" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" widt= h=3D"auto" class=3D"border-separate " style=3D"-webkit-text-size-adjust: 10= 0%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0p= t; border-collapse: separate;"> <tbody> <tr> <td class=3D"btn-sm btn-primar= y border-color-brand button-link leading-regular !min-h-[auto] !shadow-none= border-1 border-solid" style=3D"-webkit-text-size-adjust: 100%; -ms-text-s= ize-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt; height: min= -content; border-radius: 24px; padding-top: 7px; padding-bottom: 7px; paddi= ng-left: 16px; padding-right: 16px; text-align: center; font-size: 14px; fo= nt-weight: 600; cursor: pointer; text-decoration-line: none; background-col= or: #0a66c2; color: #ffffff; border-width: 1px; border-style: solid; border= -color: #0a66c2; line-height: 1.25; min-height: auto !important; box-shadow= : 0 0 #0000, 0 0 #0000, 0 0 #0000 !important;"> <a href=3D"https://www.link= edin.com/comm/pulse/seismic-attribute-analysis-extracting-hidden-insights-p= 8lbf?lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3BrCl= kuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Osk= i1pyabBcc1&trk=3Deml-email_series_follow_newsletter_02-newsletter_conte= nt_preview-0-read_more_banner_cta_&trkEmail=3Deml-email_series_follow_n= ewsletter_02-newsletter_content_preview-0-read_more_banner_cta_-null-niwq2c= ~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" tabi= ndex=3D"-1" aria-hidden=3D"true" class=3D"no-underline" style=3D"color: #0a= 66c2; cursor: pointer; display: inline-block; text-decoration: none; -webki= t-text-size-adjust: 100%; -ms-text-size-adjust: 100%; text-decoration-line:= none;"> <span class=3D"no-underline text-white" style=3D"color: #ffffff; t= ext-decoration-line: none;"> Read on LinkedIn </span> </a> </td> </tr> </tb= ody> </table> </a> </td> </tr> </tbody> </table> </div> </td> </tr> <tr dat= a-test-id=3D"newsletter-content-preview--content"> <td class=3D"font-sans t= ext-md leading-open text-system-gray-90" style=3D"-webkit-text-size-adjust:= 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace:= 0pt; font-family: -apple-system, system-ui, BlinkMacSystemFont, 'Segoe UI'= , Roboto, 'Helvetica Neue', 'Fira Sans', Ubuntu, Oxygen, 'Oxygen Sans', Can= tarell, 'Droid Sans', 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Emoj= i', 'Segoe UI Symbol', 'Lucida Grande', Helvetica, Arial, sans-serif; font-= size: 16px; line-height: 1.5; color: #282828;"> <div data-test-id=3D"publis= hing-text-block"> <h3 class=3D"m-0 text-md text-system-gray-90 pt-1 pb-0.5 = leading-regular font-bold" data-test-id=3D"publishing-text-block-h2" style= =3D"margin: 0px; padding-bottom: 4px; padding-top: 8px; font-size: 16px; fo= nt-weight: 600; line-height: 1.25; color: #282828;"> <span class data-test-= id=3D"little-text-block">Introduction</span> </h3> </div> <div data-test-id= =3D"publishing-text-block"> <p class=3D"m-0 mt-1.5 text-md leading-open" st= yle=3D"font-weight: 400; margin: 0px; margin-top: 12px; font-size: 16px; li= ne-height: 1.5;"> <span class data-test-id=3D"little-text-block">Seismic da= ta has long been a fundamental tool in subsurface exploration. However, raw= seismic sections alone often do not reveal the full complexity of geologic= al features. This is where seismic attribute analysis becomes essential. By= transforming seismic data into measurable properties, geoscientists can ex= tract subtle patterns that are otherwise difficult to detect.</span> </p> <= /div> <div data-test-id=3D"publishing-text-block"> <p class=3D"m-0 mt-1.5 t= ext-md leading-open" style=3D"font-weight: 400; margin: 0px; margin-top: 12= px; font-size: 16px; line-height: 1.5;"> <span class data-test-id=3D"little= -text-block">Seismic attributes provide a deeper understanding of reservoir= characteristics, structural features, and stratigraphic variations. As exp= loration targets become more complex, the importance of attribute-based int= erpretation continues to grow.</span> </p> </div> <hr data-test-id=3D"publi= shing-divider-block" class=3D"my-1 h-[1px] border-0 bg-system-gray-60" styl= e=3D"margin-top: 8px; margin-bottom: 8px; height: 1px; border-width: 0; bac= kground-color: #8c8c8c;"> <div data-test-id=3D"publishing-text-block"> <h3 = class=3D"m-0 text-md text-system-gray-90 pt-1 pb-0.5 leading-regular font-b= old" data-test-id=3D"publishing-text-block-h2" style=3D"margin: 0px; paddin= g-bottom: 4px; padding-top: 8px; font-size: 16px; font-weight: 600; line-he= ight: 1.25; color: #282828;"> <span class data-test-id=3D"little-text-block= ">What Are Seismic Attributes?</span> </h3> </div> <div data-test-id=3D"pub= lishing-text-block"> <p class=3D"m-0 mt-1.5 text-md leading-open" style=3D"= font-weight: 400; margin: 0px; margin-top: 12px; font-size: 16px; line-heig= ht: 1.5;"> <span class data-test-id=3D"little-text-block">Seismic attribute= s are quantitative measures derived from seismic data. They are calculated = from seismic traces and represent specific physical or geometric characteri= stics of the subsurface.</span> </p> </div> <div data-test-id=3D"publishing= -text-block"> <p class=3D"m-0 mt-1.5 text-md leading-open" style=3D"font-we= ight: 400; margin: 0px; margin-top: 12px; font-size: 16px; line-height: 1.5= ;"> <span class data-test-id=3D"little-text-block">These attributes can be = broadly categorized into:</span> </p> </div> <div data-test-id=3D"publishin= g-text-block"> <p class=3D"m-0 mt-1.5 text-md leading-open" style=3D"font-w= eight: 400; margin: 0px; margin-top: 12px; font-size: 16px; line-height: 1.= 5;"> <span class data-test-id=3D"little-text-block"> <ul class=3D"block mt-= 2 mr-0 ml-3 p-0" data-test-id=3D"little-template-list-unordered" style=3D"m= argin-left: 24px; margin-right: 0px; margin-top: 16px; display: block; padd= ing: 0px;"> <li class=3D"mt-1.5 ml-2 text-md leading-open text-system-gray-= 90" style=3D"margin-left: 16px; margin-top: 12px; font-size: 16px; line-hei= ght: 1.5; color: #282828;"> <span class=3D"font-[700]" data-test-id=3D"litt= le-text-block" style=3D"font-weight: 700;">Amplitude attributes</span><span= class data-test-id=3D"little-text-block">: Related to reflection strength,= often linked to lithology and fluid content.</span> </li> <li class=3D"mt-= 1.5 ml-2 text-md leading-open text-system-gray-90" style=3D"margin-left: 16= px; margin-top: 12px; font-size: 16px; line-height: 1.5; color: #282828;"> = <span class=3D"font-[700]" data-test-id=3D"little-text-block" style=3D"font= -weight: 700;">Time and geometric attributes</span><span class data-test-id= =3D"little-text-block">: Highlight structural features such as faults and f= ractures.</span> </li> <li class=3D"mt-1.5 ml-2 text-md leading-open text-s= ystem-gray-90" style=3D"margin-left: 16px; margin-top: 12px; font-size: 16p= x; line-height: 1.5; color: #282828;"> <span class=3D"font-[700]" data-test= -id=3D"little-text-block" style=3D"font-weight: 700;">Frequency attributes<= /span><span class data-test-id=3D"little-text-block">: Provide insights int= o bed thickness and stratigraphic details.</span> </li> <li class=3D"mt-1.5= ml-2 text-md leading-open text-system-gray-90" style=3D"margin-left: 16px;= margin-top: 12px; font-size: 16px; line-height: 1.5; color: #282828;"> <sp= an class=3D"font-[700]" data-test-id=3D"little-text-block" style=3D"font-we= ight: 700;">Attenuation attributes</span><span class data-test-id=3D"little= -text-block">: Help identify hydrocarbon indicators and fluid effects.</spa= n> </li> </ul> </span> </p> </div> <div data-test-id=3D"publishing-text-blo= ck"> <p class=3D"m-0 mt-1.5 text-md leading-open" style=3D"font-weight: 400= ; margin: 0px; margin-top: 12px; font-size: 16px; line-height: 1.5;"> <span= class data-test-id=3D"little-text-block">Each attribute emphasizes a diffe= rent aspect of the seismic signal, allowing interpreters to build a more co= mplete geological picture.</span> </p> </div> <hr data-test-id=3D"publishin= g-divider-block" class=3D"my-1 h-[1px] border-0 bg-system-gray-60" style=3D= "margin-top: 8px; margin-bottom: 8px; height: 1px; border-width: 0; backgro= und-color: #8c8c8c;"> <div data-test-id=3D"publishing-text-block"> <h3 clas= s=3D"m-0 text-md text-system-gray-90 pt-1 pb-0.5 leading-regular font-bold"= data-test-id=3D"publishing-text-block-h2" style=3D"margin: 0px; padding-bo= ttom: 4px; padding-top: 8px; font-size: 16px; font-weight: 600; line-height= : 1.25; color: #282828;"> <span class data-test-id=3D"little-text-block">Wh= y Seismic Attribute Analysis Matters</span> </h3> </div> <div data-test-id= =3D"publishing-text-block"> <p class=3D"m-0 mt-1.5 text-md leading-open" st= yle=3D"font-weight: 400; margin: 0px; margin-top: 12px; font-size: 16px; li= ne-height: 1.5;"> <span class data-test-id=3D"little-text-block">Traditiona= l seismic interpretation relies heavily on visual inspection. While effecti= ve, it can miss subtle features or introduce interpreter bias. Seismic attr= ibute analysis enhances interpretation by providing objective, data-driven = insights.</span> </p> </div> <span>...</span> </td> </tr> <tr> <td class=3D= "pt-2 no-underline" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-= adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt; padding-top: 16= px; text-decoration-line: none;"> <table role=3D"presentation" valign=3D"to= p" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" width=3D"100%" class=3D= "email-button series-content-preview__bottom-cta" data-test-id=3D"email-but= ton" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; m= so-table-lspace: 0pt; mso-table-rspace: 0pt;"> <tbody> <tr> <td valign=3D"m= iddle" align=3D"left" style=3D"-webkit-text-size-adjust: 100%; -ms-text-siz= e-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace: 0pt;"> <a href=3D"= https://www.linkedin.com/comm/pulse/seismic-attribute-analysis-extracting-h= idden-insights-p8lbf?lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_new= sletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&a= mp;midSig=3D2Oski1pyabBcc1&trk=3Deml-email_series_follow_newsletter_02-= newsletter_content_preview-0-readmore_button_&trkEmail=3Deml-email_seri= es_follow_newsletter_02-newsletter_content_preview-0-readmore_button_-null-= niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank= " aria-label=3D"Open Reservoir Solutions (RES) on LinkedIn" class=3D"align-= top no-underline " style=3D"color: #0a66c2; cursor: pointer; display: inlin= e-block; text-decoration: none; -webkit-text-size-adjust: 100%; -ms-text-si= ze-adjust: 100%; vertical-align: top; text-decoration-line: none; width: 10= 0%;"> <table role=3D"presentation" valign=3D"top" border=3D"0" cellspacing= =3D"0" cellpadding=3D"0" width=3D"100%" class=3D"border-separate " style=3D= "-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspa= ce: 0pt; mso-table-rspace: 0pt; border-collapse: separate; width: 100%;"> <= tbody> <tr> <td class=3D"btn-md btn-secondary-emphasis border-color-brand b= utton-link leading-regular !min-h-[auto] !shadow-none border-1 border-solid= font-sans" data-test-id=3D"newsletter-content-preview-redesign-bottom-cta"= style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-t= able-lspace: 0pt; mso-table-rspace: 0pt; height: min-content; border-radius= : 24px; padding-top: 12px; padding-bottom: 12px; padding-left: 24px; paddin= g-right: 24px; text-align: center; font-size: 16px; font-weight: 600; curso= r: pointer; text-decoration-line: none; background-color: rgba(0, 0, 0, 0);= color: #0a66c2; border-width: 1px; border-style: solid; border-color: #0a6= 6c2; font-family: -apple-system, system-ui, BlinkMacSystemFont, 'Segoe UI',= Roboto, 'Helvetica Neue', 'Fira Sans', Ubuntu, Oxygen, 'Oxygen Sans', Cant= arell, 'Droid Sans', 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Emoji= ', 'Segoe UI Symbol', 'Lucida Grande', Helvetica, Arial, sans-serif; line-h= eight: 1.25; min-height: auto !important; box-shadow: 0 0 #0000, 0 0 #0000,= 0 0 #0000 !important;"> <a href=3D"https://www.linkedin.com/comm/pulse/sei= smic-attribute-analysis-extracting-hidden-insights-p8lbf?lipi=3Durn%3Ali%3A= page%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3= D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk=3Dem= l-email_series_follow_newsletter_02-newsletter_content_preview-0-readmore_b= utton_&trkEmail=3Deml-email_series_follow_newsletter_02-newsletter_cont= ent_preview-0-readmore_button_-null-niwq2c~mnqlgs8t~fn-null-null&eid=3D= niwq2c-mnqlgs8t-fn" target=3D"_blank" tabindex=3D"-1" aria-hidden=3D"true" = class=3D"no-underline" style=3D"color: #0a66c2; cursor: pointer; display: i= nline-block; text-decoration: none; -webkit-text-size-adjust: 100%; -ms-tex= t-size-adjust: 100%; text-decoration-line: none; width: 100%;"> <span class= =3D"no-underline text-color-brand" style=3D"color: #0a66c2; text-decoration= -line: none;"> Keep reading on LinkedIn </span> </a> </td> </tr> </tbody> <= /table> </a> </td> </tr> </tbody> </table> </td> </tr> </tbody> </table> </= td> </tr> </tbody> </table> </td> </tr> </tbody> </table> </td> </tr> </tbo= dy> </table> </div> </td> </tr> <tr> <td class=3D"bg-color-background-canva= s p-3" style=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%;= mso-table-lspace: 0pt; mso-table-rspace: 0pt; background-color: #f3f2f0; p= adding: 24px;"> <table role=3D"presentation" valign=3D"top" border=3D"0" ce= llspacing=3D"0" cellpadding=3D"0" width=3D"100%" class=3D"text-xs" style=3D= "-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspa= ce: 0pt; mso-table-rspace: 0pt; font-size: 12px;"> <tbody> <tr> <td class= =3D"pb-1 m-0" data-test-id=3D"email-footer__intended" style=3D"-webkit-text= -size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-= table-rspace: 0pt; margin: 0px; padding-bottom: 8px;"> This email was inten= ded for Alvaro Chaveste Jr. (TraceSeis, Inc: Mapping the Subsurface with Me= asured Precision.) </td> </tr> <tr> <td class=3D"pb-1 m-0" style=3D"-webkit= -text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt;= mso-table-rspace: 0pt; margin: 0px; padding-bottom: 8px;"> <a href=3D"http= s://www.linkedin.com/help/linkedin/answer/4788?lang=3Den&lipi=3Durn%3Al= i%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVMv= 0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk= =3Deml-email_series_follow_newsletter_02-SecurityHelp-0-footerglimmer&t= rkEmail=3Deml-email_series_follow_newsletter_02-SecurityHelp-0-footerglimme= r-null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D= "_blank" class=3D"text-inherit underline" style=3D"cursor: pointer; display= : inline-block; text-decoration: none; -webkit-text-size-adjust: 100%; -ms-= text-size-adjust: 100%; color: inherit; text-decoration-line: underline;">L= earn why we included this.</a> </td> </tr> <tr> <td class=3D"pb-1 m-0" styl= e=3D"-webkit-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-= lspace: 0pt; mso-table-rspace: 0pt; margin: 0px; padding-bottom: 8px;">You = are receiving LinkedIn notification emails. Others can see that you are a s= ubscriber.</td> </tr> <tr> <td class=3D"pb-1 m-0" style=3D"-webkit-text-siz= e-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-tabl= e-rspace: 0pt; margin: 0px; padding-bottom: 8px;"> <a href=3D"https://www.l= inkedin.com/series-notifications/?action=3Dunsubscribe&memberToken=3DAD= oAAFTJWfQBOTnbLtv9QLy1t5Ss1J6r4Rd4okQ&newsletterId=3D722197903112080588= 9&newsletterTitle=3DReservoir Solutions (RES)&lipi=3Durn%3Ali%3Apag= e%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%3= D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&ek=3Demail_= series_follow_newsletter_02&e=3Dniwq2c-mnqlgs8t-fn&eid=3Dniwq2c-mnq= lgs8t-fn&m=3Dunsubscribe&ts=3DfooterGlimmer&li=3D0&t=3Dplh"= target=3D"_blank" class=3D"text-inherit underline" style=3D"cursor: pointe= r; display: inline-block; text-decoration: none; -webkit-text-size-adjust: = 100%; -ms-text-size-adjust: 100%; color: inherit; text-decoration-line: und= erline;">Unsubscribe</a> =C2=A0=C2=A0=C2=B7=C2=A0=C2=A0 <a href=3D"https://= www.linkedin.com/help/linkedin/answer/67?lang=3Den&lipi=3Durn%3Ali%3Apa= ge%3Aemail_email_series_follow_newsletter_02%3BrClkuE5ORPSCEuT%2FvVMv0A%3D%= 3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1pyabBcc1&trk=3Deml-= email_series_follow_newsletter_02-help-0-footerglimmer&trkEmail=3Deml-e= mail_series_follow_newsletter_02-help-0-footerglimmer-null-niwq2c~mnqlgs8t~= fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_blank" data-test-help= -link class=3D"text-inherit underline" style=3D"cursor: pointer; display: i= nline-block; text-decoration: none; -webkit-text-size-adjust: 100%; -ms-tex= t-size-adjust: 100%; color: inherit; text-decoration-line: underline;">Help= </a> </td> </tr> <tr> <td class=3D"pb-1" style=3D"-webkit-text-size-adjust:= 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0pt; mso-table-rspace:= 0pt; padding-bottom: 8px;"> <a href=3D"https://www.linkedin.com/comm/feed/= ?lipi=3Durn%3Ali%3Apage%3Aemail_email_series_follow_newsletter_02%3BrClkuE5= ORPSCEuT%2FvVMv0A%3D%3D&midToken=3DAQHs81gzrEnLQw&midSig=3D2Oski1py= abBcc1&trk=3Deml-email_series_follow_newsletter_02-footer-0-logoGlimmer= &trkEmail=3Deml-email_series_follow_newsletter_02-footer-0-logoGlimmer-= null-niwq2c~mnqlgs8t~fn-null-null&eid=3Dniwq2c-mnqlgs8t-fn" target=3D"_= blank" style=3D"color: #0a66c2; cursor: pointer; display: inline-block; tex= t-decoration: none; -webkit-text-size-adjust: 100%; -ms-text-size-adjust: 1= 00%;"> <img src=3D"https://static.licdn.com/aero-v1/sc/h/9ehe6n39fa07dc5edz= v0rla4e" alt=3D"LinkedIn" class=3D"block h-[14px] w-[56px] image-rendering-= crisp" style=3D"outline: none; text-decoration: none; image-rendering: -moz= -crisp-edges; image-rendering: -o-crisp-edges; image-rendering: -webkit-opt= imize-contrast; image-rendering: crisp-edges; -ms-interpolation-mode: neare= st-neighbor; display: block; height: 14px; width: 56px;" width=3D"56" heigh= t=3D"14"> </a> </td> </tr> <tr> <td data-test-copyright-text style=3D"-webk= it-text-size-adjust: 100%; -ms-text-size-adjust: 100%; mso-table-lspace: 0p= t; mso-table-rspace: 0pt;"> =C2=A9 2026 LinkedIn Corporation, 1‌000 We= st Maude Avenue, Sunnyvale, CA 94085. <span data-test-trademarks-text> Link= edIn and the LinkedIn logo are registered trademarks of LinkedIn. </span> <= /td> </tr> </tbody> </table> </td> </tr> </tbody> </table> </td> </tr> </tb= ody> </table> <img alt role=3D"presentation" src=3D"https://www.linkedin.co= m/emimp/ip_Ym1sM2NUSmpMVzF1Y1d4bmN6aDBMV1p1OlpXMWhhV3hmYzJWeWFXVnpYMlp2Ykd4= dmQxOXVaWGR6YkdWMGRHVnlYekF5OmRYSnVPbXhwT214cGJtdGxaRWx1UVhKMGFXTnNaVG8zTkR= RM056UTFNREF6TmpreU5qa3hORFUy.gif" style=3D"outline: none; text-decoration:= none; -ms-interpolation-mode: bicubic; width: 1px; height: 1px;" width=3D"= 1" height=3D"1"> </body> </html> ------=_Part_160322_1770896511.1775685794642--