GEOL. C ROAT. 50/1 89· 103 19 Figs. 2 Tabs. ZAGREB 1997 Pliocene Source Rocks, Miocene Reservoir Rocks and Origin of the Gas Accumulation of the Irma Field (Northern Adriatic, Croatia) Based on Wireline-Logging Ivica VULAMA Key words: Pliocene source rocks, Miocene reservoir rocks, Messini an unconformity, Wirc line logging, Geochemical analysis, Discriminant function, Over­ pressure zone, Biogcnc gas, Middle Adria tic ridge, Croatia. Abstract The Pliocene source rocks of the Middle Adriatic ridge appeared to be thermally immature. according to Ihe geophysical and the geo­ chemical anal yses, but they may have produced biogcnc gas . Wirelinc logging co nfirmed theil' broad ex tent. Correlation between geophysi­ ca l :H1d geochcmicul data indicated their di stinguishing parameters: GR = 55 - 125 AP I, U2.18= 5 - 25 ppm, Rt = 1.5 - 4 Ohmm, 6,= 75- 170 ps/ft (x 0.306 Il s/Ill), Po,(= 1.6 - 1.9 g/cml, ¢IN = 33 - 39%, SP =-44 (-) -56 mY, Corg. = 0.43 - 3.23%, V",(%) = 0.47·0.66, K{fh = Illite. These organic mm ler have been classified as a kerogene type III-II. Characteristic geophysical parameters of the Miocene reservoir rocks arc: $::: 22%, R ... :::; 0.18, III :::; 1.8, Fr :::; 15.3, Ro::: 2.75 Ohmm, K avg. ::: 2 1.4 x 10 3 pm!. Favorable lithologic- tectonic conditions (overpres­ sure zones, normal faulting) led to gas accumulation in Miocene cal ­ care nit es ami sandsto nes. The Pliocene source rocks discordantly overli e Mioce ne rese rvo ir rocks, separated by the Messi nian uncon ­ formit y. Statistical analyses show that, alt hough the Pliocene shales arc thermall y illllllalUre, they fit into the model of source roc k recog­ nition. 1. INTRODUCTION The Irma Oil fie ld is located in the soulh -west part of Ihe Middle Adriat ic ri dge alon g the border line between Croatia and Italy (r ig. 1). The slructural-con­ tour map fo r the Mess in ian reservoir (se ismi c marker "A") shows posi li on where Irma-1 well was dril led, and more to the northwest where Irma-2 well was drilled. The whole area is represented by an ant ic linal closure spread ing sou thward over the inte rnational boundary li ne, onto the Barba ra field in Ita ly. To the north , the structure is closed by a normal rault wi th 26 m throw (Figs. 1 and 2). Pliocene sed iment s discordantly ove rlie the Miocene deposits beneath the 1v1css inian unconformity. In Ihe lower part o f the transgressive seq uence, these Pliocene sed im ent s have source rocks characteristics INA-Na ftaplin, Subiceva 29, HR- IOOOO Z lgreb. Croatia. Kljucne rijeci : pliocenske maticne stijene, mioeenske kolek lorske sti jene, mesinijanska diskordaneija, gco fi zicka mjerenja, geokemij ske analize, diskrim i­ nan tna funkcija, nadpr iti snute zone, bioge ni plin, srednjojadranski prag, I-Irvatska. Saietak Pliocenske malicnc stijene srednjojadranskog praga pokaza le su se prcma geokc mijskim anal izama terrnalno nezreti m, al i imaju mogllcnosl pro izvodnje biogenog plina. Primjenom geofizic ki h mjcrenja II busot inama lI tvrdena je njihova iiira rasprostranjenost, te Sli korelacijom geofiz ickih i geo kcmijsk ih mjerenja utvrdeni s ljedcCi paramelri 7-<1 njihovo prepoznava njc: GR = 55 - 125 AP I, U2.ls= 5 - 25 ppm, Rt = 1.5 - 4 Ohmm, D.,::: 75 · 170 )1s/ft (x 0.306 f-ls/m), POI = 1.6 - 1.9 g/em), ¢IN = 33 - 39%, SP = -44 (-) -56 mY. Corg. = 0.43 - 3.23%, V 01(%)::: 0.47 - 0.66, Krrh ::: illite. Klasificirane Sll kao tip III i II kerogena. Karak teri sl icni geofi7-ic ki pa ra melri m ioeensk ih rezer­ voarskih slijcna plinskog polja Inna dobiveni iz gco fi zickih mjerenja u busol in500 1200 ;00 ~ 1300 3~ 2 :;:; 1400 ",00 i= 1500 3000 <5"" 1600 6000 1700 1800 Fig. 3 Seismic section profile A-A' with position orthe source rocks and "A" gas reservoir. tecton ic movements caused normal faulting (Figs. 2 and 3) and the uplifting of the "Middle Adriatic ridge" area. The Eocene fault zone remained active during the Miocene when fault related traps were formed. Erosion of the uplifted sediments infilled the Adriatic Depres­ sion. The depositional surface of the Pliocene sedi­ ments was dominated by multi phase tectonic activity, as well as Quaternary sediment deposition. These tec­ tonic movements caused [aster subsidence of the African plate which exceeded deposition rate, and resulted in deposition of transgressive sed iments in a North-East direction. This explains the increased sedi­ ment thickness of the South-\Vest and reduced sequence 10 the North-East. 4. GEOPHYSICAL WIRELINE-LOG RESPON­ SES CHARACTERISTIC FOR SOURCE ROCKS IN llASE OF THE PLIOCENE SHALES All the ava il able logging surveys: natural radioac­ tivity, sonic transit time, bulk density, apparent neutron porosity, formation resistivity, spectralog, crossplots and statis tic analysis were applicd to determine the recognition and classification of the source rocks. 4.1. NATURAL GAMMA-RAY LOGGING The increased natural radioactivity in the clastic and carbonate sediments is the first indication of a possible source rock, if the sediments arc or marine origin. Fresh water source rocks do not show high natural radioactiv­ ity because fresh water docs not contai n uranium ions. In the Pliocene basal shale natural radioactivity as high as 130- 150 API un its has been observed, while the basal and uppermost sediments can be characterized by 40-I!O API units (Figs. 4. 5 and 16). 4.2. SONIC TRANSIT TIME LOGGING Sonic transit time logging (LJ.), as well as bulk den­ sity logging, indicate differential compact ion between sediments poor in organic matter and the source rocks. Sonic transit time indicates the organic rich layer within the impermeable sediments (Figs. 4 and 5). The sonic transit time wireline logging is more useful than bulk density logging in the cases where the hole is rugose or if heavy minerals (e.g. pyrite) occur. As the sonic tran­ sit time is a function of several factors (water - organic matter relation, mineral content, carbonate and clay content and pressure), it is always useful to apply com­ binations of the various types of logs. The various erossplo t combination of sonic transit time and resistiv­ ity proved very effective. The most often used cross­ plots include the following com binations: sonic transit time, formation resistivity, bulk density, natural radioactivity, apparent neutron porosity or cores corre­ lation's (calibration), as presented on Figs. 4 and 5. Sonic logging can also be applied to calculate the total sonic transit time (ms) and the interval velocities (m/s), which can distinguish the source rocks (Fig. 6) . The interval velocity curve (lTVI ) shows the clear decline of the sonic transit time in the source rock zones. 4.3. BULK DENSITY LOGGING Bulk density (Pb) is a function of matrix density (Pilla) and tluid density (Pr)' The greater the tluid content 92 Geologia Croal ica 50/1 IRMA-I PLIOCENE SOURCE ROCKS MIDDLE ADRIATIC RIDGE ~ f ~ I ~ ? ~ ~ , ~ " ~ ~ ~ 1< I ~ ,~ < ~ j) 1=( J f ? ~ ? ~ ,~ ~. ~ < ~ 1 ~ ~ , <;;; 1< t(, §f- ~ =(p",;,-pb )!(p",,,-p,). In marl s (sha les) with almost identical degrees or compac tion, all the physical parameters, even the waler saturati on (S,...) arc equal. If the source rock density (P,lr) is lower than the shale-marl density (P.\h)' then organic matte r (Pom) is present , and this implies that these marls (shal es) are impermeab le and indicates that the rock density decline is not the result of the hydrocarbon (fl u­ id) presence in the rock. Within the above mentioned assumptions it is possi­ ble to calcul ate the vol ume percentage of the organic matter - V 01(% ): VO(%) = (P ~h - Psr)/(Psh - Pom) The density of organic matter (Pam) is almost equal to the water density (Pwl = 19/cm'. The average Vo/%) value for Middle Adria ti c ridge source rocks is 0.47 -0.66 %. Fi gures 3, 4 and 8 show the decline in bulk density in the source rock zone compared to the overlying and underlying layers . Bulk density loggi ng in the layer 1< \ ~ ~ I~ ~ ~ ~ I} ~ "- ~ p. ~ S Fig. 4 Composit e log responses char­ acteri st ic ror Pliocene sou rce rocks. Irma- I. above the source roek interva l (Irma- I we ll ; Pliocene deposits - silt-shale) sugges ted 2. IS g/cm' as the aver­ age bulk density while in the source interval th is value was 1.6 g/cm3 . The average vertical resolution of the wire logging tools - FOC (Sch lumberger) and COL (Dresser Atl as) for rock dens ity survey is around 60 cm. In recognizing source roeks by bulk density logging, specia l aucntion should be paid to the highe r concentra­ tion of heavy mineral s, especially pyrit e indicating rcduci ng conditions (as well as the presence or organic matter). Radioact ive thorium Th232 is vcry often bonded to pyri te, as in the case of the Irma gas fi e ld (Figs. 4 and 5). Hole rugosity is also important due to the pres­ e nce of fluid in the increased hole diam ete r. This applies similarly to strata containing fluid in pore/frac­ ture space. 4.4. APPARENT NEUTRON POROSITY LOGGING Apparent neutron porosity loggi ng (tPN) is primarily performed in the evaluation of the porosity and litholo­ gy. The meas urement is pr im ari ly the response of Vul:mw: Pliocene Source Rocks Miocene Reservoir Rocks and Origin of the G"IS Accumuhtion 93 IRMA- 2 PLIOCENE SOURCE ROCKS MIDDLE ADRIATIC RIDGE I~ ~ ;. f2;. 1 ~ l ;:, jj \ ~ k'> '?

- I.e I~ ~ ~ ~ f.'p. ~ I~~ '- ~ t " ~ ~F ~t - :> :> ~ > ~ 50 '" ~p f---,s ,> h f= ~ cr? F:: b, 1 [;> 1-:;:; ~ > = \ "" I I':' -= ( D .-~ <1 J m I}' { ~p ,;s, I~ ~ c g , ? I , 11f- 1 < !" GR ,e , RMlll , , AC CN , . ,, __ ~P __ 2 ' . , ... R~LM .... " , P. t1 LL I - Q 10' ,1 .0 ••• ~ I.L.'~-." •• !<:' ,! £ __ R~~~_-~) _! <:.< . 1 __ ~I:r: __ J~ hydrogen atoms present in the rock (they are mostly bonded (0 fluids or organic matter - hydrocarbons). Whcn the hydrogen atom concentration is high, the high -energy neutrons slow down and arc captured in the nuclei at a short distance from the logging tool. Accordingly, any increase in the concentration of hydrogen atoms will cause an apparent increase in neu­ tron porosity, registered by logging tool counting. It can be interpreted as the presence of fluids, free hydrocar­ bons and/or organ ic matter in the pore space. The shales and silty shales arc impermeable rocks, so it is expected that the apparent porosity increase is caused by the higher concentration of hydrogen atoms of organic matter (Figs. 4, 5 and 8). 4.5. FORMATfON RESfSTfVITY LOGGING Any formation resistivity logging can be used to recognize source rocks. For impermcable rocks, both :::; r f> ..:; :;, IS> \ < I> 5" ) ~ ~ i ? k { ~ ~ 1<; I§. ~ I ~ ~ F"' DEN K ~ , U ~~ Fig. 5 Composile log responses cha- racteristic for Pliocene source rocks,lrma-2. shallow and deep surveys should give same or similar conductivity values (formation rcsistivity; Figs. 4 and 5). It is necessary to lise mieroresistivity measurements in the cases of thin intercalat ions of organic matter in shales, marls etc. These appl iances are characterized by considerably better vertical resolution. An example is presented on Pigs. 4 and 5 (Irma-l and 2), In the source rock zone the deep induction log (RT, RILD) docs not show increased resisti vi ty , although, according to the other surveys and geochemical analysis the high TOe of that interval has been recognized (VULAMA, 1991, 1994). However, the microlatherolog measurement (RMLL) indicated higher resistivity in the same inter­ val. Source rocks are often laminated and therefore elec­ trically anisotropic. This anisotropy increases the resis­ tivity of the interbedded organic-rich layers, especially when the source rock is mature. Resistivity can indicate source rock maturity (VULAMA, 1991, 1993, 1994). 94 Geologia Croalica 50/1 IRMA-2 MIDDLE ADRIATIC RIDGE PLIOCENE SOURCE ROCKS b:: i ~ f' ~ '" ~ I -'~ ~- \" • I" f- - - : 'JJ = ~ I ~- -~ ~ -,., =-- ~ ~ > : -" =- It"-I-I~ ~ ~ tI1 1::,::: . § :::c 'JJ - == " f- f-~ ~ -, ~ "'" I--- < !f !i .~ ~ ~ ~-~f 1- ? ~ C/O , ;t ~ C/O ~g -=r § ---t i:=" - (l :: :r ~ 1- [JJ ~~ ._f'~ T A S ~ Ro~ £ iF. ~ L ~~ ~ ,"'-'i:'_ "- T b-- ~ ~- ~ ;;l '" -II - DEN_LLI I. 1 GR . Fig. 6 Composite log responses of the Pliocene source rocks on sonic (AC), bulk density (DEN) , gam­ ma ray (GR) and sonic in terval transit time (lTV I). Note the cbar­ ac teristic sonic and density log response (increase of sonic transit time, decrease of bulk density) of the Overpressure zone beginning approximately at 1260 m depth . .... Example of an isotropy (laminae) and low maturity (low resistivity val ues) can be seen on Fi gs. 4 and 5 (RMLL). The irregular hole diameter (rugosity) can influence the formation resistivity. This is morc obvious in case of shallow investigation tools. Further more, resistivity values can be influenced by rock anisotropy (different vertical and horizontal res istivity), tcmpcralUre and wire logging tool characteristics (investigation depth, invasion diameter, vertical resol ution and the geometri­ cal factor). 4.6. NATURAL GAMMA RAY SPECTROMETRY (SPECTRA LOG) Spectralog proved to be the most reliable method in recognizing the presence of organic matter. Numerous exploralionislS (SCHMOKER, 1981; MEYER, 1984, etc.) recogn ized that the hi ghcr radioactivity of the source rock zone is related to the uranium (Un x) content of the sediments (Figs. 4 and 5). It is assumed tha t plankton and various organisms absorb the uranium salts (ions) from the sea water togethcr with other rare elements and in this way uranium is concentrated in source rocks. It is also necessary to pay attention to the concentra­ tion of heavy minerals, especially pyritc, as its origin is connected to reducing conditions as well as organic matter. Radioactive thorium Th 232 is very often bonded to pyrite as is the case in the wells of the Irma gas field (Figs. 4 and 5). Recogni tion of high uranium radioac tivity in marine sed iments is almost certai nly indicative of the organic richness of those rocks, as it was confirmed by numer- Vulama: Pliocene SOllrce Hocks, Miocene I{eservoir Rocks ~\ " "" Ito 0 9 0 ~l" tlJg ~ "" " " .;.,t 0°-¢-'~J: ». , ¢ij~g.. " •. '.3 'ii' i\ ", ~~'>,,~J~¢~ , 1\11 'G, • -¢-.;.-¢-.;. o~ , ' , $3 ¢ .;. , , ~ , . • . " , , ' . tf.;.~ , ' • , ~ , , ~/.;. • .;.*-\ . '" . . " ';'.;.--:4 -¢- • ~ ffi '.1 " '" ;:l '" 152S. 1S44m {o) SHALE 1S44-1SMm (-¢-) SOURCE ROCK lS64-1S81m (¢) CALCARENITE IS81·1S8&m( O) SANDSTONE 1.9 10 15 20 " 30 35 COMPENSATED NEUTRON POROSITY (%) These combinat ions of two-component diagrams proved to be useful for qualitative rock evaluation. Four types of measurement arc included in the four component M/N/(Z) and A/K/(Z) diagrams: bulk dens i­ ty (Pb)' apparent neutron porosity ($N)' sonic transi t time (~) and as the fourth component - a measurement representing the third dimension - Z (natural radioacti­ vi ty OR - or certain part of the spectrum - K, U or Th , or spontaneous potential - SP, as a rock permeability indicator). M,N and A,K arc practically related to rock porosi­ ty. Organic matter is less dense and compact than the rock matrix and gives the reflect ion of apparent porosi­ ty. M, N, A and K arc reached by survey combination calculation as follows: where ~t = sonic transit time; ~! r = sonic transit lime in 3 ZM~ o ZMin 0 " Fig. R Hulk density vs. compensated neutron porosity vs. Z (u ranium) crossplol of the Pliocene so urce rocks. 96 2.' ,-. ~ '" "- ;..r 1.9 -3, d 0 ....:l 1.4 0 180 160 140 ,-. ~ '" :::l 120 ~ ~ 100 80 Middle Adriatic ridge Source rocks • {> {> I 000 o~ 0 (D) Non Source rocks o D=-17 .866+8338'log(AC)+ 1.213 ']og(RT) 2.0 LOG (RT, Ohmm; 24°C) o o o 00 o o a a D=148.44-S.44*MLL+O.119*AC 1 2 3 MLL(Ohmm) 4 5 '.0 Zmax 150 Zmin o Geologia Croatica 50/1 Fi g. 9 Soni c transit time vs. resisti vit y cross- 1'101 ploued all logarithmi c scal e. The oblique line is the position of D=O (Dis­ criminant analysis), Points above thi s line (D=positivc: star) = source rocks; points below this line (D=ncgative: rectangle) = non source rock. The analyses arc from an area of the Middle Adriatic ridge, Sava and Drava depress ion (aftcr VULA MA , 1994). Fig. 10 Sonic transi t time vs. resist ivity c ross­ plol plolted on linear scale. T he oblique line is the position o r D=O (Disc ri mi nant anal ys is). Point s above thi s line (D=posi­ tive: star) = so urce rocks; point s below Ihi s line (D:negat ive: rectan gle) = non source rock. The analyses arc from un area or the Middle Adriatic ridge. water ( for fresh water it is 189 J-Ls/ft , whe reas for the saIl water is 185 ).Is/ft · 0.306 ).Is/m); Pb = bulk density (g/cm3 ); Pr = fluid density (for fresh watcr it is 1.0 g/cm3, whereas for salt waler it is 1.1 g/cm3 ). wate r poros ity which is 1, or 100%, so the equation should read: N = ( I - 'i>N) / (Pb - Prj A = (Pb - Pr) / (l - 'i>N ) where 4>N:::: apparent neutron porosity (%); 4>Nr = neutron K = 0.01 (6,,- 6,) / (I - 'i>N) 0.6 ,----------,---- ------, Non Source rocks (0 ) .0 ". DO {> {> {> tf: ~ 0 ~ 0lJ -.............. Source rocks (v ) .• 0.25h~Et__ttO_~~=-----=-'-_I¥L'-----------=-==-==>.'-'--1 .0 Middle Adriatic ridge 4----- Source rocks I 0=-5.326+ 19.366*log,iDEN)-1.461 *logLo(Rn OL-__ ~~~ ____ ~~ ____________ ~ o 2.0 4.0 Fig. II Bulk density vs. resistivi ty crossp[ot plo lt ed on the logarithm ic scal e. T he oblique line is the positi on of 0 =0 (Dis­ c riminant analysis). Points below thi s line (D=positive: sIal') = so urce rocks; point s above Ihis line (D=negalive: rec­ tangle) = non so urce rock. The analyses are from a n area or the Middle Adriatic ridge. Sava and Drava de press ion (after VULAMA,1994). LOG (RT, Ohmm; 24°C) Vulama: Pliocene Source Rocks, ,Vlioeene Reservoir Rocks and Origin of the Gas Accumulation .. M~ S ib .0 a. ~ Z ~ Q 2.4 2.2 2.0 1.8 1.6 1.4 1 2 D=2.24-6.309*N+3,706*M D=1.72+0,098*MLL-IO.15*DEN 3 MLL(Ohmm) 4 5 Zmax 150 Zmin o o~ ______________ ~ ________________ ~ 0.5 1.0 1.5 N 2.0 1.8 1.6 1.4 A 1.2 1.0 0.8 0.6 Middle Adriatic ridge Source rocks D=-O,27S+ 1.22*K-O.82* A Non Source rocks ( ,, ) Zmax 35 Zmin o 0.4 L-_ ____ ___ _ ---.L ____ ___ ___ --" o 0.2 0.4 0.6 0.8 1.0 1.2 1.4 1.6 1.8 K 97 Fig. 12 Bulk density vs. resistivity crossplot plotted on the linear scale. The oblique line is the position of D=O (Discriminant analysis). Points below this line (D=posi­ tive: star) = source rocks; points above this line (D=negative: rectangle) = non source rock. The analysis is from an area of the Middle Adriatic ridge. Fig. ! 3 M/N(Z) four component cl"ossplOI consisting of it combination of sonic tran­ Sil lime , bulk density, compensated neu­ tron porosity and Z=U 238 • The oblique line is the position of D=O (Discriminant analysis). Points below this line (D=posi­ tive: star) = source rocks; points above this line (D=negative: rectangle) = nOll source rock. The analyses are from an area of the Middle Adriatic ridge (after YULAMA. 1994). Fig. 14 A/K(Z) four component crosspiot comprising combination of sonic transit time, bulk density , compensated neutron porosity and Z=U~ ·>f\ . The oblique line is the position of D=O (Discriminant analy­ sis). Points below this line (D=positive: star) = souree rocks: points above this line (D=negative: rectangle) = non SOltrCe rock. The analysis is from an area of the Middle Adriatic ridge. 98 .. TYPEl R=0.5 900 . INES-I ¢ ~ IRMA-' 0 ~ IRMA-I 0 0 IRMA·' -¢- U IRMA-' 0 bll SUZANA-l 0 , INGA-l • u ~ TYPE II M ~ 500 @ ~ ~ ~ R= 1.5 400 450 500 Tmax °C Fig. 15 Kerogen Iype and maturity of Pliocene source rocks of tile Middle Adriatic ridge. Figures 7- 14 and 19 show KITh, CN/DEN/Z, (Z=U238 ), L'>,1Rt(RMLL), Pb/Rt(RMLL), MIN and A/K crossplots. The diversity of well log parameters produces a characteris tic and dist inguishable four point star feature on the spiderweb diagram. It is also possible to defi ne this as a litho-logging unit (JANCIKOVIC et aI. , 1988; VULAMA, 1991 , 1993, 1994). The spec ific example related to the source rocks of the Irma gas field is pre­ sented on Fig. 17. The typical geophysical parameters for the source rock recogn ition of Irma gas fi e ld are clearly visible on the complex diagrams of Figs. 3,4 and 17. The cross plots Krrh showed that the main clay min­ erai is illite together with some mica (illite and mica are struc turally very si mi lar) and mixed components of var­ ious clay minerals (Fig. 7). The source rocks of th is clay mineral are alum inum and potassium rich rocks which can be found in the hinterland of the Middle Adriatic ridge, as wel! as volcan ic rocks of Pliocene and Plcistoccne age (TARJ-KOVACIC, 1995; MILE­ TIC & LUGOVIC, 1996). 5. STATISTICAL ANALYSIS Statistical analysis was applied in order to empha­ size the simple classification rules to distinguish source Geologia Croatica 50/1 GAMMA RAY CORELATION PROFILE (B-B') 0 E INOA-l mES-! 1RMA_2 IRMA_I 1RMA-4 IRMA-3 SlJZ..l J-22I1 ON·' J-23I1 I P , I I I T H ~ t ~ ! r " 1 ~ t r- £- f I l t f r ,; t ;; \ .7.. t 1 ~ 0 , ~ 0 t ! I f r , f f r ;; ,f 0 t ! ,'c' , t l } t: "{ N ( { 0 0 r < f ~ ( 0 f 0 ; 0 0 "A" Reservoire ~ 0 0 ) ~ 0 0 Fig. 16 Gamma ray composile log response of lhc Middle Adriatic ridge source rocks. rocks from non-sourcc rocks, based on quantitative well log parameters. The source rock well log parameters were logged for the Pliocene organic rich deposits of the Irma gas field. Non-source rocks parameters were logged a t intervals above and below the source rocks. These para­ meters were divided into two classes based on the geo­ chemical analyses of rock sampl es: C lass I = source rock; Class 2 = non-source rock. Geochemical analyses are based on the results of the pyrolys is, vitrinite reflec­ tion values and the carboni zati on degree of paly­ nomorphs. Discriminant analys is (pseudoregression scheme) was performed in the statist ical analysis (DAVIS, 1973; MEYER & NEDERLOF, 1984; VULAMA, 1991, 1993, 1994) - Figs. 9, II and 13, Tables 1 and 2. Geo­ physical parameters (formation resistivity, bul k densi ty , sonic transit time, neutron apparent porosity and natural radioactivity urani um ) are used as coordinates to locate the classified rocks. To separate C lass I from Class 2 it is necessary to establish the Discriminant line. The main characteristic of the Discriminant fU Ilction is that the distance between the average values of Class I and Class 2 pro­ jections is maximal when the distance between the points inside a class is reducing. T he pseudoregression method means adding the appropriate value "Y" to each class: Vubma: Pliocene Source Rocks, Miocene Reservoir Rocks and Origin of the Gas Accumulation .. Description Sample size Source rock Non-source rock Misclassification Separation of class means in pooled standard deviation Class 1 Mean Class 1 Stand. Dev. Class 2 Mean Class 2 Stand. Dev. Coefficients ' : Beta "0"2 Beta("M") Beta("N") Beta sonic ("A") Beta density ("0") Beta resistivity SHALES ONLY (Middle Adriatic ridge) MIN 217 100 117 6.6 1.2 0.64 1.44 0.76 0.26 2.24 3.71 6.31 99 ALL LITHOLOGIES (Middle Adriatic ridge, Sava & Drava depression) AIR D/R 177 177 92 92 84 84 8.9 10.4 1.33 1.17 0.79 0.69 1.09 0.71 0.98 0.57 0.87 1.18 -1 7.86 -5.33 1.21 19.36 8.33 -1.46 'Llb!c I Res ult s of Di scriminant analysis. Results are tabulated for different well log combinations (after VULAMA, 1994) : "M " = sonic transit time vs. bulk -density: "N" = apparent neutron porosity vs. bulk-density; "A" = sonic transit lime (in logw ).ls/ft); "0" = bulk -den sity (in 10g IO g/eIllJ) : "R" = resistivity at 24°C (inlog,o Olnnm). Legend: 1 All Beta coeffi cients of Discrim inam fu nctions are statislic.llly significum; 2 Beta "0" is the intercept. A typical equation Ixlsed on: MIN is: 0 =2.24-6.309'N+3.706-M. (Midd le Adriat ic ridge). AIR is: D=- 17.866+8.338-log(AC)+ 1.2 13- 1og( RT) (M idd le Adriat ic ridge, E, NW and SW part of Drava Depress ion, Middl e part of SaY:! Depression). OIR is: 0 =-5 .326+ 19.366· log(OEN)-1.461 '(RT) (Middle Adriatic ridge, E, NW and SW pari of Drava Depress ion, Middl e part of Sava Depress ion). Middle Adriatic ridge source rocks Description A/K MIN AIR D/R Sample size 315 315 315 315 Source rock 200 200 200 200 Non source rock 115 115 11 5 115 Misclassification 3.2 6.6 7.9 8.1 Mean - X 0.8358 0.7167 2.5195 2.51 Mean - Y 1.4066 0.6012 127.1564 1.9710 Slope -2.3156 1.2220 -8.4487 0.09829 Intercept (Beta ' ) 3.3421 -0.2746 t 48.4436 1.7234 R2 -0.7615 0.9663 - 0.2491 0.3409 dX/dY 0.4264 -0.8189 0.11880 -10.153 X * intercept 1.433 0.2254 17.592 -17.493 Table 2 Result s of Di scriminant ana lyses (Middl e Adriatic ridge source rocks only). Legend : 1 All l3eta coeffi cients arc statistically sig nificant ; "A"= bul k-density vs. apparent neutron porosity; uK" = sonic tl',:lIl s it tim e vs. apparent neutron porosity. 100 a) OR 150 c~ " p" 1041N '" u~ b) GR , at 2!lQ R , t, ·N " ~ p" C~ sp Fig. 17 Spiderweb (min./max.) (a) and average stee ped (b) logs responses and C-organic content of the M iddle Adriatic r idge source rocks. N2 / (N I + N2) for Class I, ancl -N I / (N I - N2) for Class 2, where N 1 = source rock and N2 = non-source rock. Next, the regression upon vari able "X" is per­ formed, usi ng one of the mUltiplying regressive pro­ grams. The resu lting "pseudoregression" is the Discrim­ inant function, where "z" is replaced by "0". The anal ys is resu lt s in the linear value of the Dis­ c riminant "0", w hil e the param ete rs can also be expressed in loga rit hms if the range of their values is wide. The lyp ica l ca lculation of the crossp lot .1t/R t (Fig. 9) is as fo llows: D = -17.866 + 8.33S' log,o'AC + 1.21 3' log lO' RT(24°C), for the crossp lot Llt/pb (Fig. II ): D = -5.326 + 19.366' log,u'DEN - 1.461 ' logIORT(24°C), and for the c rossplot MIN (Fig. 13): D = 2.24 - 6.309' N+3.706'M The well log and geochemical parameters arc equa­ li ons fo r calcu lati ng "D", If "D" is posit ive then the rock is most probably a source rock; if "D" is negative, then the rock is a non-source rock; and if D ;:: 0, the case is considered to be undefined (Figs. l3, 14 and 19). IRMA-2 o GR 125 Q.. __ !'.I) __ .?~ \ ( ~, < > / .... , ) I ) J I J I \ I "' tn o 0> o o Geologi;l Croa,ica 50/1 MIDDLE ADRIATIC RIDGE "A" RESERVOIRE o RILM 15 o RILD 15 --------- --------- ---.----. ---- -,' Rmin • ~ Rmax Fig. 18 PClmcability estim ation from resistiv ity gradient in Miocene rese rvoir rocks of the Irma gas fie ld (a consistent reHill with lab­ oratory analysis), Analytical resu lLs show that such a quali fication has certain sta ti stical e rrors. The Discriminant analys is method used for source rock c lassi fication showed the average error between 3.2 - 10.4% (Tables I and 2). Errors in classification can be caused by: I. Poor correlati on between geochemical and petro­ physical data caused by the presence of shallow in terbeds. One shallow intcrbcd of the non- source rock, sampled for geochem ical analysis can give fa lse data and vice versa (this case occurred during the geochemical analyses of gas field Irm a). 2. Heavy minerals in high concen tration , c.g. pyrite, can cause low readings of bulk density and dim inish the resistivi ty. 3. In unconsolidated rocks, the physical contrast bctween organic rich and organic poor layers is min­ imal , espec ially in the case of low conccntrations of organic matter. 4. 1n very dense and compact rocks (with high veloci ty or the son ic wavc), the measurements of the bulk dcns ity can be inaccurate. VIJlnmn: Pliocene Source Rocks, Miocene Reservoir Rocks and Origin ofille G;)S Accumulation ... 101 Zmax 0.9 IRMA-I 35 Source rocks Zmin 0 0.8 0.7 Source rocks (¢--) 0.6 M -¢- -¢- I 8' -¢- ,e; 0.5 -¢- ;~ -¢- 0.4 -¢- -¢- 0.3 0.2 -¢- -¢--¢- -¢- -¢- D=-O.27+1.22*N-O.82*M 0.1 0.4 0.5 0.6 0.7 0.8 0.9 1.1 1.2 1.3 Fig. 19 M/N(Z) rour component crossplot consisting of a combination 0(" sonic lran­ sit time, bulk density, compensated neu­ Iron porosity and Z=U 138 . The oblique line is the position or 0=0 (Di scriminant analysis). Point s below this line (D=posi­ tive: star) = so urce rocks: points above thi s line (D=negative: rectangle) = non source rock. The analysis is from IRM A­ I well (Middle Adriatic ridge). N 6. VERTICAL PERMEABILITY FROM THE FORMATION R ESISTIVITY GRADIENT Vertical pe1l11eability can be calculated from the dif­ ference in the val ue of the formation resistivity in the transition water/gas zone according to the Schlumberg­ er formula: K ~ eCa x 2.3/(pw-p,,))', where c = Schlumberger constant = 20, a = basic gradi­ ent of fo rmation resistivity Ca ~ t.R/6D x l/Ro6R ~ di[­ ference bet ween max. and min. res istivity in the gradi­ ent , where: t.D ~ different ial depth (in feet), Ro ~ 100% water satu rated resistivity; Ro = Fr x Rw, where: Rw = formation water resis tivity; Fr = formation factor; Pw = water density in formation conditions; Ph = CH density in formation cond itions). [-or IRM A - 2 (Fig. 18) this translates as: '" ~ 22%, R w ~ 1.8, l'r ~ 15.3, Ro ~ 2.75 Ohmm, t.D ~ 1580 m - 1578.5 m ~ 1.5 m x 3.28 ~ 4.9 n, 6R ~ 10 - 4 ~ 6 Ohmm, a ~ 0.44, Pw - p" ~ 1.02 - 0.0407 ~ 0.98, Kavg. ~ 21.4 x 10 ' ~m2. Evaluated vertical permeability should on ly be con­ sidered for the transit ion zone (T-zone, Fig. 5) and can not be app lied to the entire interval. We cou ld calculate permeab ility by resistivity gradi ent only when the T­ zone is clearly visible on the res istivity logs. 7. CORRELATION WITH GEOCHEMICAL ANALYSES Interpretation of well logging data and crossplot s for these source rocks showed good correlat ion with geochemical analyses. Logging data show very low val­ ues of formation resistiv ity of 1.5-4 OhmlTI , that, accordi ng 10 ex ploration performed e lsewhere (VULA­ MA, 199 1, 1993,1994) indi catcd thc immaturity o[ these source rocks. Geochemical analyses confirmed this low malurity, but also suggest ed that these source rocks produced biogenic gas (on Irma-l well iso tope C and I-I depletion showed O" C -73%0 and oD - 188 (-) - 192%0, and chromatogram giving >98.5% of methane). Based 011 statistical discriminant analysis erossplots, 6l/R, p"lR, A/KCZ) and M/N(Z) were computcd, and the processed geophysical parameters (p", Rt , RMLL, Lll'